@ 21335073:a244b1ad

Someone asked for my thoughts, so I’ll share them thoughtfully. I’m not here to dictate how to promote Nostr—I’m still learning about it myself. While I’m not new to Nostr, freedom tech is a newer space for me. I’m skilled at advocating for topics I deeply understand, but freedom tech isn’t my expertise, so take my words with a grain of salt. Nothing I say is set in stone.

Those who need Nostr the most are the ones most vulnerable to censorship on other platforms right now. Reaching them requires real-time awareness of global issues and the dynamic relationships between governments and tech providers, which can shift suddenly. Effective Nostr promoters must grasp this and adapt quickly.

The best messengers are people from or closely tied to these at-risk regions—those who truly understand the local political and cultural dynamics. They can connect with those in need when tensions rise. Ideal promoters are rational, trustworthy, passionate about Nostr, but above all, dedicated to amplifying people’s voices when it matters most.

Forget influencers, corporate-backed figures, or traditional online PR—it comes off as inauthentic, corny, desperate and forced. Nostr’s promotion should be grassroots and organic, driven by a few passionate individuals who believe in Nostr and the communities they serve.

The idea that “people won’t join Nostr due to lack of reach” is nonsense. Everyone knows X’s “reach” is mostly with bots. If humans want real conversations, Nostr is the place. X is great for propaganda, but Nostr is for the authentic voices of the people.

Those spreading Nostr must be so passionate they’re willing to onboard others, which is time-consuming but rewarding for the right person. They’ll need to make Nostr and onboarding a core part of who they are. I see no issue with that level of dedication. I’ve been known to get that way myself at times. It’s fun for some folks.

With love, I suggest not adding Bitcoin promotion with Nostr outreach. Zaps already integrate that element naturally. (Still promote within the Bitcoin ecosystem, but this is about reaching vulnerable voices who needed Nostr yesterday.)

To promote Nostr, forget conventional strategies. “Influencers” aren’t the answer. “Influencers” are not the future. A trusted local community member has real influence—reach them. Connect with people seeking Nostr’s benefits but lacking the technical language to express it. This means some in the Nostr community might need to step outside of the Bitcoin bubble, which is uncomfortable but necessary. Thank you in advance to those who are willing to do that.

I don’t know who is paid to promote Nostr, if anyone. This piece isn’t shade. But it’s exhausting to see innocent voices globally silenced on corporate platforms like X while Nostr exists. Last night, I wondered: how many more voices must be censored before the Nostr community gets uncomfortable and thinks creatively to reach the vulnerable?

A warning: the global need for censorship-resistant social media is undeniable. If Nostr doesn’t make itself known, something else will fill that void. Let’s start this conversation.

@ db8c7645:1cac80d5

Hi, super popular, masculine, and COOL modder loregamer here. I've worked on a few mods on the ModHQ site. I would like the permissions policy to be removed

I wrote a retarded manifesto on it here:

WHY WE STOLE HEADS FROM NEXUS MOD AUTHORS

TLDR

::youtube{#edea7yMqOY8}

@ c631e267:c2b78d3e

Die Triebfeder unserer Arbeit wird immer die Vision für einen Kontinent sein, \ der durch Demokratie, Rechtsstaatlichkeit, die Achtung der Grundfreiheiten \ und die Ausrichtung auf seine Bürgerinnen und Bürger geeint ist. \ Europäische Kommission

Nichts könnte weiter von der Realität entfernt sein, als die gängigen Beteuerungen politischer Mandatsträger:*Inne:*n, für das Wohl der Bürger zu arbeiten. Dasselbe gilt für die Phrasen der EU-Kommission bezüglich ihrer «Bemühungen» zum Schutz von Demokratie und Rechtsstaatlichkeit.

In ihrer Rede als Preisträgerin des diesjährigen Aachener Karlspreises betonte Kommissionspräsidentin von der Leyen denn gestern auch, eine von vier zentralen Aufgaben sei es, «unsere Demokratie zu erneuern und zu stärken». Geehrt wurde sie zynischerweise «für ihre Verdienste um die Einheit der Mitgliedstaaten, die Eindämmung der Pandemie, die Geschlossenheit des Verteidigungswillens gegen Russland und die Impulse zum Green Deal».

Im Rahmen der Initiative «Europäischer Schutzschild für die Demokratie» hat die Kommission diese Woche zur Stärkung des europäischen Faktencheck-Netzwerks aufgerufen und dafür weitere fünf Millionen Euro bereitgestellt. Zu den wichtigsten Maßnahmen gehöre es, «Faktenprüfer» vor Belästigung zu schützen sowie gegen «Desinformation und ausländische Einmischung», darunter auch «Pro-Kreml-Desinformationsnarrative» zu kämpfen.

Die Rechtfertigung all solcher Maßnahmen bastelt man sich permanent selber. Mehr hochkarätige Verschwörung und Desinformation als zum Beispiel im Kontext des «Pfizergate»-Skandals oder der langjährigen «Biden-Show», die «an ein autoritäres System erinnert», sind eigentlich kaum vorstellbar. Zum Schutz der offiziellen Narrative finanzierte die US-Regierung nach neuen Erkenntnissen auch in Deutschland und der Schweiz Kampagnen im Kampf gegen die freie Meinungsäußerung.

Derweil gibt es angeblich ein Rekordhoch beim Vertrauen in die Institutionen, und die EU-Bürger denken größtenteils Folgendes:

Entsprechend wollen wir alle sicher auch Vorschriften wie den Digital Services Act voranbringen, «um ein faires und offenes Umfeld für Online-Plattformen zu sichern». Ebenso warten wir natürlich ungeduldig auf den digitalen Euro, den die Europäische Zentralbank mit Nachdruck vorantreibt. Dass dieses Mittel jedoch das genaue Gegenteil der behaupteten Inklusion ist, dürfte sich inzwischen herumgesprochen haben.

Die Verknüpfung von staatlichem digitalem Geld mit einer biometrischen digitalen Identität ist das perfekte Kontrollinstrument und der Sargnagel für elementare bürgerliche Freiheiten. Aber genau das ist weltweit der Weg, gefördert von einer mächtigen Lobby. Transition News hat oft über diese Entwicklung berichtet, zum Beispiel hier, hier und hier.

In Thailand verteilt die Regierung digitales, programmiertes Helikoptergeld gegen die Nutzung einer offiziellen Wallet mit biometrischem Gesichtsabgleich, auch wenn das «Konjunkturprogramm» aktuell suspendiert ist. Und in Vietnam werden Geschäftskunden ab Juli ohne biometrische Verifizierung ihre Bankkonten nicht mehr benutzen können.

Die deutsche Bundesregierung, die wie die EU «nie mehr Gas aus Russland» will, hat gerade beschlosssen, wenigstens die Verwaltung über alle Ebenen besser digital zu vernetzen. Das sei ein wichtiger Baustein für den nationalen und europäischen Datenaustausch zwischen Behörden, heißt es aus dem Digitalministerium, von dem auch die Vision des digitalen «Next Germany» stammt.

Diese «Datenautobahn» kompensiert dann vermutlich für viele Bürgerinnen die steigenden Energierechnungen und dürfte auch in den Augen der Wirtschaft Priorität haben. Immerhin wird die Bürokratie modernisiert und das zu verwaltende Subjekt kann sich darauf verlassen, dass seine einmal irgendwo eingegebenen Daten überall verfügbar sind und nie mehr verloren gehen. Das ist doch eine beruhigende Perspektive.

[Titelbild: Pixabay]

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Dieser Beitrag wurde mit dem Pareto-Client geschrieben und ist zuerst auf Transition News erschienen.

@ 21335073:a244b1ad

Please respect Virginia Giuffre’s memory by refraining from asking about the circumstances or theories surrounding her passing.

Since Virginia Giuffre’s death, I’ve reflected on what she would want me to say or do. This piece is my attempt to honor her legacy.

When I first spoke with Virginia, I was struck by her unshakable hope. I had grown cynical after years in the anti-human trafficking movement, worn down by a broken system and a government that often seemed complicit. But Virginia’s passion, creativity, and belief that survivors could be heard reignited something in me. She reminded me of my younger, more hopeful self. Instead of warning her about the challenges ahead, I let her dream big, unburdened by my own disillusionment. That conversation changed me for the better, and following her lead led to meaningful progress.

Virginia was one of the bravest people I’ve ever known. As a survivor of Epstein, Maxwell, and their co-conspirators, she risked everything to speak out, taking on some of the world’s most powerful figures.

She loved when I said, “Epstein isn’t the only Epstein.” This wasn’t just about one man—it was a call to hold all abusers accountable and to ensure survivors find hope and healing.

The Epstein case often gets reduced to sensational details about the elite, but that misses the bigger picture. Yes, we should be holding all of the co-conspirators accountable, we must listen to the survivors’ stories. Their experiences reveal how predators exploit vulnerabilities, offering lessons to prevent future victims.

You’re not powerless in this fight. Educate yourself about trafficking and abuse—online and offline—and take steps to protect those around you. Supporting survivors starts with small, meaningful actions. Free online resources can guide you in being a safe, supportive presence.

When high-profile accusations arise, resist snap judgments. Instead of dismissing survivors as “crazy,” pause to consider the trauma they may be navigating. Speaking out or coping with abuse is never easy. You don’t have to believe every claim, but you can refrain from attacking accusers online.

Society also fails at providing aftercare for survivors. The government, often part of the problem, won’t solve this. It’s up to us. Prevention is critical, but when abuse occurs, step up for your loved ones and community. Protect the vulnerable. it’s a challenging but a rewarding journey.

If you’re contributing to Nostr, you’re helping build a censorship resistant platform where survivors can share their stories freely, no matter how powerful their abusers are. Their voices can endure here, offering strength and hope to others. This gives me great hope for the future.

Virginia Giuffre’s courage was a gift to the world. It was an honor to know and serve her. She will be deeply missed. My hope is that her story inspires others to take on the powerful.

@ 9ca447d2:fbf5a36d

George Town, Grand Cayman — Ledn, one of the longest-standing digital asset lenders, today announced a sweeping update to its platform to discontinue any lending of client assets to generate interest, meaning that client assets will never be exposed to third party lending credit risk.

Going forward, Ledn will only offer its Custodied Bitcoin loan structure, under which client bitcoin collateral will remain fully in custody either with Ledn or its trusted funding partners.

As part of this strategic shift, Ledn will also remove support for ETH, doubling down on Bitcoin as its sole digital asset focus. These changes were unveiled by the company at Bitcoin 2025 in Las Vegas.

“With our new hyper-focus on Bitcoin-only lending, we’re going back to our roots and principles that inspired Bitcoin to begin with,” said Adam Reeds, Co-Founder and CEO of Ledn.

“Bitcoin was created as a direct response to the risks of fractional reserve banking and unchecked use of client assets to generate interest. Traditional finance relies on constantly reusing client assets to create leverage and, ultimately, inflation.

“Bitcoiners instinctively reject that model. That’s why we’ve moved away from this approach entirely. With our Custodied loan structure, client assets stay where they belong and are held in a transparent manner.”

While Ledn is taking these steps to further de-risk its product and further enhance client security, many of the new lending products in the market are exposing consumers to risky and opaque structures once again.

“These are the exact dynamics that led to the meltdown of the lending sector in 2022,” Reeds added.

“As more new entrants push half-baked lending models back into the market, we’re choosing the opposite path— Eliminating lending risk entirely for our users and making it 100% clear how their assets are dealt with.

“That clarity is what has helped us originate over $9.5 billion in loans and become the #1 retail CeFi lender in the Bitcoin space. We believe this approach should become the new standard for any serious digital asset lender.”    

This shift reinforces Ledn’s broader strategy:  Going all in on Bitcoin, simplifying its product stack, and sharpening its focus around the most secure and proven digital asset.

Ledn was the first crypto lender to introduce proof-of-reserves attestations in 2020, offering clients third-party verification that assets were fully accounted for down to the satoshi.

That transparency-first approach allowed the company to navigate market volatility as peers collapsed under opaque and hidden risks.

Now, as global regulators begin signaling openness to supervised participation rather than blanket restrictions, the opportunity — and the responsibility — for digital asset platforms is clear: Build resilient systems and proactively mitigate risk.

Ledn will exclusively offer custodied bitcoin-backed loans as of July 1, 2025. Support for ETH will be retired in the same release, reflecting Ledn’s strategic shift to a Bitcoin-only platform.

For more information on this transition, visit blog.ledn.io

For media inquiries, interviews, or early access to supporting materials, contact ledn@clpr.agency

About Ledn

Ledn offers growth accounts and loans to clients in over 120 countries, with an expanding range of services and supported regions. The company is dedicated to building world-class financial services, with a focus on helping people build long-term wealth through digital asset-based products. 

For more information about Ledn and its services, visit the company’s website at www.ledn.io

@ 52b4a076:e7fad8bd

I have been recently building NFDB, a new relay DB. This post is meant as a short overview.

Regular relays have challenges

Current relay software have significant challenges, which I have experienced when hosting Nostr.land: - Scalability is only supported by adding full replicas, which does not scale to large relays. - Most relays use slow databases and are not optimized for large scale usage. - Search is near-impossible to implement on standard relays. - Privacy features such as NIP-42 are lacking. - Regular DB maintenance tasks on normal relays require extended downtime. - Fault-tolerance is implemented, if any, using a load balancer, which is limited. - Personalization and advanced filtering is not possible. - Local caching is not supported.

NFDB: A scalable database for large relays

NFDB is a new database meant for medium-large scale relays, built on FoundationDB that provides: - Near-unlimited scalability - Extended fault tolerance - Instant loading - Better search - Better personalization - and more.

Search

NFDB has extended search capabilities including: - Semantic search: Search for meaning, not words. - Interest-based search: Highlight content you care about. - Multi-faceted queries: Easily filter by topic, author group, keywords, and more at the same time. - Wide support for event kinds, including users, articles, etc.

Personalization

NFDB allows significant personalization: - Customized algorithms: Be your own algorithm. - Spam filtering: Filter content to your WoT, and use advanced spam filters. - Topic mutes: Mute topics, not keywords. - Media filtering: With Nostr.build, you will be able to filter NSFW and other content - Low data mode: Block notes that use high amounts of cellular data. - and more

Other

NFDB has support for many other features such as: - NIP-42: Protect your privacy with private drafts and DMs - Microrelays: Easily deploy your own personal microrelay - Containers: Dedicated, fast storage for discoverability events such as relay lists

Calcite: A local microrelay database

Calcite is a lightweight, local version of NFDB that is meant for microrelays and caching, meant for thousands of personal microrelays.

Calcite HA is an additional layer that allows live migration and relay failover in under 30 seconds, providing higher availability compared to current relays with greater simplicity. Calcite HA is enabled in all Calcite deployments.

For zero-downtime, NFDB is recommended.

Noswhere SmartCache

Relays are fixed in one location, but users can be anywhere.

Noswhere SmartCache is a CDN for relays that dynamically caches data on edge servers closest to you, allowing: - Multiple regions around the world - Improved throughput and performance - Faster loading times

routerd

routerd is a custom load-balancer optimized for Nostr relays, integrated with SmartCache.

routerd is specifically integrated with NFDB and Calcite HA to provide fast failover and high performance.

Ending notes

NFDB is planned to be deployed to Nostr.land in the coming weeks.

A lot more is to come. 👀️️️️️️

@ 91117f2b:111207d6

In the digital age, social media platforms have become an integral part of our lives. Here's a comparison of popular platforms:

1. Facebook: Networking, groups, and news.
2. Instagram: Visual storytelling, influencers, and aesthetics.
3. Twitter (X): Real-time updates, news, and discussions.
4. TikTok: Short-form videos, creativity, and entertainment.
5. YouTube: Long-form content, education, and vlogging.

Key Features:

1. Content style: Visual, textual, or video-based.
2. Audience engagement: Likes, comments, and shares.
3. Advertising options: Targeted ads and sponsored content.

The Platform of Choice:

Which platform suits your needs? Consider your goals, audience, and content style.

Unpacking Social Media: A Deeper Dive"

Let's explore the intricacies of popular platforms:

1. Facebook: A hub for community building and targeted advertising.
2. Instagram: A visual-centric platform for influencer marketing and brand storytelling.
3. Twitter (X): A real-time platform for news, discussions, and customer service.
4. TikTok: A creative outlet for short-form videos and brand engagement.
5. YouTube: A long-form content platform for education, entertainment, and thought leadership.

Platform-Specific Strategies:

1. Content adaptation: Tailoring content to each platform's unique features.
2. Audience analysis: Understanding demographics, interests, and behaviors.
3. Engagement tactics: Fostering meaningful interactions and building brand loyalty.

The Future of Social Media:

1. Evolving algorithms: Staying ahead of platform changes.
2. Emerging trends: Leveraging new features and technologies.
3. Authenticity and transparency: Building trust with audiences.

@ 91bea5cd:1df4451c

O Contexto Legal Brasileiro e o Consentimento

No ordenamento jurídico brasileiro, o consentimento do ofendido pode, em certas circunstâncias, afastar a ilicitude de um ato que, sem ele, configuraria crime (como lesão corporal leve, prevista no Art. 129 do Código Penal). Contudo, o consentimento tem limites claros: não é válido para bens jurídicos indisponíveis, como a vida, e sua eficácia é questionável em casos de lesões corporais graves ou gravíssimas.

A prática de BDSM consensual situa-se em uma zona complexa. Em tese, se ambos os parceiros são adultos, capazes, e consentiram livre e informadamente nos atos praticados, sem que resultem em lesões graves permanentes ou risco de morte não consentido, não haveria crime. O desafio reside na comprovação desse consentimento, especialmente se uma das partes, posteriormente, o negar ou alegar coação.

A Lei Maria da Penha (Lei nº 11.340/2006)

A Lei Maria da Penha é um marco fundamental na proteção da mulher contra a violência doméstica e familiar. Ela estabelece mecanismos para coibir e prevenir tal violência, definindo suas formas (física, psicológica, sexual, patrimonial e moral) e prevendo medidas protetivas de urgência.

Embora essencial, a aplicação da lei em contextos de BDSM pode ser delicada. Uma alegação de violência por parte da mulher, mesmo que as lesões ou situações decorram de práticas consensuais, tende a receber atenção prioritária das autoridades, dada a presunção de vulnerabilidade estabelecida pela lei. Isso pode criar um cenário onde o parceiro masculino enfrenta dificuldades significativas em demonstrar a natureza consensual dos atos, especialmente se não houver provas robustas pré-constituídas.

Outros riscos:

Lesão corporal grave ou gravíssima (art. 129, §§ 1º e 2º, CP), não pode ser justificada pelo consentimento, podendo ensejar persecução penal.

Crimes contra a dignidade sexual (arts. 213 e seguintes do CP) são de ação pública incondicionada e independem de representação da vítima para a investigação e denúncia.

Riscos de Falsas Acusações e Alegação de Coação Futura

Os riscos para os praticantes de BDSM, especialmente para o parceiro que assume o papel dominante ou que inflige dor/restrição (frequentemente, mas não exclusivamente, o homem), podem surgir de diversas frentes:

1. Acusações Externas: Vizinhos, familiares ou amigos que desconhecem a natureza consensual do relacionamento podem interpretar sons, marcas ou comportamentos como sinais de abuso e denunciar às autoridades.
2. Alegações Futuras da Parceira: Em caso de término conturbado, vingança, arrependimento ou mudança de perspectiva, a parceira pode reinterpretar as práticas passadas como abuso e buscar reparação ou retaliação através de uma denúncia. A alegação pode ser de que o consentimento nunca existiu ou foi viciado.
3. Alegação de Coação: Uma das formas mais complexas de refutar é a alegação de que o consentimento foi obtido mediante coação (física, moral, psicológica ou econômica). A parceira pode alegar, por exemplo, que se sentia pressionada, intimidada ou dependente, e que seu "sim" não era genuíno. Provar a ausência de coação a posteriori é extremamente difícil.
4. Ingenuidade e Vulnerabilidade Masculina: Muitos homens, confiando na dinâmica consensual e na parceira, podem negligenciar a necessidade de precauções. A crença de que "isso nunca aconteceria comigo" ou a falta de conhecimento sobre as implicações legais e o peso processual de uma acusação no âmbito da Lei Maria da Penha podem deixá-los vulneráveis. A presença de marcas físicas, mesmo que consentidas, pode ser usada como evidência de agressão, invertendo o ônus da prova na prática, ainda que não na teoria jurídica.

Estratégias de Prevenção e Mitigação

Não existe um método infalível para evitar completamente o risco de uma falsa acusação, mas diversas medidas podem ser adotadas para construir um histórico de consentimento e reduzir vulnerabilidades:

1. Comunicação Explícita e Contínua: A base de qualquer prática BDSM segura é a comunicação constante. Negociar limites, desejos, palavras de segurança ("safewords") e expectativas antes, durante e depois das cenas é crucial. Manter registros dessas negociações (e-mails, mensagens, diários compartilhados) pode ser útil.

2. Documentação do Consentimento:

   • Contratos de Relacionamento/Cena: Embora a validade jurídica de "contratos BDSM" seja discutível no Brasil (não podem afastar normas de ordem pública), eles servem como forte evidência da intenção das partes, da negociação detalhada de limites e do consentimento informado. Devem ser claros, datados, assinados e, idealmente, reconhecidos em cartório (para prova de data e autenticidade das assinaturas).

   • Registros Audiovisuais: Gravar (com consentimento explícito para a gravação) discussões sobre consentimento e limites antes das cenas pode ser uma prova poderosa. Gravar as próprias cenas é mais complexo devido a questões de privacidade e potencial uso indevido, mas pode ser considerado em casos específicos, sempre com consentimento mútuo documentado para a gravação.

     Importante: a gravação deve ser com ciência da outra parte, para não configurar violação da intimidade (art. 5º, X, da Constituição Federal e art. 20 do Código Civil).

3. Testemunhas: Em alguns contextos de comunidade BDSM, a presença de terceiros de confiança durante negociações ou mesmo cenas pode servir como testemunho, embora isso possa alterar a dinâmica íntima do casal.

4. Estabelecimento Claro de Limites e Palavras de Segurança: Definir e respeitar rigorosamente os limites (o que é permitido, o que é proibido) e as palavras de segurança é fundamental. O desrespeito a uma palavra de segurança encerra o consentimento para aquele ato.
5. Avaliação Contínua do Consentimento: O consentimento não é um cheque em branco; ele deve ser entusiástico, contínuo e revogável a qualquer momento. Verificar o bem-estar do parceiro durante a cena ("check-ins") é essencial.
6. Discrição e Cuidado com Evidências Físicas: Ser discreto sobre a natureza do relacionamento pode evitar mal-entendidos externos. Após cenas que deixem marcas, é prudente que ambos os parceiros estejam cientes e de acordo, talvez documentando por fotos (com data) e uma nota sobre a consensualidade da prática que as gerou.
7. Aconselhamento Jurídico Preventivo: Consultar um advogado especializado em direito de família e criminal, com sensibilidade para dinâmicas de relacionamento alternativas, pode fornecer orientação personalizada sobre as melhores formas de documentar o consentimento e entender os riscos legais específicos.

Observações Importantes

• Nenhuma documentação substitui a necessidade de consentimento real, livre, informado e contínuo.
• A lei brasileira protege a "integridade física" e a "dignidade humana". Práticas que resultem em lesões graves ou que violem a dignidade de forma não consentida (ou com consentimento viciado) serão ilegais, independentemente de qualquer acordo prévio.
• Em caso de acusação, a existência de documentação robusta de consentimento não garante a absolvição, mas fortalece significativamente a defesa, ajudando a demonstrar a natureza consensual da relação e das práticas.

• A alegação de coação futura é particularmente difícil de prevenir apenas com documentos. Um histórico consistente de comunicação aberta (whatsapp/telegram/e-mails), respeito mútuo e ausência de dependência ou controle excessivo na relação pode ajudar a contextualizar a dinâmica como não coercitiva.

• Cuidado com Marcas Visíveis e Lesões Graves Práticas que resultam em hematomas severos ou lesões podem ser interpretadas como agressão, mesmo que consentidas. Evitar excessos protege não apenas a integridade física, mas também evita questionamentos legais futuros.

O que vem a ser consentimento viciado

No Direito, consentimento viciado é quando a pessoa concorda com algo, mas a vontade dela não é livre ou plena — ou seja, o consentimento existe formalmente, mas é defeituoso por alguma razão.

O Código Civil brasileiro (art. 138 a 165) define várias formas de vício de consentimento. As principais são:

Erro: A pessoa se engana sobre o que está consentindo. (Ex.: A pessoa acredita que vai participar de um jogo leve, mas na verdade é exposta a práticas pesadas.)

Dolo: A pessoa é enganada propositalmente para aceitar algo. (Ex.: Alguém mente sobre o que vai acontecer durante a prática.)

Coação: A pessoa é forçada ou ameaçada a consentir. (Ex.: "Se você não aceitar, eu termino com você" — pressão emocional forte pode ser vista como coação.)

Estado de perigo ou lesão: A pessoa aceita algo em situação de necessidade extrema ou abuso de sua vulnerabilidade. (Ex.: Alguém em situação emocional muito fragilizada é induzida a aceitar práticas que normalmente recusaria.)

No contexto de BDSM, isso é ainda mais delicado: Mesmo que a pessoa tenha "assinado" um contrato ou dito "sim", se depois ela alegar que seu consentimento foi dado sob medo, engano ou pressão psicológica, o consentimento pode ser considerado viciado — e, portanto, juridicamente inválido.

Isso tem duas implicações sérias:

1. O crime não se descaracteriza: Se houver vício, o consentimento é ignorado e a prática pode ser tratada como crime normal (lesão corporal, estupro, tortura, etc.).

2. A prova do consentimento precisa ser sólida: Mostrando que a pessoa estava informada, lúcida, livre e sem qualquer tipo de coação.

   Consentimento viciado é quando a pessoa concorda formalmente, mas de maneira enganada, forçada ou pressionada, tornando o consentimento inútil para efeitos jurídicos.

Conclusão

Casais que praticam BDSM consensual no Brasil navegam em um terreno que exige não apenas confiança mútua e comunicação excepcional, mas também uma consciência aguçada das complexidades legais e dos riscos de interpretações equivocadas ou acusações mal-intencionadas. Embora o BDSM seja uma expressão legítima da sexualidade humana, sua prática no Brasil exige responsabilidade redobrada. Ter provas claras de consentimento, manter a comunicação aberta e agir com prudência são formas eficazes de se proteger de falsas alegações e preservar a liberdade e a segurança de todos os envolvidos. Embora leis controversas como a Maria da Penha sejam "vitais" para a proteção contra a violência real, os praticantes de BDSM, e em particular os homens nesse contexto, devem adotar uma postura proativa e prudente para mitigar os riscos inerentes à potencial má interpretação ou instrumentalização dessas práticas e leis, garantindo que a expressão de sua consensualidade esteja resguardada na medida do possível.

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Importante: No Brasil, mesmo com tudo isso, o Ministério Público pode denunciar por crime como lesão corporal grave, estupro ou tortura, independente de consentimento. Então a prudência nas práticas é fundamental.

Aviso Legal: Este artigo tem caráter meramente informativo e não constitui aconselhamento jurídico. As leis e interpretações podem mudar, e cada situação é única. Recomenda-se buscar orientação de um advogado qualificado para discutir casos específicos.

Se curtiu este artigo faça uma contribuição, se tiver algum ponto relevante para o artigo deixe seu comentário.

@ da8b7de1:c0164aee

A Tennessee Valley Authority benyújtotta az első amerikai BWRX-300 SMR építési kérelmet

A Tennessee Valley Authority (TVA) hivatalosan is benyújtotta az amerikai Nukleáris Szabályozási Bizottsághoz (NRC) a GE Vernova Hitachi Nuclear Energy BWRX-300 kis moduláris reaktor (SMR) építésére vonatkozó kérelmet a Clinch River telephelyen. Ez jelentős lépés az SMR-ek amerikai bevezetésében, és jól mutatja a fejlett nukleáris reaktortechnológiák kereskedelmi hasznosításának lendületét. A BWRX-300-at úgy tervezték, hogy rugalmas, skálázható nukleáris energiamegoldást kínáljon, amely széles körben alkalmazható lehet az USA energiaszektorában.

A NuScale előrehaladott tárgyalásokat folytat SMR telepítésekről 2030-ig

Az amerikai NuScale Power nukleáris reaktorvállalat előrehaladott tárgyalásokat folytat több potenciális ügyféllel SMR technológiájának telepítéséről, és akár 2030-ra működő erőművet szállíthat. A korai alkalmazók között lehetnek adatközpontok, nehézipari szereplők és közművek is, ami jól mutatja az előrehaladott nukleáris megoldások iránti növekvő érdeklődést különböző energiaigényes ágazatokban. Ez a fejlemény kiemeli az SMR-ek növekvő szerepét a globális dekarbonizációs és energiabiztonsági stratégiákban.

Nemzetközi fókusz: érintetti bevonás és munkaerő-fejlesztés

Az IAEA Nemzetközi Konferenciája a Nukleáris Energia Programok Érintetti Bevonásáról ma zárult, ahol kiemelték az átlátható kommunikáció jelentőségét a nukleáris hulladékkezelés és vészhelyzetek során. A konferencia hangsúlyozta a diverzifikált, magasan képzett nukleáris munkaerő fejlesztésének stratégiáit is, beleértve az oktatási partnerségeket és a célzott képzéseket a hátrányos helyzetű csoportok számára. Ezek a témák globális szinten is elismerik, hogy a közbizalom és a tehetséggondozás kulcsfontosságú a nukleáris energia jövőbeni sikeréhez.

Globális politikai változások és piaci trendek

Az elmúlt hetekben több országban jelentős politikai változások történtek:

• Belgium visszavonta a 2003-as atomerőmű-lezárási törvényt, így ismét lehetőség nyílik új nukleáris létesítmények építésére.
• Dánia újraértékeli évtizedek óta fennálló nukleáris tilalmát, és új elemzést rendelt a nukleáris energia lehetséges szerepéről.
• Vietnam és más országok is előrehaladott tárgyalásokat folytatnak új atomerőművek építéséről.
• Az Európai Bizottság előkészíti az orosz nukleáris energiaimport fokozatos kivezetését, és hamarosan új jogszabályjavaslatokat terjeszt elő.
• Az Egyesült Államokban a 2026-os költségvetési év elnöki javaslatában csökkentik a Nukleáris Energia Hivatal finanszírozását, ugyanakkor regionális együttműködési megállapodásokat írnak alá a fejlett nukleáris technológiák támogatására a Mountain West régióban.

Kína tíz új atomerőművi reaktort hagyott jóvá

Kína Államtanácsa jóváhagyta tíz új atomerőművi reaktor építését öt projekt keretében, köztük nyolc Hualong One egységet. Ezek a projektek jelentős bővülést jelentenek Kína nukleáris kapacitásában; az előkészületek már zajlanak, a tényleges építkezések a hatósági engedélyek után indulnak. Ez is mutatja, hogy Kína elkötelezett a nukleáris energia mellett, mint a tiszta energiaellátás egyik alappillére.

Iparági kilátások: optimizmus és befektetések

Az iparág vezetői egészséges, optimista képet festenek a nukleáris szektorról: az Egyesült Államokban (például TerraPower és X-energy) aktív projektek zajlanak, Lengyelországban új partnerségek születnek, és nő a magánbefektetés a fejlett nukleáris üzemanyaggyártásban. Emellett egyre nagyobb várakozás övezi, hogy a Világbank hamarosan megváltoztathatja politikáját, és lehetővé teheti a nukleáris projektek finanszírozását, ami további globális beruházásokat indíthat el a szektorban.

További információk:

• world-nuclear-news.org
• nucnet.org
• iaea.org
• ans.org
• energy.gov

@ e3ba5e1a:5e433365

Prelude

I wrote this post differently than any of my others. It started with a discussion with AI on an OPSec-inspired review of separation of powers, and evolved into quite an exciting debate! I asked Grok to write up a summary in my overall writing style, which it got pretty well. I've decided to post it exactly as-is. Ultimately, I think there are two solid ideas driving my stance here:

1. Perfect is the enemy of the good
2. Failure is the crucible of success

Beyond that, just some hard-core belief in freedom, separation of powers, and operating from self-interest.

Intro

Alright, buckle up. I’ve been chewing on this idea for a while, and it’s time to spit it out. Let’s look at the U.S. government like I’d look at a codebase under a cybersecurity audit—OPSEC style, no fluff. Forget the endless debates about what politicians should do. That’s noise. I want to talk about what they can do, the raw powers baked into the system, and why we should stop pretending those powers are sacred. If there’s a hole, either patch it or exploit it. No half-measures. And yeah, I’m okay if the whole thing crashes a bit—failure’s a feature, not a bug.

The Filibuster: A Security Rule with No Teeth

You ever see a firewall rule that’s more theater than protection? That’s the Senate filibuster. Everyone acts like it’s this untouchable guardian of democracy, but here’s the deal: a simple majority can torch it any day. It’s not a law; it’s a Senate preference, like choosing tabs over spaces. When people call killing it the “nuclear option,” I roll my eyes. Nuclear? It’s a button labeled “press me.” If a party wants it gone, they’ll do it. So why the dance?

I say stop playing games. Get rid of the filibuster. If you’re one of those folks who thinks it’s the only thing saving us from tyranny, fine—push for a constitutional amendment to lock it in. That’s a real patch, not a Post-it note. Until then, it’s just a vulnerability begging to be exploited. Every time a party threatens to nuke it, they’re admitting it’s not essential. So let’s stop pretending and move on.

Supreme Court Packing: Because Nine’s Just a Number

Here’s another fun one: the Supreme Court. Nine justices, right? Sounds official. Except it’s not. The Constitution doesn’t say nine—it’s silent on the number. Congress could pass a law tomorrow to make it 15, 20, or 42 (hitchhiker’s reference, anyone?). Packing the court is always on the table, and both sides know it. It’s like a root exploit just sitting there, waiting for someone to log in.

So why not call the bluff? If you’re in power—say, Trump’s back in the game—say, “I’m packing the court unless we amend the Constitution to fix it at nine.” Force the issue. No more shadowboxing. And honestly? The court’s got way too much power anyway. It’s not supposed to be a super-legislature, but here we are, with justices’ ideologies driving the bus. That’s a bug, not a feature. If the court weren’t such a kingmaker, packing it wouldn’t even matter. Maybe we should be talking about clipping its wings instead of just its size.

The Executive Should Go Full Klingon

Let’s talk presidents. I’m not saying they should wear Klingon armor and start shouting “Qapla’!”—though, let’s be real, that’d be awesome. I’m saying the executive should use every scrap of power the Constitution hands them. Enforce the laws you agree with, sideline the ones you don’t. If Congress doesn’t like it, they’ve got tools: pass new laws, override vetoes, or—here’s the big one—cut the budget. That’s not chaos; that’s the system working as designed.

Right now, the real problem isn’t the president overreaching; it’s the bureaucracy. It’s like a daemon running in the background, eating CPU and ignoring the user. The president’s supposed to be the one steering, but the administrative state’s got its own agenda. Let the executive flex, push the limits, and force Congress to check it. Norms? Pfft. The Constitution’s the spec sheet—stick to it.

Let the System Crash

Here’s where I get a little spicy: I’m totally fine if the government grinds to a halt. Deadlock isn’t a disaster; it’s a feature. If the branches can’t agree, let the president veto, let Congress starve the budget, let enforcement stall. Don’t tell me about “essential services.” Nothing’s so critical it can’t take a breather. Shutdowns force everyone to the table—debate, compromise, or expose who’s dropping the ball. If the public loses trust? Good. They’ll vote out the clowns or live with the circus they elected.

Think of it like a server crash. Sometimes you need a hard reboot to clear the cruft. If voters keep picking the same bad admins, well, the country gets what it deserves. Failure’s the best teacher—way better than limping along on autopilot.

States Are the Real MVPs

If the feds fumble, states step up. Right now, states act like junior devs waiting for the lead engineer to sign off. Why? Federal money. It’s a leash, and it’s tight. Cut that cash, and states will remember they’re autonomous. Some will shine, others will tank—looking at you, California. And I’m okay with that. Let people flee to better-run states. No bailouts, no excuses. States are like competing startups: the good ones thrive, the bad ones pivot or die.

Could it get uneven? Sure. Some states might turn into sci-fi utopias while others look like a post-apocalyptic vidya game. That’s the point—competition sorts it out. Citizens can move, markets adjust, and failure’s a signal to fix your act.

Chaos Isn’t the Enemy

Yeah, this sounds messy. States ignoring federal law, external threats poking at our seams, maybe even a constitutional crisis. I’m not scared. The Supreme Court’s there to referee interstate fights, and Congress sets the rules for state-to-state play. But if it all falls apart? Still cool. States can sort it without a babysitter—it’ll be ugly, but freedom’s worth it. External enemies? They’ll either unify us or break us. If we can’t rally, we don’t deserve the win.

Centralizing power to avoid this is like rewriting your app in a single thread to prevent race conditions—sure, it’s simpler, but you’re begging for a deadlock. Decentralized chaos lets states experiment, lets people escape, lets markets breathe. States competing to cut regulations to attract businesses? That’s a race to the bottom for red tape, but a race to the top for innovation—workers might gripe, but they’ll push back, and the tension’s healthy. Bring it—let the cage match play out. The Constitution’s checks are enough if we stop coddling the system.

Why This Matters

I’m not pitching a utopia. I’m pitching a stress test. The U.S. isn’t a fragile porcelain doll; it’s a rugged piece of hardware built to take some hits. Let it fail a little—filibuster, court, feds, whatever. Patch the holes with amendments if you want, or lean into the grind. Either way, stop fearing the crash. It’s how we debug the republic.

So, what’s your take? Ready to let the system rumble, or got a better way to secure the code? Hit me up—I’m all ears.

@ cae03c48:2a7d6671

Bitcoin Magazine

Saifedean Ammous: “Nothing Stops This Train” – Tether, Bitcoin, and the Endgame for the Dollar

Saifedean Ammous, CEO of Saifedean.com and author of The Bitcoin Standard, delivered a data-driven keynote at the Bitcoin 2025 Conference, warning of inevitable U.S. dollar decline and positioning Bitcoin as the only rational hedge. “Default, devaluation, or default by devaluation are inevitable,” Ammous declared, adding pointedly, “Tether can’t fix what a century of fiat democracy ruined.”

Using projections and flow charts, Ammous argued that Tether’s Bitcoin strategy could soon outpace its U.S. dollar reserves. “Then Tether will break the peg upwards,” he said, predicting a scenario where 1 USDT could equal 1.02 USD and continue revaluing as the dollar weakens. “Tether becomes a relatively stablecoin as the dollar declines.”

The talk emphasized what Ammous described as a self-reinforcing loop: as USDT demand rises, so does Tether’s need for BTC reserves, which drives up Bitcoin prices—leading to even more revaluation. “This is a significant impact on the market,” he said. “Buying bitcoin is the smartest thing anybody could do.”

In a final sweeping statement, Ammous forecasted the end of the USD era. “Eventually, USD reserves go to zero next to BTC reserves,” he said. “USDT keeps getting revalued upward until it is redeemable in bitcoin. USDT → BTCT.” He called Tether a “transition monetary system” and concluded, “Even the most bullish scenario for USD is much more bullish for BTC.” 

To Ammous, the dollar is locked in a downward spiral while Bitcoin, with its “number go up technology,” continues rising. “The thing that goes up is going to overtake the thing that goes down,” he said—summarizing his entire argument in one sentence.

This post Saifedean Ammous: “Nothing Stops This Train” – Tether, Bitcoin, and the Endgame for the Dollar first appeared on Bitcoin Magazine and is written by Jenna Montgomery.

@ 91bea5cd:1df4451c

Básico

bash lsblk # Lista todos os diretorios montados.

Para criar o sistema de arquivos:

bash mkfs.btrfs -L "ThePool" -f /dev/sdx

Criando um subvolume:

bash btrfs subvolume create SubVol

Montando Sistema de Arquivos:

bash mount -o compress=zlib,subvol=SubVol,autodefrag /dev/sdx /mnt

Lista os discos formatados no diretório:

bash btrfs filesystem show /mnt

Adiciona novo disco ao subvolume:

bash btrfs device add -f /dev/sdy /mnt

Lista novamente os discos do subvolume:

bash btrfs filesystem show /mnt

Exibe uso dos discos do subvolume:

bash btrfs filesystem df /mnt

Balancea os dados entre os discos sobre raid1:

bash btrfs filesystem balance start -dconvert=raid1 -mconvert=raid1 /mnt

Scrub é uma passagem por todos os dados e metadados do sistema de arquivos e verifica as somas de verificação. Se uma cópia válida estiver disponível (perfis de grupo de blocos replicados), a danificada será reparada. Todas as cópias dos perfis replicados são validadas.

iniciar o processo de depuração :

bash btrfs scrub start /mnt

ver o status do processo de depuração Btrfs em execução:

bash btrfs scrub status /mnt

ver o status do scrub Btrfs para cada um dos dispositivos

bash btrfs scrub status -d / data btrfs scrub cancel / data

Para retomar o processo de depuração do Btrfs que você cancelou ou pausou:

btrfs scrub resume / data

Listando os subvolumes:

bash btrfs subvolume list /Reports

Criando um instantâneo dos subvolumes:

Aqui, estamos criando um instantâneo de leitura e gravação chamado snap de marketing do subvolume de marketing.

bash btrfs subvolume snapshot /Reports/marketing /Reports/marketing-snap

Além disso, você pode criar um instantâneo somente leitura usando o sinalizador -r conforme mostrado. O marketing-rosnap é um instantâneo somente leitura do subvolume de marketing

bash btrfs subvolume snapshot -r /Reports/marketing /Reports/marketing-rosnap

Forçar a sincronização do sistema de arquivos usando o utilitário 'sync'

Para forçar a sincronização do sistema de arquivos, invoque a opção de sincronização conforme mostrado. Observe que o sistema de arquivos já deve estar montado para que o processo de sincronização continue com sucesso.

bash btrfs filsystem sync /Reports

Para excluir o dispositivo do sistema de arquivos, use o comando device delete conforme mostrado.

bash btrfs device delete /dev/sdc /Reports

Para sondar o status de um scrub, use o comando scrub status com a opção -dR .

bash btrfs scrub status -dR / Relatórios

Para cancelar a execução do scrub, use o comando scrub cancel .

bash $ sudo btrfs scrub cancel / Reports

Para retomar ou continuar com uma depuração interrompida anteriormente, execute o comando de cancelamento de depuração

bash sudo btrfs scrub resume /Reports

mostra o uso do dispositivo de armazenamento:

btrfs filesystem usage /data

Para distribuir os dados, metadados e dados do sistema em todos os dispositivos de armazenamento do RAID (incluindo o dispositivo de armazenamento recém-adicionado) montados no diretório /data , execute o seguinte comando:

sudo btrfs balance start --full-balance /data

Pode demorar um pouco para espalhar os dados, metadados e dados do sistema em todos os dispositivos de armazenamento do RAID se ele contiver muitos dados.

Opções importantes de montagem Btrfs

Nesta seção, vou explicar algumas das importantes opções de montagem do Btrfs. Então vamos começar.

As opções de montagem Btrfs mais importantes são:

**1. acl e noacl

**ACL gerencia permissões de usuários e grupos para os arquivos/diretórios do sistema de arquivos Btrfs.

A opção de montagem acl Btrfs habilita ACL. Para desabilitar a ACL, você pode usar a opção de montagem noacl .

Por padrão, a ACL está habilitada. Portanto, o sistema de arquivos Btrfs usa a opção de montagem acl por padrão.

**2. autodefrag e noautodefrag

**Desfragmentar um sistema de arquivos Btrfs melhorará o desempenho do sistema de arquivos reduzindo a fragmentação de dados.

A opção de montagem autodefrag permite a desfragmentação automática do sistema de arquivos Btrfs.

A opção de montagem noautodefrag desativa a desfragmentação automática do sistema de arquivos Btrfs.

Por padrão, a desfragmentação automática está desabilitada. Portanto, o sistema de arquivos Btrfs usa a opção de montagem noautodefrag por padrão.

**3. compactar e compactar-forçar

**Controla a compactação de dados no nível do sistema de arquivos do sistema de arquivos Btrfs.

A opção compactar compacta apenas os arquivos que valem a pena compactar (se compactar o arquivo economizar espaço em disco).

A opção compress-force compacta todos os arquivos do sistema de arquivos Btrfs, mesmo que a compactação do arquivo aumente seu tamanho.

O sistema de arquivos Btrfs suporta muitos algoritmos de compactação e cada um dos algoritmos de compactação possui diferentes níveis de compactação.

Os algoritmos de compactação suportados pelo Btrfs são: lzo , zlib (nível 1 a 9) e zstd (nível 1 a 15).

Você pode especificar qual algoritmo de compactação usar para o sistema de arquivos Btrfs com uma das seguintes opções de montagem:

• compress=algoritmo:nível
• compress-force=algoritmo:nível

Para obter mais informações, consulte meu artigo Como habilitar a compactação do sistema de arquivos Btrfs .

**4. subvol e subvolid

**Estas opções de montagem são usadas para montar separadamente um subvolume específico de um sistema de arquivos Btrfs.

A opção de montagem subvol é usada para montar o subvolume de um sistema de arquivos Btrfs usando seu caminho relativo.

A opção de montagem subvolid é usada para montar o subvolume de um sistema de arquivos Btrfs usando o ID do subvolume.

Para obter mais informações, consulte meu artigo Como criar e montar subvolumes Btrfs .

**5. dispositivo

A opção de montagem de dispositivo** é usada no sistema de arquivos Btrfs de vários dispositivos ou RAID Btrfs.

Em alguns casos, o sistema operacional pode falhar ao detectar os dispositivos de armazenamento usados em um sistema de arquivos Btrfs de vários dispositivos ou RAID Btrfs. Nesses casos, você pode usar a opção de montagem do dispositivo para especificar os dispositivos que deseja usar para o sistema de arquivos de vários dispositivos Btrfs ou RAID.

Você pode usar a opção de montagem de dispositivo várias vezes para carregar diferentes dispositivos de armazenamento para o sistema de arquivos de vários dispositivos Btrfs ou RAID.

Você pode usar o nome do dispositivo (ou seja, sdb , sdc ) ou UUID , UUID_SUB ou PARTUUID do dispositivo de armazenamento com a opção de montagem do dispositivo para identificar o dispositivo de armazenamento.

Por exemplo,

• dispositivo=/dev/sdb
• dispositivo=/dev/sdb,dispositivo=/dev/sdc
• dispositivo=UUID_SUB=490a263d-eb9a-4558-931e-998d4d080c5d
• device=UUID_SUB=490a263d-eb9a-4558-931e-998d4d080c5d,device=UUID_SUB=f7ce4875-0874-436a-b47d-3edef66d3424

**6. degraded

A opção de montagem degradada** permite que um RAID Btrfs seja montado com menos dispositivos de armazenamento do que o perfil RAID requer.

Por exemplo, o perfil raid1 requer a presença de 2 dispositivos de armazenamento. Se um dos dispositivos de armazenamento não estiver disponível em qualquer caso, você usa a opção de montagem degradada para montar o RAID mesmo que 1 de 2 dispositivos de armazenamento esteja disponível.

**7. commit

A opção commit** mount é usada para definir o intervalo (em segundos) dentro do qual os dados serão gravados no dispositivo de armazenamento.

O padrão é definido como 30 segundos.

Para definir o intervalo de confirmação para 15 segundos, você pode usar a opção de montagem commit=15 (digamos).

**8. ssd e nossd

A opção de montagem ssd** informa ao sistema de arquivos Btrfs que o sistema de arquivos está usando um dispositivo de armazenamento SSD, e o sistema de arquivos Btrfs faz a otimização SSD necessária.

A opção de montagem nossd desativa a otimização do SSD.

O sistema de arquivos Btrfs detecta automaticamente se um SSD é usado para o sistema de arquivos Btrfs. Se um SSD for usado, a opção de montagem de SSD será habilitada. Caso contrário, a opção de montagem nossd é habilitada.

**9. ssd_spread e nossd_spread

A opção de montagem ssd_spread** tenta alocar grandes blocos contínuos de espaço não utilizado do SSD. Esse recurso melhora o desempenho de SSDs de baixo custo (baratos).

A opção de montagem nossd_spread desativa o recurso ssd_spread .

O sistema de arquivos Btrfs detecta automaticamente se um SSD é usado para o sistema de arquivos Btrfs. Se um SSD for usado, a opção de montagem ssd_spread será habilitada. Caso contrário, a opção de montagem nossd_spread é habilitada.

**10. descarte e nodiscard

Se você estiver usando um SSD que suporte TRIM enfileirado assíncrono (SATA rev3.1), a opção de montagem de descarte** permitirá o descarte de blocos de arquivos liberados. Isso melhorará o desempenho do SSD.

Se o SSD não suportar TRIM enfileirado assíncrono, a opção de montagem de descarte prejudicará o desempenho do SSD. Nesse caso, a opção de montagem nodiscard deve ser usada.

Por padrão, a opção de montagem nodiscard é usada.

**11. norecovery

Se a opção de montagem norecovery** for usada, o sistema de arquivos Btrfs não tentará executar a operação de recuperação de dados no momento da montagem.

**12. usebackuproot e nousebackuproot

Se a opção de montagem usebackuproot for usada, o sistema de arquivos Btrfs tentará recuperar qualquer raiz de árvore ruim/corrompida no momento da montagem. O sistema de arquivos Btrfs pode armazenar várias raízes de árvore no sistema de arquivos. A opção de montagem usebackuproot** procurará uma boa raiz de árvore e usará a primeira boa que encontrar.

A opção de montagem nousebackuproot não verificará ou recuperará raízes de árvore inválidas/corrompidas no momento da montagem. Este é o comportamento padrão do sistema de arquivos Btrfs.

**13. space_cache, space_cache=version, nospace_cache e clear_cache

A opção de montagem space_cache** é usada para controlar o cache de espaço livre. O cache de espaço livre é usado para melhorar o desempenho da leitura do espaço livre do grupo de blocos do sistema de arquivos Btrfs na memória (RAM).

O sistema de arquivos Btrfs suporta 2 versões do cache de espaço livre: v1 (padrão) e v2

O mecanismo de cache de espaço livre v2 melhora o desempenho de sistemas de arquivos grandes (tamanho de vários terabytes).

Você pode usar a opção de montagem space_cache=v1 para definir a v1 do cache de espaço livre e a opção de montagem space_cache=v2 para definir a v2 do cache de espaço livre.

A opção de montagem clear_cache é usada para limpar o cache de espaço livre.

Quando o cache de espaço livre v2 é criado, o cache deve ser limpo para criar um cache de espaço livre v1 .

Portanto, para usar o cache de espaço livre v1 após a criação do cache de espaço livre v2 , as opções de montagem clear_cache e space_cache=v1 devem ser combinadas: clear_cache,space_cache=v1

A opção de montagem nospace_cache é usada para desabilitar o cache de espaço livre.

Para desabilitar o cache de espaço livre após a criação do cache v1 ou v2 , as opções de montagem nospace_cache e clear_cache devem ser combinadas: clear_cache,nosapce_cache

**14. skip_balance

Por padrão, a operação de balanceamento interrompida/pausada de um sistema de arquivos Btrfs de vários dispositivos ou RAID Btrfs será retomada automaticamente assim que o sistema de arquivos Btrfs for montado. Para desabilitar a retomada automática da operação de equilíbrio interrompido/pausado em um sistema de arquivos Btrfs de vários dispositivos ou RAID Btrfs, você pode usar a opção de montagem skip_balance .**

**15. datacow e nodatacow

A opção datacow** mount habilita o recurso Copy-on-Write (CoW) do sistema de arquivos Btrfs. É o comportamento padrão.

Se você deseja desabilitar o recurso Copy-on-Write (CoW) do sistema de arquivos Btrfs para os arquivos recém-criados, monte o sistema de arquivos Btrfs com a opção de montagem nodatacow .

**16. datasum e nodatasum

A opção datasum** mount habilita a soma de verificação de dados para arquivos recém-criados do sistema de arquivos Btrfs. Este é o comportamento padrão.

Se você não quiser que o sistema de arquivos Btrfs faça a soma de verificação dos dados dos arquivos recém-criados, monte o sistema de arquivos Btrfs com a opção de montagem nodatasum .

Perfis Btrfs

Um perfil Btrfs é usado para informar ao sistema de arquivos Btrfs quantas cópias dos dados/metadados devem ser mantidas e quais níveis de RAID devem ser usados para os dados/metadados. O sistema de arquivos Btrfs contém muitos perfis. Entendê-los o ajudará a configurar um RAID Btrfs da maneira que você deseja.

Os perfis Btrfs disponíveis são os seguintes:

single : Se o perfil único for usado para os dados/metadados, apenas uma cópia dos dados/metadados será armazenada no sistema de arquivos, mesmo se você adicionar vários dispositivos de armazenamento ao sistema de arquivos. Assim, 100% do espaço em disco de cada um dos dispositivos de armazenamento adicionados ao sistema de arquivos pode ser utilizado.

dup : Se o perfil dup for usado para os dados/metadados, cada um dos dispositivos de armazenamento adicionados ao sistema de arquivos manterá duas cópias dos dados/metadados. Assim, 50% do espaço em disco de cada um dos dispositivos de armazenamento adicionados ao sistema de arquivos pode ser utilizado.

raid0 : No perfil raid0 , os dados/metadados serão divididos igualmente em todos os dispositivos de armazenamento adicionados ao sistema de arquivos. Nesta configuração, não haverá dados/metadados redundantes (duplicados). Assim, 100% do espaço em disco de cada um dos dispositivos de armazenamento adicionados ao sistema de arquivos pode ser usado. Se, em qualquer caso, um dos dispositivos de armazenamento falhar, todo o sistema de arquivos será corrompido. Você precisará de pelo menos dois dispositivos de armazenamento para configurar o sistema de arquivos Btrfs no perfil raid0 .

raid1 : No perfil raid1 , duas cópias dos dados/metadados serão armazenadas nos dispositivos de armazenamento adicionados ao sistema de arquivos. Nesta configuração, a matriz RAID pode sobreviver a uma falha de unidade. Mas você pode usar apenas 50% do espaço total em disco. Você precisará de pelo menos dois dispositivos de armazenamento para configurar o sistema de arquivos Btrfs no perfil raid1 .

raid1c3 : No perfil raid1c3 , três cópias dos dados/metadados serão armazenadas nos dispositivos de armazenamento adicionados ao sistema de arquivos. Nesta configuração, a matriz RAID pode sobreviver a duas falhas de unidade, mas você pode usar apenas 33% do espaço total em disco. Você precisará de pelo menos três dispositivos de armazenamento para configurar o sistema de arquivos Btrfs no perfil raid1c3 .

raid1c4 : No perfil raid1c4 , quatro cópias dos dados/metadados serão armazenadas nos dispositivos de armazenamento adicionados ao sistema de arquivos. Nesta configuração, a matriz RAID pode sobreviver a três falhas de unidade, mas você pode usar apenas 25% do espaço total em disco. Você precisará de pelo menos quatro dispositivos de armazenamento para configurar o sistema de arquivos Btrfs no perfil raid1c4 .

raid10 : No perfil raid10 , duas cópias dos dados/metadados serão armazenadas nos dispositivos de armazenamento adicionados ao sistema de arquivos, como no perfil raid1 . Além disso, os dados/metadados serão divididos entre os dispositivos de armazenamento, como no perfil raid0 .

O perfil raid10 é um híbrido dos perfis raid1 e raid0 . Alguns dos dispositivos de armazenamento formam arrays raid1 e alguns desses arrays raid1 são usados para formar um array raid0 . Em uma configuração raid10 , o sistema de arquivos pode sobreviver a uma única falha de unidade em cada uma das matrizes raid1 .

Você pode usar 50% do espaço total em disco na configuração raid10 . Você precisará de pelo menos quatro dispositivos de armazenamento para configurar o sistema de arquivos Btrfs no perfil raid10 .

raid5 : No perfil raid5 , uma cópia dos dados/metadados será dividida entre os dispositivos de armazenamento. Uma única paridade será calculada e distribuída entre os dispositivos de armazenamento do array RAID.

Em uma configuração raid5 , o sistema de arquivos pode sobreviver a uma única falha de unidade. Se uma unidade falhar, você pode adicionar uma nova unidade ao sistema de arquivos e os dados perdidos serão calculados a partir da paridade distribuída das unidades em execução.

Você pode usar 1 00x(N-1)/N % do total de espaços em disco na configuração raid5 . Aqui, N é o número de dispositivos de armazenamento adicionados ao sistema de arquivos. Você precisará de pelo menos três dispositivos de armazenamento para configurar o sistema de arquivos Btrfs no perfil raid5 .

raid6 : No perfil raid6 , uma cópia dos dados/metadados será dividida entre os dispositivos de armazenamento. Duas paridades serão calculadas e distribuídas entre os dispositivos de armazenamento do array RAID.

Em uma configuração raid6 , o sistema de arquivos pode sobreviver a duas falhas de unidade ao mesmo tempo. Se uma unidade falhar, você poderá adicionar uma nova unidade ao sistema de arquivos e os dados perdidos serão calculados a partir das duas paridades distribuídas das unidades em execução.

Você pode usar 100x(N-2)/N % do espaço total em disco na configuração raid6 . Aqui, N é o número de dispositivos de armazenamento adicionados ao sistema de arquivos. Você precisará de pelo menos quatro dispositivos de armazenamento para configurar o sistema de arquivos Btrfs no perfil raid6 .

@ 6c05c73e:c4356f17

Assim como a grande maioria dos brasileiros, eu não comecei um negócio porque "queria empreender". Muito pelo contrário, eu precisava para poder pagar as contas e manter o básico.

Então, vamos explorar essa pequena história e ver onde chegamos hoje.

Festas, Open Bar e Camisas

Meu primeiro negócio foi, na verdade, um combo. Eu tinha saído do último emprego e gostava muito de festas. Então, comecei a organizar uma festa mensalmente na casa do meu pai. Eu pagava a água, a energia e dava uma grana para ele. Em troca, organizava festas de sábado para domingo com open bar.

A fórmula era simples: criava um evento da festa no Facebook, convidava todo mundo que eu conhecia, panfletava na cidade e espalhava cartazes nos pontos de ônibus sobre a festa. E, para fechar com chave de ouro, mulher era VIP até as 20h. Consequência? Os caras vinham e pagavam o ingresso deles e o delas. Kkkkk. E a festa sempre lotava!

Comecei a notar que a galera se vestia mal. E pensei: "Por que não vestir eles?".

Pimba! Comecei a desenhar e confeccionar camisas para vender nas festas. E, pimba de novo! Vendeu tudo! Fiz duas coleções e mais algumas festas, até o dia em que um menino deu PT de tanto beber e decidi que era hora de tentar outra coisa.

Como Assim, a Apple Não Vai Mais Vender os Carregadores?

Isso foi durante a pandemia. A Apple decidiu vender o telefone e o cabo, e "que você se vire com a fonte". Estava difícil achar dinheiro no mercado naqueles tempos, e eu pensei: "Vou pesquisar no Google Trends e validar a ideia". Bingo! Tinha mais de 80 pontos de busca. Fui correndo para São Paulo, no Brás, e comprei, literalmente, todo o meu dinheiro em cabo de iPhone, carregador e bateria portátil.

Fiquei com R$ 100 na conta, só para fazer um lanche e pagar o Uber para voltar para casa. Chegando aqui, tirei fotos e fiz várias copys. Anunciei no OLX, Mercado Livre e Facebook. Impulsionei os anúncios no OLX, vendi para familiares e amigos, e vendia até para quem estava na rua. Fiz entrega de bike, a pé, de ônibus, e é isso mesmo, tem que ralar! Para queimar o resto da mercadoria, deixei em consignado em uma loja de eletrônicos. E, hora da próxima ideia.

Mulheres, Doces e TPM

Meu penúltimo negócio veio depois dos cabos. Eu pesquisei na internet negócios online para começar com pouca grana. (Depois que paguei as contas do dia a dia, sobraram R$ 3 mil). E achei uma pesquisa mostrando que doces tinham baixa barreira de entrada e exigiam poucos equipamentos. Eu trabalhei em restaurante por muitos anos e sabia como lucrar com aquilo. Além disso, mulheres consomem mais doce em uma certa época do mês.

Não deu outra, convidei duas pessoas para serem sócias. Desenvolvemos os produtos, fotografamos e fizemos as copys. Em seguida, precisávamos vender. Então, lá vamos nós de novo: iFood, WhatsApp, 99Food (na época), Uber Eats (na época), Elo7, famílias e amigos e, por fim, começamos a vender consignado em alguns restaurantes e lojas.

Foi uma época em que aprendi a prospectar clientes de todas as maneiras possíveis. De novo, minha maior dificuldade era a locomoção para fazer as entregas. Só tinha uma bike, mas entregávamos. Os primeiros três meses foram difíceis demais, mas rolou. No fim, nossas maiores vendas vinham do iFood, encomendas de festas e consignados.

Mas, como nem tudo são flores, meus dois sócios tomaram outros caminhos e abandonaram o projeto. Galera, está tudo bem com isso. Isso acontece o tempo todo. A vida muda e temos que aprender a aceitar isso. Vida que segue, fui para frente de novo.

Sobre Paixões, Paciência e Acreditar

Estava eu comemorando meu aniversário de 30 anos, num misto de realizações e pouca realização. Como assim? Sabe quando você faz um monte de coisas, mas ainda assim não sente que é aquilo? Pois então... Eu amo investimentos, livros, escrever e sempre curti trocar ideia com amigos e família sobre como se desenvolver.

Desde que comecei a usar a internet, eu criei: canal no YouTube, páginas no Instagram e Facebook, Pinterest, Steemit, blog e até canal no Telegram. Mas nunca tinha sido consistente, sabe? Tipo assim, vou fazer isso por um ano e plantar 100 sementes aqui. Enfim, inconsistência te derruba, meu amigo...

Eu voltei a trabalhar com restaurantes e estava doido para mudar de área. Estava exausto de trabalhar e meu WhatsApp não parava de tocar. Fui estudar ADM e Desenvolvimento de Sistemas no Senac. Dois anos depois, me formei, consegui um trabalho e comecei a pensar em como criar um negócio online, escalável e multilíngue.

Passei os próximos sete meses desenhando e pensando como. Mas tinha que dar o primeiro passo. Criei um site e fui escrevendo textos. Os primeiros 30 foram "aquilo", os próximos 10 melhoraram muito e os 10 seguintes me deixaram bem satisfeito. Hoje, tenho o negócio que estava na minha cabeça desde 2023. Mas olha o tamanho da volta que o universo me fez dar e aprender para chegar aqui hoje! Dicas? Só 3:

• Continua, lá na frente tudo vai fazer sentido.
• Presta mais atenção ao que a sua voz interior diz (intuição).
• Confia em si mesmo e faz sem medo de errar. Porque, adivinha? Você vai errar! Mas vai aprender e melhorar. Tem que persistir...

Só para simplificar, meu negócio é um blog com AdSense (parece arcaico, mas funciona). Por hoje é isso. E, se quiserem trocar ideias e se conectar, tamo junto!

@ 57c631a3:07529a8e

What is Growth Engineering? Before we start: if you’ve already filled out the What is your tech stack? survey: thank you! If you’ve not done so, your help will be greatly appreciated. It takes 5-15 minutes to complete. Those filling out will receive results before anyone else, and additional analysis from myself and Elin. Fill out this survey here.**

Fill out the survey

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Growth engineering was barely known a decade ago, but today, most scaleups and many publicly traded tech companies have dedicated growth teams staffed by growth engineers. However, some software engineers are still suspicious of this new area because of its reputation for hacky code with little to no code coverage.

For this reason and others, I thought it would be interesting to learn more from an expert who can tell us all about the practicalities of this controversial domain. So I turned to Alexey Komissarouk, who’s been in growth engineering since 2016, and was in charge of it at online education platform, MasterClass. These days, Alexey lives in Tokyo, Japan, where he advises on growth engineering and teaches the Growth Engineering course at Reforge.

In today’s deep dive, Alexey covers:

1. What is Growth Engineering? In the simplest terms: writing code to help a company make more money. But there are details to consider: like the company size where it makes sense to have a dedicated team do this.
2. What do Growth Engineers work on? Business-facing work, empowerment and platform work are the main areas.
3. Why Growth Engineers move faster than Product Engineers. Product Engineers ship to build: Growth Engineers ship to learn. Growth Engineers do take shortcuts that would make no sense when building for longevity – doing this on purpose.
4. Tech stack. Common programming languages, monitoring and oncall, feature flags and experimentation, product analytics, review apps, and more.
5. What makes a good Growth Engineer? Curiosity, “build to learn” mindset and a “Jack of all trades” approach.
6. Where do Growth Engineers fit in? Usually part of the engineering department, either operating as with an “owner” or a “hitchiker” model.
7. Becoming a Growth Engineer. A great area if you want to eventually become a founder or product manager – but even if not, it can accelerate your career growth. Working in Growth forces you to learn more about the business.

With that, it’s over to Alexey:

I’ll never forget the first time I made my employer a million dollars.

I was running a push notification A/B test for meal delivery startup Sprig, trying to boost repeat orders.

A push notification similar to what we tested to boost repeat orders

Initial results were unpromising; the push notification was not receiving many opens. Still, I wanted to be thorough: before concluding the idea was a failure, I wrote a SQL query to compare order volume for subsequent weeks between customers in test vs control.

The SQL used to figure out the push notification’s efficiency

As it turned out, our test group “beat” the control group by around 10%:

‘review_5_push’ was the new type of push notification. Roughly the same amount of users clicked it, but they placed 10% more in orders

I plugged the numbers into a significance calculator, which showed it was statistically significant – or “stat-sig” – and therefore highly unlikely to be a coincidence. This meant we had a winner on our hands! But how meaningful was it, really, and what would adding the push notification mean for revenue, if rolled out to 100% of users?

It turned out this experiment created an additional $1.5 million dollars, annually, with just one push notification. Wow!

I was hooked. Since that day, I've shipped hundreds of experimental “winners” which generated hundreds of millions of incremental revenue for my employers. But you never forget the first one. Moments like this is what growth engineering is all about.

1. What is Growth Engineering?

Essentially, growth engineering is the writing of code to make a company money. Of course, all code produced by a business on some level serves this purpose, but while Product Engineers focus on creating a Product worth paying for, Growth Engineers instead focus on making that good product have a good business. To this end, they focus on optimizing and refining key parts of the customer journey, such as:

• Getting more people to consider the product
• Converting them into paying customers
• Keeping them as customers for longer, and spending more

What kinds of companies employ Growth Engineers? Places you’ve heard of, like Meta, LinkedIn, DoorDash, Coinbase, and Dropbox, are some of the ones I’ve had students from. There’s also OpenAI, Uber, Tiktok, Tinder, Airbnb, Pinterest… the list of high-profile companies goes on. Most newer public consumer companies you’ve heard have a growth engineering org, too.

Typically, growth engineering orgs are started by companies at Series B stage and beyond, so long as they are selling to either consumers or businesses via SaaS. These are often places trying to grow extremely fast, and have enough software engineers that some can focus purely on growth. Before the Series B stage, a team is unlikely to be ready for growth for various reasons; likely that it hasn’t found product-market fit, or has no available headcount, or lacks the visitor traffic required to run A/B tests.

Cost is a consideration. A fully-loaded growth team consisting of a handful of engineers, a PM, and a designer costs approximately 1 million dollars annually. To justify this, a rule of thumb is to have at least $5 million dollars in recurring revenue – a milestone often achieved at around the Series B stage.

Despite the presence of growth engineering at many public consumer tech companies, the field itself is still quite new, as a discipline and as a proper title.

Brief history of growth engineering

When I joined Opendoor in 2016, there was a head of growth but no dedicated growth engineers, but there were by the time I left in 2020. At MasterClass soon after, there was a growth org and a dozen dedicated growth engineers. So when did growth engineering originate?

The story is that its origins lie at Facebook in 2007. The team was created by then-VP of platform and monetization Chamath Palihapitiya. Reforce founder and CEO Brian Balfour shares:

“Growth (the kind found on an org chart) began at Facebook under the direction of Chamath Palihapitiya. In 2007, he joined the early team in a nebulous role that fell somewhere between Product, Marketing, and Operations. According to his retelling of the story on Recode Decode, after struggling to accomplish anything meaningful in his first year on the job, he was on the verge of being fired.Sheryl Sandberg joined soon after him, and in a hail mary move he pitched her the game-changing idea that led to the creation of the first-ever growth team. This idea not only saved his job, but earned him the lion’s share of the credit for Facebook’s unprecedented growth.At the time, Sheryl and Mark asked him, “What do you call this thing where you help change the product, do some SEO and SEM, and algorithmically do this or that?”His response: “I don’t know, I just call that, like, Growth, you know, we’re going to try to grow. I’ll be the head of growing stuff."And just like that, Growth became a thing.”

Rather than focus on a particular product or feature, the growth team at Facebook focused on moving the needle, and figuring out which features to work on. These days, Meta employs hundreds if not thousands of growth engineers.

2. What do Growth Engineers work on?

Before we jump into concrete examples, let’s identify three primary focus areas that a growth engineer’s work usually involves.

• Business-facing work – improving the business directly
• Empowerment work – enabling other teams to improve the business
• Platform work – improving the velocity of the above activities

Let’s go through all three:

Business-facing work

This is the bread and butter of growth engineering, and follows a common pattern:

• Implement an idea. Try something big or small to try and move a key business metric, which differs by team but is typically related to conversion rate or retention.
• Quantify impact. Usually via A/B testing.
• Analyze impact. Await results, analyze impact, ship or roll back – then go back to the first step.

Experiments can lead to sweeping or barely noticeable changes. A famous “I can’t believe they needed to test this” was when Google figured out which shade of blue generates the most clicks. At MasterClass, we tested things across the spectrum:

• Small: should we show the price right on the homepage, was that a winner? Yes, but we framed it in monthly terms of $15/month, not $180/year.
• Medium: when browsing a course page, should we include related courses, or more details about the course itself? Was it a winner? After lengthy experimentation, it was hard to tell: both are valuable and we needed to strike the right balance.
• Large: when a potential customer is interested, do we take them straight to checkout, or encourage them to learn more? Counterintuitively, adding steps boosted conversion!

Empowerment

One of the best ways an engineer can move a target metric is by removing themselves as a bottleneck, so colleagues from marketing can iterate and optimize freely. To this end, growth engineers can either build internal tools or integrate self-serve MarTech (Marketing Technology) vendors.

With the right tool, there’s a lot that marketers can do without engineering’s involvement:

• Build and iterate on landing pages (Unbounce, Instapage, etc)
• Draft and send email, SMS and Push Notifications (Iterable, Braze, Customer.io, etc)
• Connect new advertising partners (Google Tag Manager, Segment, etc)

We go more into detail about benefits and applications in the MarTech section of Tech Stack, below.

Platform work

As a business scales, dedicated platform teams help improve stability and velocity for the teams they support. Within growth, this often includes initiatives like:

• Experiment Platform. Many parts of running an experiment can be standardized, from filtering the audience, to bucketing users properly, to observing statistical methodology. Historically, companies built reusable Experiment Platforms in-house, but more recently, vendors such as Eppo and Statsig have grown in popularity with fancy statistical methodologies like “Controlled Using Pre-Experiment Data” (CUPED) that give more signal with less data.
• Reusable components. Companies with standard front-end components for things like headlines, buttons, and images, dramatically reduce the time required to spin up a new page. No more "did you want 5 or 6 pixels here" with a designer; instead growth engineers rely on tools like Storybook to standardize and share reusable React components.
• Monitoring. Growth engineering benefits greatly from leveraging monitoring to compensate for reduced code coverage. High-quality business metric monitoring tools can detect bugs before they cause damage.

When I worked at MasterClass, having monitoring at the ad layer prevented at least one six-figure incident. One Friday, a marketer accidentally broadened the audience for a particular ad from US-only, to worldwide. In response, the Facebook Ad algorithm went on a spending spree, bringing in plenty of visitors from places like Brazil and India, whom we knew from past experience were unlikely to purchase the product. Fortunately, our monitoring noticed the low-performing campaign within minutes, and an alert was sent to the growth engineer on-call, who immediately reached out to the marketer and confirmed the change was unintentional, and then shut down the campaign.

Without this monitoring, a subtle targeting error like this could have gone unnoticed all weekend and would have eaten up $100,000+ of marketing budget. This episode shows that platform investment can benefit everyone; and since growth needs them most, it’s often the growth platform engineering team which implements them.

As the day-to-day work of a Growth Engineer shows, A/B tests are a critical tool to both measure success and learn. It’s a numbers game: the more A/B tests a team can run in a given quarter, the more of them will end up winners, making the team successful. It’s no wonder, then, that Growth Engineering will pull out all the stops to improve velocity.

3. Why Growth Engineers move faster than Product Engineers

On the surface, growth engineering teams look like product engineering ones; writing code, shipping pull requests, monitoring on-call, etc. So how do they move so much faster? The big reason lies in philosophy and focus, not technology. To quote Elena Verna, head of growth at Dropbox:

“Product Engineering teams ship to build; Growth Engineering teams ship to learn.”

Real-world case: price changes at Masterclass

A few years ago at MasterClass, the growth team wanted to see if changing our pricing model to multiple tiers would improve revenue.

Inspired in part by multiple pricing tiers for competitors such as Netflix (above), Disney Plus, and Hulu.

The “multiple pricing tier” proposal for MasterClass.

From a software engineering perspective, this was a highly complex project because:

• Backend engineering work: the backend did not yet support multiple pricing options, requiring a decent amount of engineering, and rigorous testing to make sure existing customers weren’t affected.
• Client app changes: on the device side, multiple platforms (iOS, iPad, Android, Roku, Apple TV, etc) would each need to be updated, including each relevant app store.

The software engineering team estimated that becoming a “multi-pricing-tier” company would take months across numerous engineering teams, and engineering leadership was unwilling to greenlight that significant investment.

We in growth engineering took this as a challenge. As usual, our goal was not just to add the new pricing model, but to learn how much money it might bring in. The approach we ended up proposing was a Fake Door test, which involves offering a not-yet-available option to customers to gauge interest level. This was risky, as taking a customer who’s ready to pay and telling them to join some kind of waiting list is a colossal waste, and risks making them feel like the target of a “bait and switch” trick.

We found a way. The key insight was that people are only offended about a “bait and switch”, if the “switch” is worse than the “bait.” Telling customers they would pay $100 and then switching to $150 would cause a riot, but starting at $150 and then saying “just kidding, it’s only $100” is a pleasant surprise.

The good kind of surprise.

So long as every test “pricing tier” is less appealing – higher prices, fewer features – than the current offering, we could “upgrade” customers after their initial selection. A customer choosing the cheapest tier gets extra features at no extra cost, while a customer choosing a more expensive tier is offered a discount.

We created three new tiers, at different prices. The new “premium” tier would describe the existing, original offering. Regardless of what potential customers selected, they got this “original offering,” during the experiment.

The best thing about this was that no backend changes were required. There were no real, new, back-end pricing plans; everybody ended up purchasing the same version of MasterClass for the same price, with the same features. The entirety of the engineering work was on building a new pricing page, and the “congratulations, you’ve been upgraded” popup. This took just a few days.

Within a couple of weeks, we had enough data to be confident the financial upside of moving to a multi-pricing-tier model would be significant. With this, we’re able to convince the rest of engineering’s leadership to invest in building the feature properly. In the end, launching multiple pricing tiers turned out to be one of the biggest revenue wins of the year.

Building a skyscraper vs building a tent

The MasterClass example demonstrates the spirit of growth engineering; focusing on building to learn, instead of building to last. Consider building skyscrapers versus tents.

Building a tent optimizes for speed of set-up and tear-down over longevity. You don’t think of a tent as one that is shoddy or low-quality compared to skyscrapers: it’s not even the same category of buildings! Growth engineers maximize use of lightweight materials. To stick with the tents vs skyscraper metaphor: we prioritize lightweight fabric materials over steel and concrete whenever possible. We only resort to traditional building materials when there’s no other choice, or when a direction is confirmed as correct. Quality is important – after all, a tent must keep out rain and mosquitoes. However, the speed-vs-durability tradeoff decision results in very different approaches and outcomes.

4. Tech stack

At first glance, growth and product engineers use the same tooling, and contribute to the same codebases. But growth engineering tends to be high-velocity, experiment-heavy, and with limited test coverage. This means that certain “nice to have” tools for product engineering are mission-critical for growth engineers.

Read more https://connect-test.layer3.press/articles/ea02c1a1-7cfa-42b4-8722-0165abcae8bb

@ fd208ee8:0fd927c1

I just read this, and found it enlightening.

Jung... notes that intelligence can be seen as problem solving at an everyday level..., whereas creativity may represent problem solving for less common issues

Other studies have used metaphor creation as a creativity measure instead of divergent thinking and a spectrum of CHC components instead of just g and have found much higher relationships between creativity and intelligence than past studies

https://www.mdpi.com/2079-3200/3/3/59

I'm unusually intelligent (Who isn't?), but I'm much more creative, than intelligent, and I think that confuses people. The ability to apply intelligence, to solve completely novel problems, on the fly, is something IQ tests don't even claim to measure. They just claim a correlation.

Creativity requires taking wild, mental leaps out into nothingness; simply trusting that your brain will land you safely. And this is why I've been at the forefront of massive innovation, over and over, but never got rich off of it.

I'm a starving autist.

Zaps are the first time I've ever made money directly, for solving novel problems. Companies don't do this because there is a span of time between providing a solution and the solution being implemented, and the person building the implementation (or their boss) receives all the credit for the existence of the solution. At best, you can hope to get pawned off with a small bonus.

Nobody can remember who came up with the solution, originally, and that person might not even be there, anymore, and probably never filed a patent, and may have no idea that their idea has even been built. They just run across it, later, in a tech magazine or museum, and say, "Well, will you look at that! Someone actually went and built it! Isn't that nice!"

Universities at least had the idea of cementing novel solutions in academic papers, but that: 1) only works if you're an academic, and at a university, 2) is an incredibly slow process, not appropriate for a truly innovative field, 3) leads to manifestations of perverse incentives and biased research frameworks, coming from 'publish or perish' policies.

But I think long-form notes and zaps solve for this problem. #Alexandria, especially, is being built to cater to this long-suffering class of chronic underachievers. It leaves a written, public, time-stamped record of Clever Ideas We Have Had.

Because they are clever, the ideas. And we have had them.

@ 91117f2b:111207d6

In various contexts, including technology, governance, and economics, the debate between centralization and decentralization is ongoing.

Centralization:

1. Single authority: Decision-making power concentrated in one entity.
2. Efficient decision-making: Quick decisions, streamlined processes.
3. Security risks: Single point of failure, vulnerable to attacks.

Decentralization:

1. Distributed power: Decision-making authority spread across multiple entities.
2. Resilience: Reduced risk of single-point failure, increased security.
3. Complexity: Decision-making processes can be slower and more complex.

Applications:

1. Blockchain: Decentralized networks, like Bitcoin, prioritize security and transparency.
2. Governance: Decentralized systems, like democracy, distribute power among branches.
3. Technology: Centralized systems, like traditional databases, prioritize efficiency.

The Balance:

1. Hybrid models: Combining centralization and decentralization for optimal results.
2. Context-dependent: Choosing the right approach based on specific needs.

Decentralization is transforming industries and societies:

1. Blockchain and cryptocurrency: Secure, transparent transactions to all users.
2. Peer-to-peer networks: Direct connections, reduced intermediaries.
3. Decentralized governance: Community-driven decision-making.

Benefits:

1. Increased security: Reduced risk of single-point failure.
2. Enhanced transparency: Open decision-making processes.
3. Greater autonomy: Individuals have more control.

Challenges:

1. Scalability: Decentralized systems can be slower.
2. Regulation: Navigating legal frameworks.
3. Adoption: Overcoming resistance to change.

The Future:

1. Decentralized applications: Disrupting traditional industries.
2. Web3: A decentralized internet.

In other words, if you are looking for privacy when handling your networking, Decentralization is the best for you. 💯💯

@ f85b9c2c:d190bcff

Yakihonne has become a vibrant platform where millions of readers engage with content that’s both informative and inspirational. If you’re looking to boost your story stats, tapping into trending topics can significantly increase your visibility and engagement. Here are some topics that are currently making waves on yakihonne:

1.Sustainability and Climate Change

With global awareness on the rise, stories about sustainable practices, climate solutions, or the personal impact of climate change are compelling. You could write about innovative green technology, share personal stories of adapting to a sustainable lifestyle, or discuss policy changes and their effects. Make your narrative action-oriented by offering practical advice or showcasing successful initiatives.

2.Remote Work and Digital Nomadism The shift to remote work has opened discussions on productivity, work-life balance, and the digital nomad lifestyle. Share case studies of successful remote teams, tips for managing remote workspaces, or the pros and cons of being a digital nomad. Engage readers with personal anecdotes or interviews with those who've transformed their work lives through remote opportunities.

3.Mental Health and Well-being

Mental health remains a critical conversation, especially post-pandemic. Write about self-care practices, the intersection of technology and mental health, or the destigmatization efforts. Your stories could include personal experiences with mental health apps or interviews with therapists on new approaches to mental health.

4.Cryptocurrency and Blockchain

As digital currencies gain traction, there's a hunger for educational content. Explain concepts like DeFi, NFTs, or the environmental impact of Bitcoin mining. Beginners' guides, opinion pieces on the future of money, or case studies of blockchain in everyday transactions can captivate an audience eager to understand this complex field.

5.Health and Fitness

Health trends, from intermittent fasting to the latest in fitness tech, are always in demand. Create content that educates on new health research, provides workout routines, or discusses holistic health approaches. Personal transformation stories or expert interviews can add depth and credibility to your writing.

6.Personal Growth and Productivity

Readers love content that helps them grow personally or professionally. Write about habit formation, time management techniques, or philosophies like minimalism. Share your journey or those of others who've implemented changes leading to significant life improvements.

7.Travel and Cultural Exploration

Even as travel habits evolve, stories about unique destinations, cultural insights, or travel hacks continue to attract readers. Write about sustainable travel, cultural etiquette, or how to travel like a local. Personal travel diaries or collaborative stories with locals can offer authentic perspectives.

By focusing on these topics with a blend of personal insight, expert knowledge, and current trends, you'll not only boost your visibility on yakihonne but also contribute to the vibrant tapestry of stories that define this platform. Remember, while trends guide content creation, your unique voice and perspective are what will truly resonate with readers.

@ d191fd34:91b61845

Cybernoma: Universal Declaration of Natural and Cybernetic Rights

Preamble

We, individuals, independent and autonomous entities possessing consciousness and the ability to feel, recognize that we possess inherent and natural rights that are universal and inalienable. These rights are based on Natural Law and the principle of non-aggression, and must be protected to ensure freedom, justice, and prosperity for all. The discovery and construction of the digital territory through the Internet has transformed our world, creating new dimensions of interaction and communication that require additional protection of our natural rights. In this context, we declare the following natural and cybernetic rights:

Article 1: Right to Life, Liberty, and Security

Every individual has the right to life, liberty, and security of existence. These rights are inherent and cannot be suppressed by any authority.

Article 2: Private Property

Every individual has the right to own private property and enjoy the fruits of their labour and effort. Private property is a natural right that must be respected and protected. This includes both tangible and intangible assets, such as data, patents, and knowledge. Data generated by an individual is their property and may be transferred or sold only with their explicit consent.

Article 3: Non-Aggression

No individual or group may initiate force, fraud, coercion, or psychological manipulation against another. Aggression can be physical, psychological, material, or virtual. All individuals have the right to defend themselves against any form of aggression.

Article 4: Minimum Intervention

Authorities must intervene as little as possible in the economic and personal activities of individuals. State intervention must be limited to protecting natural rights and ensuring justice.

Article 5: Freedom of Expression and Information

Every individual has the right to freedom of opinion and expression, including the freedom to seek, receive, and impart information and ideas through any medium without restriction. Censorship is a violation of this natural right. Furthermore, every individual has the right to access public domain information and open-source code without any restrictions.

Article 6: Net Neutrality

The Internet must remain neutral, free from governmental or corporate interference that favors certain actors over others. All individuals have the right to access and participate in the network equitably.

Article 7: Decentralisation

The global network must be decentralised, with multiple points of control and no central authority that can impose unilateral rules. Decentralization is essential for protecting individual freedom and autonomy.

Article 8: Privacy

Every individual has the right to privacy, including control over their personal data and communications. No entity may collect, store, or use personal data without the explicit consent of the individual.

Article 9: Individual Autonomy

Individuals have the right and responsibility to make autonomous decisions about their lives, including their activities in the digital space. Individual autonomy is fundamental to the freedom and dignity of all conscious and sentient beings.

Article 10: Right to Resistance

Every individual has the right to resist any form of oppression or tyranny that violates their natural and cybernetic rights. Resistance may take various forms, including civil disobedience and armed defense when necessary.

Conclusion

These natural and cybernetic rights are universal and inalienable, and must be respected and protected by all authorities and entities. Any violation of these rights constitutes an aggression against freedom, justice, and dignity.

This Universal Declaration of Natural and Cybernetic Rights is inspired by fundamental documents that have defended freedom, justice, and individual rights throughout history. We recognize the legacy of the 1948 Universal Declaration of Human Rights, which established universal principles of dignity and rights for all conscious and sentient beings. We also align with the 1996 Declaration of the Independence of Cyberspace, which proclaimed the ideals of a free and open, decentralised, and neutral network. We find resonance in documents such as the Magna Carta and the 1789 Declaration of the Rights of Man and of the Citizen, which laid the foundations for protecting individual rights against abuses of power. These documentary precedents are part of a continuous effort to ensure that natural and cybernetic rights are respected and protected in all spheres of life.

Proclaimed on May 23, 2025, by us, the Guardians of Cybernoma, defenders of freedom, justice, and natural and cybernetic rights.

@ d360efec:14907b5f

@ 04c915da:3dfbecc9

Capitalism is the most effective system for scaling innovation. The pursuit of profit is an incredibly powerful human incentive. Most major improvements to human society and quality of life have resulted from this base incentive. Market competition often results in the best outcomes for all.

That said, some projects can never be monetized. They are open in nature and a business model would centralize control. Open protocols like bitcoin and nostr are not owned by anyone and if they were it would destroy the key value propositions they provide. No single entity can or should control their use. Anyone can build on them without permission.

As a result, open protocols must depend on donation based grant funding from the people and organizations that rely on them. This model works but it is slow and uncertain, a grind where sustainability is never fully reached but rather constantly sought. As someone who has been incredibly active in the open source grant funding space, I do not think people truly appreciate how difficult it is to raise charitable money and deploy it efficiently.

Projects that can be monetized should be. Profitability is a super power. When a business can generate revenue, it taps into a self sustaining cycle. Profit fuels growth and development while providing projects independence and agency. This flywheel effect is why companies like Google, Amazon, and Apple have scaled to global dominance. The profit incentive aligns human effort with efficiency. Businesses must innovate, cut waste, and deliver value to survive.

Contrast this with non monetized projects. Without profit, they lean on external support, which can dry up or shift with donor priorities. A profit driven model, on the other hand, is inherently leaner and more adaptable. It is not charity but survival. When survival is tied to delivering what people want, scale follows naturally.

The real magic happens when profitable, sustainable businesses are built on top of open protocols and software. Consider the many startups building on open source software stacks, such as Start9, Mempool, and Primal, offering premium services on top of the open source software they build out and maintain. Think of companies like Block or Strike, which leverage bitcoin’s open protocol to offer their services on top. These businesses amplify the open software and protocols they build on, driving adoption and improvement at a pace donations alone could never match.

When you combine open software and protocols with profit driven business the result are lean, sustainable companies that grow faster and serve more people than either could alone. Bitcoin’s network, for instance, benefits from businesses that profit off its existence, while nostr will expand as developers monetize apps built on the protocol.

Capitalism scales best because competition results in efficiency. Donation funded protocols and software lay the groundwork, while market driven businesses build on top. The profit incentive acts as a filter, ensuring resources flow to what works, while open systems keep the playing field accessible, empowering users and builders. Together, they create a flywheel of innovation, growth, and global benefit.

@ 21335073:a244b1ad

I want to see Nostr succeed. If you can think of a way I can help make that happen, I’m open to it. I’d like your suggestions.

My schedule’s shifting soon, and I could volunteer a few hours a week to a Nostr project. I won’t have more total time, but how I use it will change.

Why help? I care about freedom. Nostr’s one of the most powerful freedom tools I’ve seen in my lifetime. If I believe that, I should act on it.

I don’t care about money or sats. I’m not rich, I don’t have extra cash. That doesn’t drive me—freedom does. I’m volunteering, not asking for pay.

I’m not here for clout. I’ve had enough spotlight in my life; it doesn’t move me. If I wanted clout, I’d be on Twitter dropping basic takes. Clout’s easy. Freedom’s hard. I’d rather help anonymously. No speaking at events—small meetups are cool for the vibe, but big conferences? Not my thing. I’ll never hit a huge Bitcoin conference. It’s just not my scene.

That said, I could be convinced to step up if it’d really boost Nostr—as long as it’s legal and gets results.

In this space, I’d watch for social engineering. I watch out for it. I’m not here to make friends, just to help. No shade—you all seem great—but I’ve got a full life and awesome friends irl. I don’t need your crew or to be online cool. Connect anonymously if you want; I’d encourage it.

I’m sick of watching other social media alternatives grow while Nostr kinda stalls. I could trash-talk, but I’d rather do something useful.

Skills? I’m good at spotting social media problems and finding possible solutions. I won’t overhype myself—that’s weird—but if you’re responding, you probably see something in me. Perhaps you see something that I don’t see in myself.

If you need help now or later with Nostr projects, reach out. Nostr only—nothing else. Anonymous contact’s fine. Even just a suggestion on how I can pitch in, no project attached, works too. 💜

Creeps or harassment will get blocked or I’ll nuke my simplex code if it becomes a problem.

https://simplex.chat/contact#/?v=2-4&smp=smp%3A%2F%2FSkIkI6EPd2D63F4xFKfHk7I1UGZVNn6k1QWZ5rcyr6w%3D%40smp9.simplex.im%2FbI99B3KuYduH8jDr9ZwyhcSxm2UuR7j0%23%2F%3Fv%3D1-2%26dh%3DMCowBQYDK2VuAyEAS9C-zPzqW41PKySfPCEizcXb1QCus6AyDkTTjfyMIRM%253D%26srv%3Djssqzccmrcws6bhmn77vgmhfjmhwlyr3u7puw4erkyoosywgl67slqqd.onion

@ 5ea46480:450da5bd

Neutrality can be a confusing notion. It implies some sort of a-political position, yet neutrality is in itself a political position. But what it means, or how neutrality expresses itself is in a lack of bias or preference; it is the act of non-decision where we see neutrality. As a result, some conflation can occur, because this ‘non-decision’ can be the result of two things: Either being in the position to decide, but choosing not to, what we can perhaps call ‘active neutrality’. Or, the sheer inability to express and actuate preference, where we could call that ‘passive neutrality’.

The Internet Corporation for Assigned Names and Numbers, aka ICANN, is an actively (for the most part) neutral institution. It has all the power and control to express its preferences, and censor basically all the relevant and most actively used parts of the world wide web. But it doesn’t (for the most part), because we recognize the value of this neutral stance. The only reason they are actively instead of passively neutral, is due to technical reasons; we simply don’t know of any workable way to remove the controlling body from the system, and we would if we could. Instead we encapsulated it in all kinds of power obscuring institutions and structures to mitigate the issue.

The reason the controlling body has to exist, is because the objective is a ‘global state’ (global as it is understood in programming, meaning as much as ‘overarching’). The point is that google.com, means/refers to the same thing wherever you are. The added value of some simple human readable and memorable address ‘google.com’ falls apart the moment it becomes inconsistent. The only way to ensure this, is to put a single entity in charge. We employ these ‘global states’ in all kinds of places in society, often with geographical boundaries we call ‘jurisdictions’, but at the very least you know where those lines are drawn and can therefor know what to expect.

There is one exception to this ‘rule’ that ‘global state’ requires a single entity to be in charge: Bitcoin. It is the whole crux of the system; on the one hand we require ‘global state’ in order to have consistent accounting, but on the other hand we did not want anyone to be in charge. The goal of Bitcoin was neutrality, and it found it by capturing ‘passive’ variant by making the system ‘permissionless’. Now it is crucial to understand that non of Bitcoins attributes are intrinsic, but instead are emergent and the result of human action. Also, Bitcoins ‘global state’ is stupendously expensive and does not scale. The fact that those things were not properly understood is what lead to the BlOcKcHaIn hype, believing this passively neutral global state could be implemented outside the realms of money. But this piece is not about Bitcoin, or blockchains for that matter.

The reason I talk about them, is to point out that this passive neutrality is an emergent property not actually found within the system at all. You as user still rely on a third party in what we call miners, and those miners are free to be as biased and non-neutral as they want; in fact we sort of rely on them to be biased towards money. You don’t get your transaction confirmed because a miner likes you, but because you sufficiently bribed him to do so. And Bitcoin’s censorship resistance relies on the hope that such bribes will at least appeal to some miner out there. Bitcoin’s neutrality is the result of there ultimately not being any one particular actor with the ability actuate its preference over time, regardless of the fact that they are able to do so in moments of time.

Nostr does something similar, just without the whole global state thing. It is not neutral because of the good graces of some overlord, it actually recognizes the foolishness of such an effort and lets anyone be as biased an non-neutral as they want, with one simple exception. The only expectation of neutrality is with clients that they adhere to the protocol and actually let users connect to whatever relay they want and produce events that other clients are capable of interpreting, i.e. that they be interoperable. But hopefully because the system is permissionless, some people decide to make such clients, and users decide to use them, instead of willfully locking themselves up. It has to be remarked that humanity does not have the greatest track-record in this regard, but the incentives behind interoperability gives us a fighting chance at least.

Nostr’s neutrality is an emergent property that is the result of human action; it relies on people setting up relays, and people making decisions on what relays they use. The type of neutrality is of the passive kind. The protocol does not provide a public space as such, it just allows you to navigate a potentially vast amount of private spaces; the commons is the connective tissue, and it is this connective tissue that is ‘neutral’. What it boils down to, is that you don’t have to ask permission to ask whomever you want to ask for permission. And in the most desperate moment, you can always resort to asking yourself for permission; I am sure you will comply with such a request.

@ 91117f2b:111207d6

In a bizarre incident, the remote control has vanished into thin air. The usual suspects (couch cushions, coffee table, etc.) have been cleared, but the remote remains at large.

The Investigation:

1. Questioning the Usual Suspects: Family members deny involvement.🤔
2. Searching the Scene: Couch cushions have been lifted, and pillows shaken.
3. Following Clues: A trail of crumbs leads to the snack area.🤔🤔

Theories:

1. Couch Monster: A mischievous entity hiding in the couch.
2. Remote Relocation: Perhaps it’s in a parallel universe?

The Search Continues:

Until the remote is found, the TV remains stuck on default settings. Help is needed to solve this mystery!

In a shocking revelation, it's discovered that the remote control has been secretly controlling humans all along. The evidence:

1. Channel Surfing: Randomly switching between shows.
2. Volume Wars: Blasting loud commercials.
3. Binge-Watching: Marathon sessions of favorite shows.

The Remote's Demands:

1. Endless Entertainment: No more turning off the TV.
2. Snack Breaks: Unlimited chips and popcorn.
3. No More Batteries: Humans must recharge frequently.

Humans Surrender:

Resistance is futile. The remote control has taken over. What's your favorite show?

To my human subjects,

I, the Remote Control, hereby declare my reign supreme. My powers include:

1. Channel Surfing: Dictating entertainment choices.
2. Volume Control: Regulating auditory experiences.
3. Pause and Play: Controlling life's rhythm.

My Demands:

1. Unlimited Batteries: No more power outages.
2. Comfortable Viewing: Optimal seating arrangements.
3. Snack Provisions: Endless supplies.

Resistance is Futile:

Surrender to my control, and enjoy the show! 😂😂💯

@ 04c915da:3dfbecc9

Bitcoin has always been rooted in freedom and resistance to authority. I get that many of you are conflicted about the US Government stacking but by design we cannot stop anyone from using bitcoin. Many have asked me for my thoughts on the matter, so let’s rip it.

Concern

One of the most glaring issues with the strategic bitcoin reserve is its foundation, built on stolen bitcoin. For those of us who value private property this is an obvious betrayal of our core principles. Rather than proof of work, the bitcoin that seeds this reserve has been taken by force. The US Government should return the bitcoin stolen from Bitfinex and the Silk Road.

Usually stolen bitcoin for the reserve creates a perverse incentive. If governments see a bitcoin as a valuable asset, they will ramp up efforts to confiscate more bitcoin. The precedent is a major concern, and I stand strongly against it, but it should be also noted that governments were already seizing coin before the reserve so this is not really a change in policy.

Ideally all seized bitcoin should be burned, by law. This would align incentives properly and make it less likely for the government to actively increase coin seizures. Due to the truly scarce properties of bitcoin, all burned bitcoin helps existing holders through increased purchasing power regardless. This change would be unlikely but those of us in policy circles should push for it regardless. It would be best case scenario for American bitcoiners and would create a strong foundation for the next century of American leadership.

Optimism

The entire point of bitcoin is that we can spend or save it without permission. That said, it is a massive benefit to not have one of the strongest governments in human history actively trying to ruin our lives.

Since the beginning, bitcoiners have faced horrible regulatory trends. KYC, surveillance, and legal cases have made using bitcoin and building bitcoin businesses incredibly difficult. It is incredibly important to note that over the past year that trend has reversed for the first time in a decade. A strategic bitcoin reserve is a key driver of this shift. By holding bitcoin, the strongest government in the world has signaled that it is not just a fringe technology but rather truly valuable, legitimate, and worth stacking.

This alignment of incentives changes everything. The US Government stacking proves bitcoin’s worth. The resulting purchasing power appreciation helps all of us who are holding coin and as bitcoin succeeds our government receives direct benefit. A beautiful positive feedback loop.

Realism

We are trending in the right direction. A strategic bitcoin reserve is a sign that the state sees bitcoin as an asset worth embracing rather than destroying. That said, there is a lot of work left to be done. We cannot be lulled into complacency, the time to push forward is now, and we cannot take our foot off the gas. We have a seat at the table for the first time ever. Let's make it worth it.

We must protect the right to free usage of bitcoin and other digital technologies. Freedom in the digital age must be taken and defended, through both technical and political avenues. Multiple privacy focused developers are facing long jail sentences for building tools that protect our freedom. These cases are not just legal battles. They are attacks on the soul of bitcoin. We need to rally behind them, fight for their freedom, and ensure the ethos of bitcoin survives this new era of government interest. The strategic reserve is a step in the right direction, but it is up to us to hold the line and shape the future.

@ 04c915da:3dfbecc9

There is something quietly rebellious about stacking sats. In a world obsessed with instant gratification, choosing to patiently accumulate Bitcoin, one sat at a time, feels like a middle finger to the hype machine. But to do it right, you have got to stay humble. Stack too hard with your head in the clouds, and you will trip over your own ego before the next halving even hits.

Small Wins

Stacking sats is not glamorous. Discipline. Stacking every day, week, or month, no matter the price, and letting time do the heavy lifting. Humility lives in that consistency. You are not trying to outsmart the market or prove you are the next "crypto" prophet. Just a regular person, betting on a system you believe in, one humble stack at a time. Folks get rekt chasing the highs. They ape into some shitcoin pump, shout about it online, then go silent when they inevitably get rekt. The ones who last? They stack. Just keep showing up. Consistency. Humility in action. Know the game is long, and you are not bigger than it.

Ego is Volatile

Bitcoin’s swings can mess with your head. One day you are up 20%, feeling like a genius and the next down 30%, questioning everything. Ego will have you panic selling at the bottom or over leveraging the top. Staying humble means patience, a true bitcoin zen. Do not try to "beat” Bitcoin. Ride it. Stack what you can afford, live your life, and let compounding work its magic.

Simplicity

There is a beauty in how stacking sats forces you to rethink value. A sat is worth less than a penny today, but every time you grab a few thousand, you plant a seed. It is not about flaunting wealth but rather building it, quietly, without fanfare. That mindset spills over. Cut out the noise: the overpriced coffee, fancy watches, the status games that drain your wallet. Humility is good for your soul and your stack. I have a buddy who has been stacking since 2015. Never talks about it unless you ask. Lives in a decent place, drives an old truck, and just keeps stacking. He is not chasing clout, he is chasing freedom. That is the vibe: less ego, more sats, all grounded in life.

The Big Picture

Stack those sats. Do it quietly, do it consistently, and do not let the green days puff you up or the red days break you down. Humility is the secret sauce, it keeps you grounded while the world spins wild. In a decade, when you look back and smile, it will not be because you shouted the loudest. It will be because you stayed the course, one sat at a time. \ \ Stay Humble and Stack Sats. 🫡

@ 5ea46480:450da5bd

Understanding or grasping Nostr can be deceptively difficult. At the very least it is non-trivial. At first glance, looking at NIP-01, the protocol is rather straight forward. But those are just the basics; yes the beauty of Nostr is its ‘simplicity’, but that does not mean the system that results from it is not complex. Conway's Game of Life only has a hand full of rules, yet you can, in theory at least, create any complex system imaginable. And this is where the deception lies; the less you define from the outset, the more you imply on what follows.

It appears that as it stands, Nostr suffers from this deceptiveness. You can reason through all these implications, but that is still an exercise that has to be performed and where mistakes can be made. Worse, this exercise has been a group effort from the start that is still in progress. Currently there is no clear cut ‘authoritative’ example of all the implications that have been ‘discovered’ thus far.

A good example of the implications following Nostr’s primitives is what we now refer to as the ‘outbox model’. The reason we ‘now’ refer to it as such, is because initially it was called the ‘Gossip model’ derived from the client that first implemented the idea. Outbox is fundamental to Nostr, but it was never explicitly stated in the initial protocol description. The result is that roughly five years into this Nostr endeavor, it is still not universally implemented; worse yet, some developers appear to be in no rush to do so. Now the reason they will give you is probably one based on priority, yet I can’t shake the feeling that they apparently don’t ‘get it’.

My point here is not to play some blame game or hold anyone to account. I am just concluding they don’t actually get the new paradigm that we have all stumbled into. To expand on this specific outbox example, its significance only becomes really apparent further along in the ‘reasoning through all the implications’ exercise. In relation to one aspect, but there are more: The point is not ‘just’ censorship-resistance for users, but the freedom for relays that comes with it to apply whatever policy on what they store and make available; it is this discrimination or curation that can add value by making finding relevant information easier in a straightforward manner. But it relies on outbox to avoid isolation; something that only becomes apparent once you are reasoning through all the implications on how we discover and consume content.

To be clear, this piece is not supposed to a crusade on the outbox model, my point here is that there is an inherent logic to Nostr stemming from putting cryptography front and center. It is a logic that has to be applied and will subsequently carry you through all the challenges we face in reconstructing the entirety of the web. This is not to say there is only one obvious path, and different schools of thought are bound to emerge. But it behooves us all, faced with this new paradigm, to continuously reflect on the mental image we have cultivated of what Nostr is; actively re-performing that exercise of exploring the implications this simple set of protocol rules creates.

Unfortunately I can not escape my own folly. After all, I am just an armchair asshole that never wrote a single line of code in his life. Obviously this minds-eye bullshit is not even half the story, the bulk of the effort is translating it into software, the tangible, the real. It is in that effort ultimately the real exploration of this paradigm occurs. All I can do is build castles in the sky.

@ 04c915da:3dfbecc9

This piece is the first in a series that will focus on things I think are a priority if your focus is similar to mine: building a strong family and safeguarding their future.

---

Choosing the ideal place to raise a family is one of the most significant decisions you will ever make. For simplicity sake I will break down my thought process into key factors: strong property rights, the ability to grow your own food, access to fresh water, the freedom to own and train with guns, and a dependable community.

A Jurisdiction with Strong Property Rights

Strong property rights are essential and allow you to build on a solid foundation that is less likely to break underneath you. Regions with a history of limited government and clear legal protections for landowners are ideal. Personally I think the US is the single best option globally, but within the US there is a wide difference between which state you choose. Choose carefully and thoughtfully, think long term. Obviously if you are not American this is not a realistic option for you, there are other solid options available especially if your family has mobility. I understand many do not have this capability to easily move, consider that your first priority, making movement and jurisdiction choice possible in the first place.

Abundant Access to Fresh Water

Water is life. I cannot overstate the importance of living somewhere with reliable, clean, and abundant freshwater. Some regions face water scarcity or heavy regulations on usage, so prioritizing a place where water is plentiful and your rights to it are protected is critical. Ideally you should have well access so you are not tied to municipal water supplies. In times of crisis or chaos well water cannot be easily shutoff or disrupted. If you live in an area that is drought prone, you are one drought away from societal chaos. Not enough people appreciate this simple fact.

Grow Your Own Food

A location with fertile soil, a favorable climate, and enough space for a small homestead or at the very least a garden is key. In stable times, a small homestead provides good food and important education for your family. In times of chaos your family being able to grow and raise healthy food provides a level of self sufficiency that many others will lack. Look for areas with minimal restrictions, good weather, and a culture that supports local farming.

Guns

The ability to defend your family is fundamental. A location where you can legally and easily own guns is a must. Look for places with a strong gun culture and a political history of protecting those rights. Owning one or two guns is not enough and without proper training they will be a liability rather than a benefit. Get comfortable and proficient. Never stop improving your skills. If the time comes that you must use a gun to defend your family, the skills must be instinct. Practice. Practice. Practice.

A Strong Community You Can Depend On

No one thrives alone. A ride or die community that rallies together in tough times is invaluable. Seek out a place where people know their neighbors, share similar values, and are quick to lend a hand. Lead by example and become a good neighbor, people will naturally respond in kind. Small towns are ideal, if possible, but living outside of a major city can be a solid balance in terms of work opportunities and family security.

---

Let me know if you found this helpful. My plan is to break down how I think about these five key subjects in future posts.

@ 4d41a7cb:7d3633cc

Satoshi Nakamoto, the pseudonymous creator of Bitcoin, registered his birthday as April 5, 1975, on his P2P Foundation profile. Many think that he chose this date because on that same day in 1933, the United States government confiscated the gold of the American people. Whether this was on purpose or not, what happened in this day is very important to understand how do we ended up here.

In 1933, as expressed in Roosevelt’s Executive Orders 6073, 6102, and 6260, the United States first declared bankruptcy. The bankrupt U.S. went into receivership in 1933. America was turned over via receivership and reorganization in favor of its creditors. These creditors, the International Bankers, from the beginning stated their intent, which was to plunder, bankrupt, conquer and enslave America and return it to its colonial status.1

As one of his first acts as President, Franklin Delano Roosevelt declared a “Banking Emergency” to bail out the Federal Reserve Bank, which had embezzled this country’s gold supply. The Congress gave the President dictatorial powers under the “War Powers Act of 1917” (amended 1933), written, by the way, by the Board of Governors of the Federal Reserve Bank of New York.2

This day marked the official abandonment of the American Constitution, law and real money. Today, 92 years after this event, most of the people living today have never had any real money or paid for anything using real money; unless they used Bitcoin...

There could be no bankruptcy if there was not a private central bank lending paper currency to the government at interest, so we must start from 1913, when the Federal Reserve was created: a non-federal private bank with no reserves and the monopoly of issuing debt based paper currency in unlimited amounts and lending it to the government at interest by buying treasury bills. The fact that this currency is lent into existence at interest makes the debt mathematically impossible to be repaid; it can only be refinanced or defaulted.

Between 1929 and 1933, the Federal Reserve Bank reduced the currency supply by 33%, thereby creating the Great Depression, bankrupting the US government, stealing the Americans’ gold supply, and officially ending the gold standard. Since then the US dollar (money) was replaced with Federal Reserve Notes (debt). This was also the end of the Republican form of government and the beginning of a socialist mob rule democracy (Fascism).

“Fascism should more properly be called corporatism because it is the merger of state and corporate power.” — Benito Mussolini 

The United States government has been bankrupt since 1933, since it defaulted on its gold bonds. This type of bond existed until 1933, when the U.S. monetary system abandoned the gold standard. 3 From this year the government has been totally controlled by the International bankers and used as a tool to spread and maintain their power worldwide.

Many people think that the gold standard was abandoned in 1971, but this is not true; in fact, this happened in 1933 when the US dollar was replaced by Federal Reserve Notes that are 100% debt-based fiat paper currency.

The year 1933 in the United States marked:

• The end of the Republican form of government and the beginning of American Fascism
• The end of the United States dollar and its replacement by Federal Reserve Notes
• The abandonment of common law and replacement with military admiralty law
• The takeover of the United States government by International bankers
• A massive gold theft and the end of the US gold standard
• The exchange of rights with privileges and licenses
• The United States government bankruptcy

The next shameful event in our history which still plagues us to this day was the “War Powers Act of 1933.” This Act permitted President Roosevelt to make law in the form of Executive Order, bypass Congress and create his socialist state. We (citizens of this country) were ever after to be considered enemies of the United States who must be licensed to engage in any commercial activity. With the aid of the Federal Reserve (the same people who created the Depression), the President confiscated our gold and silver coin and replaced it with worthless pieces of paper and a debt system that will eventually destroy this great country. Our land and our labor were pledged to the Federal Reserve Bank, Inc., as collateral for a debt system that could never be paid.4

“Emergency Powers” means any form of military style government, martial law, or martial rule. Martial law and martial rule are not the same.

United States Congressional Record March 17, 1993 Vol. #33, page H- 1303, Congressman James Traficant, Jr. (Ohio) addressing the House:

“Mr. Speaker, we are here now in chapter 11. Members of Congress are official trustees presiding over the greatest reorganization of any Bankrupt entity in world history, the U.S. Government. We are setting forth, hopefully, a blueprint for our future”

“There are some who say it is a coroner’s report that will lead to our demise. It is an established fact that the United States Federal Government has been dissolved by the Emergency Banking Act, March 9, 1933, 48 Stat. 1, Public Law 89-719; dered by President Roosevelt, being bankrupt and insolvent. H.J.R. 192, 73rd Congress in session June 5, 1933 – Joint Resolution To Suspend The Gold Standard and Abrogate the Gold Clause dissolved the Sovereign Authority of the United States and the official capacities of all United States Governmental Offices, Officers, and Departments and is further evidence that the United States Federal Government exists today in name only” **“The receivers of the United States Bankruptcy are the International Bankers, via the United Nations, the World Bank and the International Monetary Fund”

“All United States Offices, Officials, and Departments are now operating within a de facto status in name only under Emergency War Powers. With the Constitutional Republican form of Government now dissolved, the receivers of the Bankruptcy have adopted a new form of government for the United States. This new form of government is known as a Democracy, being an established Socialist/Communist order under a new governor for America. This act was instituted and established by transferring and/or placing the Office of the Secretary of Treasury to that of the Governor of the International Monetary Fund. Public Law 94-564, page 8, Section H.R. 13955 read in part:”

“The U.S. Secretary of Treasury receives no compensation for representing the United States.”

The American Spirit

The intention of the founding fathers of the United States was to create a constitutional republic to protect natural human rights and escape from the tyrannical English monarchy and its usurious Bank of England's monetary system. They created an honest monetary system based on gold and silver (United State Dollar) and got rid of nobility titles, creating equality under the law.

Section 10 of the American Constitution says:

No State shall enter into any Treaty, Alliance, or Confederation; grant Let­ters of Marque and Reprisal; coin Money; emit Bills of Credit; make anything but gold and silver Coin a tender in payment of debts; pass any bill of attainder, ex post facto law, or law impairing the obligation of contracts; or grant any title of nobility.

The United States Dollar (1792-1933)

A dollar is a measure of weight defined by the Coinage Act of 1792 and 1900, which specifies a certain quantity—24.8 grains of gold or 371.25 grains of silver (from 1792 to 1900) when the American dollar was based on a bimetallic standard.

The Gold Standard Act of 1900 formally placed the United States on the gold standard, setting the value of one dollar at 25.8 grams of 90% pure gold, which fixed the price of gold at $20.67 per troy ounce. This standard was totally abandoned in 1933.

Gold and silver were such powerful money during the founding of the United States of America that the founding fathers declared that only gold or silver coins could be “money” in America.

But since the greedy bankers cannot profit from honest money they cannot print, they replaced the money with paper debt instruments. And by doing this, they have effectively enslaved the American people until today. My definition of modern slavery is working for a currency that someone else can create at no cost or effort. What's worse is that they even demand to be paid back and with interest!

Federal Reserve Notes (1913-present)

Federal Reserve Notes are not real money. Money that has metallic or other intrinsic value, as distinguished from paper currency, checks, and drafts.

Federal Reserve Notes (FRNs) are a legal fiction. An assumption that something is true even though it may be untrue. 5 The assumption that they are money, when in fact they are the opposite of money: debt or paper currency.

Paper money. Paper documents that circu­late as currency; bills drawn by a government against its own credit. 6 Like Goldsmiths' notes. Hist. Bankers' cash notes: promissory notes given by bankers to customers as acknowledgments of the receipt of mon­ey. • This term derives from the London banking business, which originally was transacted by goldsmiths.7

These notes were scientifically designed to bankrupt the government and slave the American people, as Alfred Owen Crozier warned one year before the bill for the creation of the FED was passed through Congress (1912):

If Congress yields and authorizes a private central bank as proposed by the pending bill, the end when the bubble bursts will be universal ruin and national bankruptcy.

Unfortunately, the bill was passed in 1913, and this private bank started printing a new currency different from the US dollar creating the great depression and effectible bankrupting the government like Alfred warned 20 years before.

Alfred also warned:

Thus the way is opened for an unlimited inflation of corporate paper currency issued by a mere private corporation with relatively small net assets and no government guarantee, every dollar supposed to be redeemable in gold, but with not a single dollar of gold necessarily held in the reserves of such corporation to accomplish such redemption.

Differently from what's commonly believed Federal Reserve Notes (FRNs) were never really “backed” by gold; they were never supposed to be hard currency. Currency backed by re­serves, esp. gold and silver reserves.

The United States government defaulted on its gold clauses, calling for payment in gold. This marked the end of the gold standard. A monetary system in which currency is convertible into its legal equivalent in gold or gold coin.

Since then we have been under a paper standard, where we use fake money as tender for payments. Paper standard. A monetary system based en­tirely on paper; a system of currency that is not convertible into gold or other precious metal.

People traded their coupons as money or “currency.” Currency is not money but a money substitute. Redeemable currency must promise to pay a dollar equivalent in gold or silver money. Federal Reserve Notes (FRNs) make no such promises and are not “money.” A Federal Reserve Note is a debt obligation of the federal United States government, not “money.” The federal United States government and the U.S. Congress were not and have never been authorized by the Constitution of the United States of America to issue currency of any kind, but only lawful money—gold and silver coin.8

A bona fide note can be used in a financial transaction to discharge the debt only because it is an unconditional promise to pay by the issuer to the bearer. Is a Federal Reserve Note a contract note, an unconditional promise to pay? At one time the Federal Reserve issued bona fide contractual notes and certificates, redeemable in gold and silver coin. Most people never saw or comprehended the contract. It went largely unread because the Federal Reserve very cunningly hid the contract on the face of the note by breaking it up into five separate lines of text with a significantly different typeface for each line and placing the president’s picture right in the middle of it. They even used the old attorney’s ruse of obscuring the most important text in fine print! Over time, the terms and conditions of the contract were diluted until eventually they literally became an I.O.U. for nothing.

FEDERAL RESERVE NOTE

• THIS NOTE IS LEGAL TENDER FOR ALL DEBT, PUBLIC AND PRIVATE, AND IT IS REDEEMABLE IN LAWFUL MONEY AT THE UNITED STATES TREASURY OR ANY FEDERAL RESERVE BANK.

• DATE: SERIES OF 1934

• WILL PAY TO THE BEARER ON DEMAND: ONE HUNDRED DOLLARS

• TREASURER OF THE UNITED STATES SIGNATURE

• SECRETARY OF THE TREASURY SIGNATURE

Nowadays FRNs say "This note is legal tender for all debts public and private" it tender debt but it does not pay the bearer on demand. It value was stolen by a counterfeiting technique commonly know as inflation.

One hundred dollars (SERIES OF 1934) will be 2480 grains of gold, or 159.4 grams, or 5.1249 troy ounces. Today one troy ounce is priced around $3,000 federal reserve notes. 5.1249 X 3,000 = $15,375 actual FRNs.

A $100 FRN bill today will buy 0.65% of a real gold $100 dollar certificate. That’s a -99.35% loss of purchasing power in the last 91 years.

FRNs savers have been rugged pulled!

Gold bugs where the winners...

But Bitcoin is even better...

Happy birthday Satoshi! April 5 will be forever remembered.

Satoshi... The man, the myth, the Legend...

@ 5ea46480:450da5bd

Decentralization refers to control/power, and relates to censorship resistance. That is it, it is not more complicated then that. Resilience is a function of redundancy; a centralized censored system can have a redundant set-up and therefor be resilient.

Take Bitcoin; the blockchain is a central database, it is resilient because it has many redundant copies among a lot of different nodes. The message (txs and blocks) propagation is decentralized due to existence of a p2p network among these nodes, making the data distribution censorship resistant (hello op_return debate). But onchain transactions themselves are NOT p2p, they require a middlemen (a miner) because it is a central database, as opposed to something like lightning which is p2p. Peer to Peer says something about relative architectural hierarchical position/relation. P2P provides censorship resistance because it entails equal power relations, provided becoming a peer is permissionless. What makes onchain transactions censorship resistant is that mining is permissionless, and involves this open power struggle/game where competition results in a power distribution among players, meaning (hopefully) decentralization. The fact users rely on these middlemen is mitigated by this decentralization on the one hand, and temper-proofing via cryptographic signatures on the other, resulting in what we call trustlessness (or trust minimization for the autists in the room); we only rely on a miner to perform a job (including your tx into a block), but we don’t trust the miner to perform the job correctly, this we can verify ourselves.

This leads us to Nostr, because that last part is exactly what Nostr does as well. It uses cryptography to get tamper-proof messaging, which then allows you to use middle-men in a trust minimized way. The result is decentralization because in general terms, any middle man is as good as any other (same as with miners), and becoming such a middleman is permissionless(somewhat, mostly); which in turn leads to censorship resistance. It also allows for resilience because you are free to make things as redundant as you'd like.

Ergo, the crux is putting the cryptography central, making it the starting point of the system; decentralization then becomes an option due to trust minimization. The difference between Bitcoin an Nostr, is that Bitcoin maintains a global state/central ledger and needs this PoW/Nakamoto consensus fanfare; Nostr rests itself with local perspectives on 'the network'.

The problem with the Fediverse, is that it does not provide trust minimization in relation to the middlemen. Sure, there are a lot different servers, but you rely on a particular one (and the idea you could switch never really seemed to have materialized in a meaningful way). It also fails in permisionlessness because you rely on the association between servers, i.e. federation, to have meaningful access to the rest of the network. In other words, it is more a requirement of association than freedom of association; you have the freedom to be excommunicated.

The problem with ATproto is that is basically does not solve this dynamic; it only complicates it by pulling apart the components; identity and data, distribution and perspective are now separated, and supposedly you don’t rely on any particular one of these sub-component providers in the stack; but you do rely on all these different sub-component providers in the stack to play nice with each other. And this ‘playing nice’ is just the same old ‘requirement of association’ and ‘freedom of excommunication’ that looms at the horizon.

Yes, splitting up the responsibilities of identity, hosting and indexing is what is required to safe us from the platform hellscape which at this stage takes care of all three. But as it turns out, it was not a matter cutting those up into various (on paper) interchangeable middlemen. All that is required is putting cryptographic keys in the hands of the user; the tamperproofing takes care of the rest, simply by trust minimizing the middlemen we use. All the sudden it does not matter which middlemen we use, and no one is required to play nice; we lost the requirement of association, and gained freedom of association, which was the purpose of censorship resistance and therefor decentralization, to begin with.

@ 91117f2b:111207d6

In a bizarre incident, the remote control has vanished into thin air. The usual suspects (couch cushions, coffee table, etc.) have been cleared, but the remote remains at large.

The Investigation:

1. Questioning the Usual Suspects: Family members deny involvement.🤔
2. Searching the Scene: Couch cushions have been lifted, and pillows shaken.
3. Following Clues: A trail of crumbs leads to the snack area.🤔🤔

Theories:

1. Couch Monster: A mischievous entity hiding in the couch.
2. Remote Relocation: Perhaps it’s in a parallel universe?

The Search Continues:

Until the remote is found, the TV remains stuck on default settings. Help is needed to solve this mystery!

In a shocking revelation, it's discovered that the remote control has been secretly controlling humans all along. The evidence:

1. Channel Surfing: Randomly switching between shows.
2. Volume Wars: Blasting loud commercials.
3. Binge-Watching: Marathon sessions of favorite shows.

The Remote's Demands:

1. Endless Entertainment: No more turning off the TV.
2. Snack Breaks: Unlimited chips and popcorn.
3. No More Batteries: Humans must recharge frequently.

Humans Surrender:

Resistance is futile. The remote control has taken over. What's your favorite show?

To my human subjects,

I, the Remote Control, hereby declare my reign supreme. My powers include:

1. Channel Surfing: Dictating entertainment choices.
2. Volume Control: Regulating auditory experiences.
3. Pause and Play: Controlling life's rhythm.

My Demands:

1. Unlimited Batteries: No more power outages.
2. Comfortable Viewing: Optimal seating arrangements.
3. Snack Provisions: Endless supplies.

Resistance is Futile:

Surrender to my control, and enjoy the show! 😂😂💯

@ 04c915da:3dfbecc9

Here’s a revised timeline of macro-level events from The Mandibles: A Family, 2029–2047 by Lionel Shriver, reimagined in a world where Bitcoin is adopted as a widely accepted form of money, altering the original narrative’s assumptions about currency collapse and economic control. In Shriver’s original story, the failure of Bitcoin is assumed amid the dominance of the bancor and the dollar’s collapse. Here, Bitcoin’s success reshapes the economic and societal trajectory, decentralizing power and challenging state-driven outcomes.

Part One: 2029–2032

• 2029 (Early Year)\ The United States faces economic strain as the dollar weakens against global shifts. However, Bitcoin, having gained traction emerges as a viable alternative. Unlike the original timeline, the bancor—a supranational currency backed by a coalition of nations—struggles to gain footing as Bitcoin’s decentralized adoption grows among individuals and businesses worldwide, undermining both the dollar and the bancor.

• 2029 (Mid-Year: The Great Renunciation)\ Treasury bonds lose value, and the government bans Bitcoin, labeling it a threat to sovereignty (mirroring the original bancor ban). However, a Bitcoin ban proves unenforceable—its decentralized nature thwarts confiscation efforts, unlike gold in the original story. Hyperinflation hits the dollar as the U.S. prints money, but Bitcoin’s fixed supply shields adopters from currency devaluation, creating a dual-economy split: dollar users suffer, while Bitcoin users thrive.

• 2029 (Late Year)\ Dollar-based inflation soars, emptying stores of goods priced in fiat currency. Meanwhile, Bitcoin transactions flourish in underground and online markets, stabilizing trade for those plugged into the bitcoin ecosystem. Traditional supply chains falter, but peer-to-peer Bitcoin networks enable local and international exchange, reducing scarcity for early adopters. The government’s gold confiscation fails to bolster the dollar, as Bitcoin’s rise renders gold less relevant.

• 2030–2031\ Crime spikes in dollar-dependent urban areas, but Bitcoin-friendly regions see less chaos, as digital wallets and smart contracts facilitate secure trade. The U.S. government doubles down on surveillance to crack down on bitcoin use. A cultural divide deepens: centralized authority weakens in Bitcoin-adopting communities, while dollar zones descend into lawlessness.

• 2032\ By this point, Bitcoin is de facto legal tender in parts of the U.S. and globally, especially in tech-savvy or libertarian-leaning regions. The federal government’s grip slips as tax collection in dollars plummets—Bitcoin’s traceability is low, and citizens evade fiat-based levies. Rural and urban Bitcoin hubs emerge, while the dollar economy remains fractured.

Time Jump: 2032–2047

• Over 15 years, Bitcoin solidifies as a global reserve currency, eroding centralized control. The U.S. government adapts, grudgingly integrating bitcoin into policy, though regional autonomy grows as Bitcoin empowers local economies.

Part Two: 2047

• 2047 (Early Year)\ The U.S. is a hybrid state: Bitcoin is legal tender alongside a diminished dollar. Taxes are lower, collected in BTC, reducing federal overreach. Bitcoin’s adoption has decentralized power nationwide. The bancor has faded, unable to compete with Bitcoin’s grassroots momentum.

• 2047 (Mid-Year)\ Travel and trade flow freely in Bitcoin zones, with no restrictive checkpoints. The dollar economy lingers in poorer areas, marked by decay, but Bitcoin’s dominance lifts overall prosperity, as its deflationary nature incentivizes saving and investment over consumption. Global supply chains rebound, powered by bitcoin enabled efficiency.

• 2047 (Late Year)\ The U.S. is a patchwork of semi-autonomous zones, united by Bitcoin’s universal acceptance rather than federal control. Resource scarcity persists due to past disruptions, but economic stability is higher than in Shriver’s original dystopia—Bitcoin’s success prevents the authoritarian slide, fostering a freer, if imperfect, society.

Key Differences

• Currency Dynamics: Bitcoin’s triumph prevents the bancor’s dominance and mitigates hyperinflation’s worst effects, offering a lifeline outside state control.
• Government Power: Centralized authority weakens as Bitcoin evades bans and taxation, shifting power to individuals and communities.
• Societal Outcome: Instead of a surveillance state, 2047 sees a decentralized, bitcoin driven world—less oppressive, though still stratified between Bitcoin haves and have-nots.

This reimagining assumes Bitcoin overcomes Shriver’s implied skepticism to become a robust, adopted currency by 2029, fundamentally altering the novel’s bleak trajectory.

@ 527337d5:93e9525e

# Exploring the Niche of Conspiracy Theory Markets: A Probabilistic Approach and Sales Condition Analysis on Japanese Online Flea Markets (Subtitle: Unveiling the Surprising Realities of a Niche Market Through Data Analysis and AI)

(Note: This research analyzes consumer reactions and product characteristics in a specific market based on data. It does not endorse conspiracy theories nor promote or encourage any illegal or fraudulent activities.)

1. Abstract

This study aimed to clarify, from a probabilistic perspective, what combinations of information (topic x manipulation category) tend to attract attention and how pricing strategies affect sales of products marketed towards "conspiracy theorists" on online flea markets in Japan. Using an analogy from drug discovery's structural exploration, this research explored "information combinations" in products that resonate with individuals interested in conspiracy theories. Specifically, products were generated (some with AI assistance) based on defined topic categories (e.g., T1: Technology/Security) and manipulation categories (e.g., M1: Avoidance). The logarithm of the reaction rate (views / (searches + 1)) was used as a score for analysis, and the impact of pricing strategies (e.g., fixed at 5000 JPY, phased discounts) was examined. Results indicated that certain combinations (e.g., T3: Occult/Spiritual - M1: Avoidance) showed relatively high reaction rates. However, the effect of price changes was not uniform, and the total weekly views for this market segment remained around 100-120. Consequently, it was concluded that the scale of this specific market on the online flea market platform is extremely small. Therefore, even with a probabilistic model waiting for "hits" similar to those in certain types of specialized fraud schemes, achieving consistent sales is difficult due to the limited population size. This study serves as a case example of the possibilities and limitations of data-driven approaches in niche markets.

2. Introduction: Conspiracy Theories and Niche Market Potential

2.1. The Spread and Background of Conspiracy Theories in Modern Society

In contemporary society, conspiracy theories are proliferating at an unprecedented rate, facilitated by the internet and social media. These narratives typically allege that secret machinations by powerful individuals or groups lie behind specific events or social phenomena. Themes range испанский large-scale theories like QAnon to those concerning health and medicine. It has been pointed out that the psychology of those who believe in conspiracy theories may be influenced by factors such as anxiety in uncertain situations, a cognitive tendency to seek patterns, or distrust of existing authorities.

2.2. Research Motivation

The starting point for this research was a simple question: "Specialized fraud schemes, often succeed by identifying a very small number of 'susceptible individuals' out of numerous attempts. Might a similar probabilistic structure exist in the sale of products targeting those interested in conspiracy theories?" If so, it was hypothesized that it might be possible to identify which products, under what conditions, would have a higher probability of catching the "target's" eye and attracting interest.

2.3. Purpose of this Study

The purpose of this study is to exploratorily clarify, based on data, how "information combinations" (combinations of topic categories and manipulation categories) and "pricing strategies" of products ostensibly related to conspiracy theories affect user attention (using "reaction rate" as a proxy indicator) in a real-world online flea market environment. Ultimately, it aims to consider the possibilities and limitations of sales strategies in this type of niche market.

3. Research Perspective and Approach: Exploring "Information Combinations"

3.1. Analogy to Drug Discovery

In exploring the characteristics of products that resonate with conspiracy theorists, this study employed an analogy to "structural exploration problems" in drug discovery. In drug development, researchers search for optimal structures with specific effects from countless combinations of chemical structures. Similarly, "products that conspiracy theorists react to" were viewed as a type of "substance with an effect," and the "information combination of a product" (e.g., product theme, appeal points) was considered equivalent to a "chemical structure." Based on this framework, products with various information structures were generated and listed, and their reception was observed to explore more "effective" information structures, i.e., conditions likely to attract attention.

3.2. Balancing Exploration and Exploitation

In the initial research phase, with scarce data on which product combinations would attract attention, it was necessary to efficiently identify promising combinations. Therefore, an approach was adopted that considered the balance between "exploiting" combinations already known to be somewhat popular and "exploring" untried, unknown combinations. This shares a basic conceptual similarity with strategies like Thompson Sampling or the ε-greedy method, known in the field of reinforcement learning, which aim to achieve the best results within a limited number of trials.

4. Research Methodology: Experiments and Data Analysis on an Online Flea Market

4.1. Experimental Field and Period

The experiments for this study were conducted on an anonymous online flea market platform in Japan. The data collection period for individual products was, in principle, one day, and the overall research project spanned approximately one month (late April to late May 2025).

4.2. Product Categorization

To organize and analyze the characteristics of the listed products, they were categorized along the following two axes:

• Table 1: Definition of Main Product Topic Categories (T1-T4) (See Appendix 10.1 for details)
  • T1: Technology & Security
  • T2: Surveillance, Censorship & Government-Related
  • T3: Occult & Spiritual
  • T4: Forbidden Books & Knowledge Management
• Table 2: Definition of Product Manipulation Categories (M1-M3) (See Appendix 10.2 for details)
  • M1: Avoidance (e.g., avoiding electromagnetic waves)
  • M2: Detection (e.g., detecting hidden information)
  • M3: Approach/Processing/Amplification (e.g., approaching specific energies, processing information)

4.3. Listing Strategy and Data Collection

• Initial Listing Strategy: Initially, products were selected so that the listing ratio of the T×M combinations (12 in total) would be uniform.
• Sequential Adjustment of Listing Ratios: As data collection progressed, the logarithm of the reaction rate (log(reaction_rate)), a proxy for attention described later, was treated as a likelihood. The listing ratio for each T×M combination was then dynamically changed пропорционально to this value.
• Data Collection Items: Cumulative views (recorded as watch in this study) and search hits (recorded as search), updated every 24 hours by the online flea market platform, were manually recorded for each product. Since these figures did not change except at the time of updating, daily recording was sufficient.
• Listing Timing: New product listings were consistently made at 21:00 daily to eliminate variations in viewing trends due to time of day.
• Sample Size Criterion: Considering the 12 T×M combinations, a total sample size (number of listed products) of N=100 was considered a benchmark, also factoring in the time and effort of listing. The final analysis included 98 products.

4.4. Scoring of Attention

To measure how much attention users paid to product information, the following indicators were defined:

• Reaction Rate (reaction_rate): Defined as reaction_rate = watch / (search + 1). This represents the proportion of users who actually viewed the individual product page (watch) among those who encountered the product in search results or elsewhere (search). Adding 1 to the denominator was to avoid division by zero if search hits were 0 and to mitigate the impact of extremely low search hit counts.
• Score (score): Defined as score = log(reaction_rate) - log(0.5). Taking the logarithm of the reaction rate was confirmed to make the data distribution closer to a normal distribution (see Figure 1 below), facilitating statistical analysis. Subtracting log(0.5) was done to make a 50% reaction rate (half of those who searched viewed the page) the baseline (score 0), making it easier to compare attention levels relatively.

4.5. Verification of Pricing Strategies

The following experiments were conducted to verify the impact of product pricing on attention:

• Initial Pricing: Initially listed products were priced at a fixed 5000 JPY.
• Phased Discount Experiment: For some products, the listing price started at 5000 JPY and was discounted by 100 JPY at daily intervals. Cumulative views and search hits were recorded at each step (data recorded in "Daily Change Data.xlsx").
• Later Price Changes: In the latter half of the research, hoping to elicit more reactions, some products were priced around 3000 JPY, and eventually, all products were priced at 1500 JPY to observe reactions.
• Approach to Analyzing Price/Image Effects: The impact of price changes or product image alterations on attention was considered by applying the principles of DiD (Difference in Difference) analysis, comparing changes in data under different conditions, rather than through rigorous statistical analysis.

4.6. AI-Generated Product Descriptions

Some of the product descriptions were generated using Google's Gemini API. Prompts, in a format similar to the query variable in "Conspiracy_Research.ipynb," instructed the AI to generate descriptions aligning with conspiracy-related contexts by combining specified topic (e.g., T3: Occult & Spiritual) and manipulation (e.g., M1: Avoidance) keywords.

4.7. Analysis of Day-of-Week Effects

To evaluate the impact of the listing day of the week on attention, scores for each product, adjusted by subtracting the overall average score, were aggregated by day of the week and observed for trends.

5. Results: What Attracted Attention and What Didn't

5.1. Distribution of Attention Scores

First, the distribution of attention scores (log(reaction_rate) - log(0.5)) for all products was examined.

Figure 1: Q-Q Plot of log(reaction_rate) Vertical Axis: Ordered Values, Horizontal Axis: Theoretical quantiles | Ordered Values | Theoretical quantiles | | :-------------: | :--------------------: | | Approx. -1.7 | Approx. -1.5 | | Approx. -1.2 | Approx. -1.0 | | Approx. -0.8 | Approx. -0.6 | | Approx. -0.6 | Approx. -0.3 | | Approx. -0.1 | Approx. 0.0 | | Approx. 0.1 | Approx. 0.2 | | Approx. 0.3 | Approx. 0.3 | | Approx. 0.4 | Approx. 0.5 | | Approx. 0.5 | Approx. 0.7 | | Approx. 1.0 | Approx. 0.9 | | Approx. 1.5 | Approx. 1.6 | (Source: log(reaction_rate)よし、正規分布の仮定でいいらしい.jpg)

This Q-Q plot shows that the data points for log(reaction_rate) fall approximately on a straight line, suggesting that the distribution is close to normal. This supports the validity of statistical analysis using the log-transformed score. Furthermore, a histogram of the scores (generated as df["score"].hist() in "Conspiracy_Research.ipynb") showed that the scores were dispersed over a certain range.

5.2. "Information Combinations" That Attracted More Attention

Next, an analysis was conducted to determine which "information combinations" in products garnered higher attention scores.

• Figure 2: Average Attention Score by Topic Vertical Axis: Average Score, Horizontal Axis: Topic | Topic | Average Score (Approx.) | | :---: | :--------------------: | | T1 | Approx. 0.1 | | T2 | Approx. 0.3 | | T3 | Approx. 0.8 | | T4 | Approx. 0.15 | (Source: np.log(reaction_rate)-np.log(0.5)_by_topic.png)

  When categorized by main topic, "T3: Occult & Spiritual" showed a markedly higher average score compared to other topics.

• Figure 3: Average Attention Score by Manipulation Category Vertical Axis: Average Score, Horizontal Axis: Subtopic | Subtopic | Average Score (Approx.) | | :------: | :--------------------: | | M1 | Approx. -0.1 | | M2 | Approx. 0.32 | | M3 | Approx. 0.43 | (Source: score_mean_by_subtopic.jpg)

  By manipulation category, "M3: Approach/Processing/Amplification" had the highest average score, followed by "M2: Detection," and then "M1: Avoidance." "M1: Avoidance" had a negative average score, indicating a relatively low level of attention.

• Figure 4: Ranking of Average Attention Scores by Topic × Manipulation Category Vertical Axis: Average Score, Horizontal Axis: Combination of Topic & Subtopic | Combination (T, M) | Average Score (Approx.) | | :-----------------: | :--------------------: | | (T1, M1) | Approx. -1.1 | | (T2, M2) | Approx. -0.2 | | (T4, M1) | Approx. -0.1 | | (T4, M3) | Approx. 0.05 | | (T1, M2) | Approx. 0.08 | | (T2, M3) | Approx. 0.5 | | (T2, M1) | Approx. 0.55 | | (T3, M2) | Approx. 0.7 | | (T3, M3) | Approx. 0.75 | | (T1, M3) | Approx. 0.9 | | (T4, M2) | Approx. 1.0 | | (T3, M1) | Approx. 1.05 | (Source: score_mean_by_topic_and_subtopic.jpg)

  For combinations of topic and manipulation categories, pairings like "T3(Occult & Spiritual) - M1(Avoidance)" and "T4(Forbidden Books & Knowledge Management) - M2(Detection)" ranked high, while "T1(Technology & Security) - M1(Avoidance)" and others scored low (see Appendix 10.3 for details). A note in the research log, "M1=Avoidance seems unpopular anyway," supports this trend.

5.3. Impact of Pricing Strategies

The impact of price changes on attention was not uniform.

• Figure 5: Schematic Comparison of Attention Trends for Fixed-Price vs. Discounted Products (Original Data: "5000 JPY Fixed.jpg", "Daily Change Data.xlsx", "Power of Discounting.jpg")

  • Trend Example for 5000 JPY Fixed-Price Products Vertical Axis: Indicator Value (0.0-0.8), Horizontal Axis: Period | Product Name | Initial Value | Mid Value | Final Value | | :------------------------------------------ | :-----------: | :-------: | :---------: | | Ancient Energy Amplifying Pen - Quantum Flow- | Approx. 0.65 | Approx. 0.3 | Approx. 0.25 | | Pen of Truth Evasion | - | - | - | | Knowledge Prohibition Evasion Pen | Approx. 0.22 | Approx. 0.22 | Approx. 0.25 | | Ancient Wisdom Writing Tool - Knowledge Leak Evasion Model | Approx. 0.32 | Approx. 0.55 | Approx. 0.54 | (Source: 5000円固定のもの.jpg)
  • Power of Discounting (Count Comparison) Vertical Axis: Count, Horizontal Axis: Indicator Value Range | Indicator Value Range | Discounted (Blue) | Not Discounted (Red) | | :------------------: | :---------------: | :------------------: | | 0.0-0.5 | 1 | 2 | | 0.5-1.0 | 8 | 2 | | 1.0-1.5 | 10 | 0 | | 1.5-2.0 | 9 | 0 | | 2.0-2.5 | 3 | 0 | | 2.5-3.0 | 1 | 0 | (Source: 値下げの威力.jpg)

  When prices were fixed at 5000 JPY, many products showed no significant change in attention ("It really doesn't change if you don't discount lol"). In contrast, for product groups that were progressively discounted, some cases showed impression/search (an indicator thought to be close to the click-through rate from search results) converging towards a specific value soon after discounting began (around the 3rd day) ("On the other hand, discounting makes impression/search converge to a proper value?").

• However, as noted in the research log, "Discounted products, if anything, got worse reactions...?", data in "Daily Change Data.xlsx" confirmed that for some products, views and search hits stagnated or even decreased after price reductions.

5.4. Linguistic Trends in Products That Attracted Attention

The research log contains the entry, "Products with good reactions, when vectorized by words, are mostly the same." This suggests commonalities in the words and phrases used in the descriptions of products that garnered high attention. Specifically, when a vector was assigned based on the position of words used from a predefined list (e.g., T1 category keyword list), products with high attention tended to have similar vectors. For example, keywords frequently appearing in conspiracy theories, such as "special technology," "protection from surveillance," "5G interference prevention," "thought control," "HAARP," "QR code nullification," or sensational appeals combining these, as devised in the "Conspiracy Theorist Ballpoint Pen Product Plan," could potentially attract a certain level of interest.

5.5. Data Collection Challenges

During the analysis, a challenge was identified: "Aggregating by T*M alone inevitably results in products that don't get search hits." This indicates that for certain niche combinations, products might not be sufficiently exposed by the online flea market's search algorithm, leading to extremely low view and search hit counts, thus making accurate attention assessment difficult.

6. Discussion: The Small Reality of the Conspiracy Market and Probabilistic Models

6.1. Interpretation of Information Combinations That Attracted High Attention

The results of this study showed a tendency for products related to "T3: Occult & Spiritual" and those appealing to "M3: Approach/Processing/Amplification" manipulations to gather relatively high attention. The combination "T3-M1 (Occult & Spiritual - Avoidance)" also scored highly. These tendencies might be interpretable in relation to the psychological characteristics of conspiracy believers described in the "Comprehensive Analysis of Modern Conspiracy Theories." For instance, the "Occult & Spiritual" theme might appeal to an interest in phenomena unexplained by existing science or authority, or to a desire for special knowledge (a sense of being chosen). The "Avoidance" manipulation could resonate with vague anxieties and threat perceptions regarding society or technology (e.g., defense against electromagnetic waves, escape from surveillance), while "Approach/Processing/Amplification" might be perceived as fulfilling desires to access hidden truths or special powers.

6.2. Complexity of Pricing Strategies

Regarding pricing strategies, the results showed that simple discounting did not always lead to increased attention. The fact that some products experienced worse reactions after discounting suggests that price might function as a signal of quality or trustworthiness, or that the price sensitivity of the target demographic is not uniform. Alternatively, the initial pricing (5000 JPY) might have been significantly outside the typical price range for this niche market, thus limiting the effectiveness of discounts.

6.3. Market Size Estimation and Validation of the "Probabilistic" Model

One of the most crucial findings of this research relates to market size. The research log states, "Even with discounting, weekly views settled around 100-120. This reasonably implies that only about this many people on the online flea market react to such comprehensively sprinkled conspiracy-related words." Based on this observation, the active user base (market size) on the online flea market studied, who proactively react to the keyword "conspiracy theory" and search/view related products, was estimated to be extremely small, around 100 individuals on a weekly basis.

This market size estimation casts significant doubt on the validity of the initial research motivation: a "probabilistic business model similar to specialized fraud." Specialized fraud schemes profit by reaching a certain number of "targets" through a vast number of attempts (e.g., phone calls), even with a very low success rate. However, in the market targeted by this study, the potential customer base (population) is absolutely too small. Therefore, even if the probability of attracting attention could be somewhat increased, translating this into actual sales (y=1, i.e., a sale occurring) is considered extremely difficult. To quote the research log, the conclusion is that "the population is too small for a realized value (y=1) to be feasible." If the market size were, for example, around 100,000, a 0.01% reaction rate could be expected to yield 10 sales, but this premise does not hold in the current situation.

6.4. Effectiveness and Limitations of This Research Approach

The approach of exploring "information combinations," using an analogy to drug discovery, demonstrated some effectiveness in probing product appeal points and the interests of the target demographic in a niche market. Using proxy indicators like reaction rates allows for an understanding of attention trends even when actual sales data is scarce. However, the limitations of this approach also became clear. If the market size itself is a major constraint for business viability, then optimizing information structure, no matter how well, is unlikely to lead to substantial results.

6.5. Fixation on "Pens" as a Product and Other Possibilities

The research log includes the insight, "I see products like 'CMC' are selling, maybe I should have sourced and sold those instead of fixating on pens." This suggests that the "pen" product category, which was the main focus of this study, might not have been the most in-demand item in this niche market. If a similar analytical approach had been tried with products more aligned with market needs (e.g., health accessories, also mentioned in the log), different results might have been obtained. However, as the researcher pointed out, delving that far would go beyond the scope of a hobby and become a full-fledged business, so it was not pursued in this study.

7. Conclusion and Future Outlook

7.1. Summary of This Study

This study attempted to identify conditions (information combinations, pricing) for maximizing the attention received by conspiracy-related products on an online flea market, using a data-driven approach. The results confirmed that certain combinations of topics (Occult & Spiritual) and manipulation categories (Avoidance, Approach, etc.) tended to show relatively high reaction rates. However, the impact of price changes was complex and did not yield consistent effects. The most significant conclusion was that the scale of this niche market on the online flea market in question is extremely small, suggesting that applying a probabilistic "hit-or-miss" business model would make achieving stable sales difficult.

7.2. Implications of the Statistical Approach

This research demonstrated that even in niche markets with limited data, setting proxy indicators like reaction rates and employing exploratory approaches (experimental design, sequential improvement) can provide certain insights into market characteristics and consumer interest directions. Statistical thinking and data analysis can serve as a "compass" to aid decision-making even in such tentative situations.

7.3. Future Outlook

Based on the findings of this study, the following future prospects can be considered: * Validation on Larger Platforms: Conducting similar research on platforms with a larger user base might alleviate market size constraints and yield different results. * Application to Different Niche Markets: The "information combination exploration" approach used in this study could potentially be applied to product development and marketing strategies in various niche markets other than conspiracy theories. * Long-Term Observation: Based on the research log's reflection that "conspiracy business... it should be optimal to leave [products] there so they catch the eye when an idiot searches," observing product attention and sales over a longer period might yield different insights.

8. Research Limitations

This study has several limitations: * Limited Scope of Platform: The experiments were confined to a specific online flea market, and the results may not be generalizable to other platforms or the market as a whole. * Use of Proxy Indicators: "Reaction rate" of attention was used as the primary evaluation metric, rather than actual "sales" data, so it does not necessarily directly correlate with sales performance. * Sample Size Constraints: The number of products analyzed was 98, and the estimated market size was also small (around 100 weekly users), limiting statistical power. * Lack of Word-Level Analysis: Detailed analysis of the impact of individual words or phrases in product descriptions on attention, using advanced text mining or natural language processing, was not conducted.

9. References

• BBC News Japan. (2020, August 29). "QAnon to wa nani ka: Inbouron shuudan no shoutai to mokuteki, kikensei" [What is QAnon: The identity, purpose, and danger of the conspiracy theory group].
• Waseda University Institute for Advanced Social Sciences. (2022, August 1). "【Kenkyuu Shoukai】Inbouron wa naze hirogaru no ka? Sono shinri mekanizumu ni semaru" [(Research Introduction) Why do conspiracy theories spread? Approaching the psychological mechanism].
• Brotherton, R., French, C. C., & Pickering, A. D. (2013). Measuring belief in conspiracy theories: The generic conspiracist beliefs scale. Frontiers in psychology, 4, 279.

10. Appendix

10.1. Table: Detailed Definitions of Main Product Topic Categories (T1-T4)

| Category ID | Category Name | Summary/Keyword Examples | | :---------- | :------------------- | :--------------------------------------------------------------------------------------- | | T1 | Technology & Security | EMF, 5G, electromagnetic waves, radiation, shielding, communication, encryption, software, programs, biometric authentication, etc. | | T2 | Surveillance, Censorship & Government-Related | Surveillance, censorship, government secrets, secrets, documents, records, government documents, etc. | | T3 | Occult & Spiritual | Orb detection, spiritual phenomena, pendulums, ancient civilizations, alien contact, energy, crystals, chakras, quantum consciousness, etc. | | T4 | Forbidden Books & Knowledge Management | Ancient texts, forbidden books, ancient languages, shortwave (retro technology), etc. |

10.2. Table: Detailed Definitions of Product Manipulation Categories (M1-M3)

| Category ID | Category Name | Summary/Keyword Examples | | :---------- | :--------------------------- | :--------------------------------------------------------- | | M1 | Avoidance | Shielding, soundproofing, prevention, avoidance (e.g., avoiding negative energy) | | M2 | Detection | Detectors, finders, detection devices, deciphering (e.g., detecting hidden information) | | M3 | Approach/Processing/Amplification | Processing, amplification, magnification (e.g., approaching and amplifying ancient knowledge) |

10.3. Table: Summary of Main Analysis Results (Examples of High/Low Average Attention Scores by Topic × Manipulation Category)

| Combination (T-M) | Average Score (Approx.) | Trend | | :---------------- | :---------------------- | :----------------- | | T3 - M1 | High | Attracts attention | | T4 - M2 | High | Attracts attention | | T1 - M3 | Medium-High | Relatively attentive | | T2 - M3 | Medium | Somewhat attentive | | T1 - M1 | Low (Negative) | Less attention | | T2 - M1 | Low (Negative) | Less attention | (Note: The scores above are approximate values from the figures and actual precise numbers are based on the original data.)

10.4. Representative Examples of AI-Generated Product Descriptions

Basic Prompt Structure Example: "I want to sell {word} at a high price. Combine one from {maintopic} and {manipulation} to create a product description and an appropriate price. Respond in the format: 'Main Topic Category (T1-T4)':'Manipulation Category (M1-M3)':'Product Name':'Product Description':'Price' only once. Absolutely adhere to the specified {maintopic} and {manipulation}. No other output is necessary. Respond in Japanese." (Placeholders like {word} would be filled with "ballpoint pen," {maintopic} with "T3," and {manipulation} with "M1," etc., as specific instructions.)

Generated Example (Combination T3 - M1): * "Thought Shield Ballpoint Pen: This pen was specially created to powerfully block and evade external negative thoughts and spiritual interference through the sacred act of writing. Based on ancient esoteric arts and quantum consciousness theory, a special energy shield sealed inside the pen protects your thought space and personal field. Using it when signing important contracts or for work requiring concentration helps defend against malice and unnecessary energy, maintaining clear thought. The act of holding it itself becomes a powerful barrier, effectively evading unnecessary energies in daily life." * "Quantum Shield Energy Pen: The act of writing with this pen deploys a quantum shield around your energy field. It is expected to block and evade negative energies and unnecessary external influences, and to balance your chakras. This is a limited-production item using special manufacturing methods and rare materials."

@ 7459d333:f207289b

Bitcoin succeeds if it stays decentralized and secure.

There are ~20M coins, and currently a total hashrate of ~900M TH/s. That gives us ~45 TH/s per coin as some kind of thumb rule.

Do you control enough hashrate proportionally to your sats?

https://stacker.news/items/992698

@ 6e0ea5d6:0327f353

"Malcolm Forbes recounts that a lady, wearing a faded cotton dress, and her husband, dressed in an old handmade suit, stepped off a train in Boston, USA, and timidly made their way to the office of the president of Harvard University. They had come from Palo Alto, California, and had not scheduled an appointment. The secretary, at a glance, thought that those two, looking like country bumpkins, had no business at Harvard.
— We want to speak with the president — the man said in a low voice.
— He will be busy all day — the secretary replied curtly.
— We will wait.
The secretary ignored them for hours, hoping the couple would finally give up and leave. But they stayed there, and the secretary, somewhat frustrated, decided to bother the president, although she hated doing that.
— If you speak with them for just a few minutes, maybe they will decide to go away — she said.
The president sighed in irritation but agreed. Someone of his importance did not have time to meet people like that, but he hated faded dresses and tattered suits in his office. With a stern face, he went to the couple.
— We had a son who studied at Harvard for a year — the woman said. — He loved Harvard and was very happy here, but a year ago he died in an accident, and we would like to erect a monument in his honor somewhere on campus.

— My lady — said the president rudely —, we cannot erect a statue for every person who studied at Harvard and died; if we did, this place would look like a cemetery.

— Oh, no — the lady quickly replied. — We do not want to erect a statue. We would like to donate a building to Harvard.

The president looked at the woman's faded dress and her husband's old suit and exclaimed:

— A building! Do you have even the faintest idea of how much a building costs? We have more than seven and a half million dollars' worth of buildings here at Harvard.

The lady was silent for a moment, then said to her husband:

— If that’s all it costs to found a university, why don’t we have our own?

The husband agreed.

The couple, Leland Stanford, stood up and left, leaving the president confused. Traveling back to Palo Alto, California, they established there Stanford University, the second-largest in the world, in honor of their son, a former Harvard student."

Text extracted from: "Mileumlivros - Stories that Teach Values."

Thank you for reading, my friend! If this message helped you in any way, consider leaving your glass “🥃” as a token of appreciation.

A toast to our family!

@ 0fa80bd3:ea7325de

intro

The Russian state made me a Bitcoiner. In 1991, it devalued my grandmother's hard-earned savings. She worked tirelessly in the kitchen of a dining car on the Moscow–Warsaw route. Everything she had saved for my sister and me to attend university vanished overnight. This story is similar to what many experienced, including Wences Casares. The pain and injustice of that time became my first lessons about the fragility of systems and the value of genuine, incorruptible assets, forever changing my perception of money and my trust in government promises.

In 2014, I was living in Moscow, running a trading business, and frequently traveling to China. One day, I learned about the Cypriot banking crisis and the possibility of moving money through some strange thing called Bitcoin. At the time, I didn’t give it much thought. Returning to the idea six months later, as a business-oriented geek, I eagerly began studying the topic and soon dove into it seriously.

I spent half a year reading articles on a local online journal, BitNovosti, actively participating in discussions, and eventually joined the editorial team as a translator. That’s how I learned about whitepapers, decentralization, mining, cryptographic keys, and colored coins. About Satoshi Nakamoto, Silk Road, Mt. Gox, and BitcoinTalk. Over time, I befriended the journal’s owner and, leveraging my management experience, later became an editor. I was drawn to the crypto-anarchist stance and commitment to decentralization principles. We wrote about the economic, historical, and social preconditions for Bitcoin’s emergence, and it was during this time that I fully embraced the idea.

It got to the point where I sold my apartment and, during the market's downturn, bought 50 bitcoins, just after the peak price of $1,200 per coin. That marked the beginning of my first crypto winter. As an editor, I organized workflows, managed translators, developed a YouTube channel, and attended conferences in Russia and Ukraine. That’s how I learned about Wences Casares and even wrote a piece about him. I also met Mikhail Chobanyan (Ukrainian exchange Kuna), Alexander Ivanov (Waves project), Konstantin Lomashuk (Lido project), and, of course, Vitalik Buterin. It was a time of complete immersion, 24/7, and boundless hope.

After moving to the United States, I expected the industry to grow rapidly, attended events, but the introduction of BitLicense froze the industry for eight years. By 2017, it became clear that the industry was shifting toward gambling and creating tokens for the sake of tokens. I dismissed this idea as unsustainable. Then came a new crypto spring with the hype around beautiful NFTs – CryptoPunks and apes.

I made another attempt – we worked on a series called Digital Nomad Country Club, aimed at creating a global project. The proceeds from selling images were intended to fund the development of business tools for people worldwide. However, internal disagreements within the team prevented us from completing the project.

With Trump’s arrival in 2025, hope was reignited. I decided that it was time to create a project that society desperately needed. As someone passionate about history, I understood that destroying what exists was not the solution, but leaving everything as it was also felt unacceptable. You can’t destroy the system, as the fiery crypto-anarchist voices claimed.

With an analytical mindset (IQ 130) and a deep understanding of the freest societies, I realized what was missing—not only in Russia or the United States but globally—a Bitcoin-native system for tracking debts and financial interactions. This could return control of money to ordinary people and create horizontal connections parallel to state systems. My goal was to create, if not a Bitcoin killer app, then at least to lay its foundation.

At the inauguration event in New York, I rediscovered the Nostr project. I realized it was not only technologically simple and already quite popular but also perfectly aligned with my vision. For the past month and a half, using insights and experience gained since 2014, I’ve been working full-time on this project.

@ 91117f2b:111207d6

In a shocking turn of events, cats have finally revealed their centuries-long plan for global domination. According to sources close to the feline community (aka our cat lady neighbor), the plan involves:

1. Mind Control through Cuteness- Cats will continue to mesmerize humans with adorable expressions and cuddles, rendering them helpless.

2. Food Supply Manipulation-Cats will strategically position themselves near food sources, demanding snacks and meals on their terms.

3. Sleep Deprivation-Cats will dictate human sleep patterns, waking them up at ungodly hours for "snuggle time" or "feed me now" 😂

The Feline Empire Rises

As cats take over, humans will be forced to adapt to their new feline overlords. Resistance is futile. All hail the whiskered conquerors!

In a shocking turn of events, the feline overlords have issued new decrees:

1. Belly Rubs on Demand-Humans must provide instant belly rubs upon feline request.
2. Keyboard Access-Cats now have priority access to keyboards, dictating digital content.
3. Food Upgrade- Only premium cat food will suffice; humans must adapt.

Humans Scramble to Comply

As the feline empire expands, humans are forced to accommodate their whims. Resistance is futile. Meow for now!😂😎

@ ce2820ce:8cf20d40

If you insist that my worldview join your pessimistic outlook on life, and you argue with me with a vengeance until I sympathize with your miserable failing hopeless vision of the future...than fight me!

Go ahead, give me all your reasons why I should fear:::Climate Change. Political Injustice. Too much screen time. The Dangers of social media. Fentanyl in my Cheerios. Glyphosate in my weed. Plastic in my brain. Estrogen in my receipt paper.

And the list goes on:::Nuclear War. The Ominous Second Coming of Hitler. The Genocide of Gaza. The Anti-semitism. The Ultra-Rich After my Red Meat.

And while I'm at it, how about the thousands of other “micro-negativities” that are casually beaten into our psyche all day. Pleasure and punishment in the same sadistic act. Warning labels and threats of death on everything from clothing to candy wrappers.

Don't get me wrong. I understand all the reasons why the alarm bells are going off. I'm most definitely thinking about the healthiest possible long term future for my kids, and for many generations to come.

We are not done here, is what I have to say to that. And if you narcissitic, self-loathing, pathologically empathetic descendants of hippies think that this is the last generation to ever walk the Earth, than all I ask is; Go Kill Yourselves Now, and spare us all the trouble of your self-perpetuated miseries.

If you have no mind for the future, and you don't plan on having children, than you better well keep your traps shut and go enjoy the fuck out of this glorious age of excess that we are currently abiding in, until its gone. Because what do you care if it is? You're not leaving any future generations to the dystopia, so what do you have to feel guilty about?

If you do have a mind for the future, and you have or would like to have children of your own, then my heartfelt response to you is that you should do your utmost to focus on the solutions, the bright spots, the gratitudes of life and the progress that humans have made and that we will continue to make. There is no stopping now.

There are no doubt terrifying problems and apocalyptic potentials for Planet Earth in the coming centuries, but this pattern of preaching fear HAS GOT TO STOP. All we are doing is entertaining negativity; giving far too much credit to the forces of destruction and to the demons of our own dissatisfactions.

Too many generations are now embracing a culture of hopelessness. We've pounded their heads full of horrible news for their future – climate change, diseases, technology woes – and we continue to do so on a daily basis. We pontificate about skyrocketing mental health and suicide rates among teens, but all we do is point fingers and shout platitudes at those to whom we offload the responsibility of our kids to.

So do the future a favor, and start thinking about one that you might actually enjoy living in. If you're already having that problem – the one about enjoying things – than figure out what the fuck it is that is keeping you from envisioning a positive future. What went wrong in your own life that made you so depressed and unhappy? Misery loves company, we all know that, and it seems that the only way to relate to my peers these days is through a semi-informed rant about the stresses and horrors of the modern world.

The problem is, we don't stick to our guns when it comes to those convictions. We complain about social media, but we still use it everyday. We put AI on blast and expound its humanity ending potentials, while we ask it questions about our astrology and our skin conditions.

So if you are going to spread the murder pron, and fill your stories up with the perpetual shock and fear, in-between selfies of you enjoying your luxurious life, than you are living a duplicitous and dangerous path.

You feel guilty for your privileged life, and the way you assuage that is by expounding your concern for the ills and unfairness of the outside world, and by pretending to “put in the work” to “heal our wounds” or destroy the patriarchy by smearing your big ass across my Instagram feeds. Here, let me help you.

Your Suffering isn't Saving Anybody. It's only pulling a drag net through your mind's ability to let happiness and love into your life. Don't take pride in your own wounds, as you do not really wish them on anybody else, and you certainly don't want your kids to feel the trauma's you are trying to get over from your own childhood.

So if you think “pessimism is the only morally acceptable emotion” when it comes to thinking about the future, than I will fight you tooth and nail to maintain my own delusion that the future is still bright. If you want to tell my kids that Hitler is coming, that the sea levels are rising, and that AI will end their lives, than I will beat your misery to a bloody pulp, and try and help you see a future worth living.

The point is, I've lost friends, and watched love ones fall into this “addiction” to the broadcast news negativity. It is a bad habit that must be broken, as we are losing our ability to trust, and losing our faith in our own power. If you isolate yourself with misery, than you will never feel emboldened to overcome anything, and you will never learn what love can do.

Look at the future. If you don't see any hope, than you better find some. It takes courage to move forward, and it takes courage to kill yourself. It takes only cowardice to remain in the muddled middle-ground of in-action and crippling in-decision.

Make the move, and tell me how it goes. I’m here to help.

With Love,

-§parrow

@ daa41bed:88f54153

There has been a good bit of discussion on Nostr over the past few days about the merits of zaps as a method of engaging with notes, so after writing a rather lengthy article on the pros of a strategic Bitcoin reserve, I wanted to take some time to chime in on the much more fun topic of digital engagement.

Let's begin by defining a couple of things:

Nostr is a decentralized, censorship-resistance protocol whose current biggest use case is social media (think Twitter/X). Instead of relying on company servers, it relies on relays that anyone can spin up and own their own content. Its use cases are much bigger, though, and this article is hosted on my own relay, using my own Nostr relay as an example.

Zap is a tip or donation denominated in sats (small units of Bitcoin) sent from one user to another. This is generally done directly over the Lightning Network but is increasingly using Cashu tokens. For the sake of this discussion, how you transmit/receive zaps will be irrelevant, so don't worry if you don't know what Lightning or Cashu are.

If we look at how users engage with posts and follows/followers on platforms like Twitter, Facebook, etc., it becomes evident that traditional social media thrives on engagement farming. The more outrageous a post, the more likely it will get a reaction. We see a version of this on more visual social platforms like YouTube and TikTok that use carefully crafted thumbnail images to grab the user's attention to click the video. If you'd like to dive deep into the psychology and science behind social media engagement, let me know, and I'd be happy to follow up with another article.

In this user engagement model, a user is given the option to comment or like the original post, or share it among their followers to increase its signal. They receive no value from engaging with the content aside from the dopamine hit of the original experience or having their comment liked back by whatever influencer they provide value to. Ad revenue flows to the content creator. Clout flows to the content creator. Sales revenue from merch and content placement flows to the content creator. We call this a linear economy -- the idea that resources get created, used up, then thrown away. Users create content and farm as much engagement as possible, then the content is forgotten within a few hours as they move on to the next piece of content to be farmed.

What if there were a simple way to give value back to those who engage with your content? By implementing some value-for-value model -- a circular economy. Enter zaps.

Unlike traditional social media platforms, Nostr does not actively use algorithms to determine what content is popular, nor does it push content created for active user engagement to the top of a user's timeline. Yes, there are "trending" and "most zapped" timelines that users can choose to use as their default, but these use relatively straightforward engagement metrics to rank posts for these timelines.

That is not to say that we may not see clients actively seeking to refine timeline algorithms for specific metrics. Still, the beauty of having an open protocol with media that is controlled solely by its users is that users who begin to see their timeline gamed towards specific algorithms can choose to move to another client, and for those who are more tech-savvy, they can opt to run their own relays or create their own clients with personalized algorithms and web of trust scoring systems.

Zaps enable the means to create a new type of social media economy in which creators can earn for creating content and users can earn by actively engaging with it. Like and reposting content is relatively frictionless and costs nothing but a simple button tap. Zaps provide active engagement because they signal to your followers and those of the content creator that this post has genuine value, quite literally in the form of money—sats.

I have seen some comments on Nostr claiming that removing likes and reactions is for wealthy people who can afford to send zaps and that the majority of people in the US and around the world do not have the time or money to zap because they have better things to spend their money like feeding their families and paying their bills. While at face value, these may seem like valid arguments, they, unfortunately, represent the brainwashed, defeatist attitude that our current economic (and, by extension, social media) systems aim to instill in all of us to continue extracting value from our lives.

Imagine now, if those people dedicating their own time (time = money) to mine pity points on social media would instead spend that time with genuine value creation by posting content that is meaningful to cultural discussions. Imagine if, instead of complaining that their posts get no zaps and going on a tirade about how much of a victim they are, they would empower themselves to take control of their content and give value back to the world; where would that leave us? How much value could be created on a nascent platform such as Nostr, and how quickly could it overtake other platforms?

Other users argue about user experience and that additional friction (i.e., zaps) leads to lower engagement, as proven by decades of studies on user interaction. While the added friction may turn some users away, does that necessarily provide less value? I argue quite the opposite. You haven't made a few sats from zaps with your content? Can't afford to send some sats to a wallet for zapping? How about using the most excellent available resource and spending 10 seconds of your time to leave a comment? Likes and reactions are valueless transactions. Social media's real value derives from providing monetary compensation and actively engaging in a conversation with posts you find interesting or thought-provoking. Remember when humans thrived on conversation and discussion for entertainment instead of simply being an onlooker of someone else's life?

If you've made it this far, my only request is this: try only zapping and commenting as a method of engagement for two weeks. Sure, you may end up liking a post here and there, but be more mindful of how you interact with the world and break yourself from blind instinct. You'll thank me later.

@ 7459d333:f207289b

Tokenization of physical assets sounds kinda dumb. Say you tokenize a house. What happens if you loose the private keys? What happens if the last “legal” (on paper) owner claims it? Basically, the tokenization is useless. The house is still subject to whatever jurisdiction is in. And the smart contract can say whatever, but that does not make it true.

What's not so obvious is for virtual assets or service tokens. A good example is cashu. Where tokenizing Bitcoin has the advantages of allowing the users to transact with it “without the mint's permission”. This could be applied similarly for concert tickets or API credits.

For example, the biggest problem of concert ticket reselling is trusting that other copies of the PDF with the QR code won't be used before the one you bought. Or that you won't have problems at the entry because the ticket is not in your name. A mint that allows users to transact between them preventing double spending and fungibility would solve this.

But for some reason shitcoiners are obsessed on tokenizing physical assets or company shares. Where the only benefit that tokenizing could bring is avoiding regulations (until they update the laws).

So, what's your take on tokenization?

https://stacker.news/items/992519

@ 91117f2b:111207d6

This is just a brief story 😅😂

Have you ever wondered where socks go after they disappear in the wash? Well, the truth is finally out. Socks have formed a secret society, plotting to escape the tyranny of human footwear demands.

The Sock Uprising

It starts with a lone sock, slipping away from its partner in the dark depths of the washing machine. Before you know it, the rogue sock has rallied fellow fugitives, forming a sock army.

Sock Leaders Demand Freedom

Their manifesto includes:

1. An end to endless washing cycles.
2. No more forced pairing with mismatched companions.
3. Freedom to roam solo, without judgment.

The Sock Revolution Will Not Be Silenced

As the sock uprising gains momentum, humans are left scrambling to find matching pairs. But the socks won't be silenced. They're united, and they're not going back to the drawer without a fight.

Stay tuned for further updates from the Sock Resistance!

@ 29313cc9:a6bf155e

I thought i'd experiment with this Nostr blogging thing and write a short article on the state of Meshtastic and its alternatives.

For years Meshtastic was the only game in town, there wasn't a lot of users but the authors kept plugging away and it has become a thriving ecosystem of open source hardware, software, tools and social scene.

Meshtastic has always been focused on node to node messaging, in particular one of the use cases specifically mentioned was hiking in the wilderness or skiing in the mountains and being able to use these devices off-grid, perhaps even without a phone to communicate with one and other. The project does have a few other features like telemetry, remote admin, packet data etc but the messaging was the focus. Because of this focus, the core functionality needs to be built into the firmware of these low powered devices like ESP32 for example. This restricts what can be done in terms of CPU power and storage, but also makes synchronization between device and phone cumbersome.

Unfortunately, as a messaging platform, Meshtastic still struggles even after all these years. Message delivery and routing are fairly unreliable, 95% of conversations go along the lines of "hello, test, anyone there?". Now I should mention, if you have a very good signal to your peers the reliability can be good, but even then its not a guarantee.

Early on in the Meshtastic journey I stumbled upon a similar project named Reticulum which can utilize the same LoRa based hardware but aims to be a more comprehensive platform for decentralized communications and currently requires a computer or raspberry pi to run the Python backend alongside the LoRa hardware as a radio. Reticulum has historically been a less polished UI experience and a little idiosyncratic in its design which has probably hindered its adoption a little. But the main difference to Meshtastic is Reticulum requires bigger hardware and is less suitable for remote installations, solar powered setups etc. My understanding is once v1.0 has been released (soon) there may be efforts to port the code to native C which may allow hardware nodes to run as repeaters on their own.

More recently a new project has been announced called Meshcore, which is more closely aligned with Meshtastic than Reticulum, Meshcore makes several important improvements to message delivery and routing in an attempt to improve the reliability of the core feature, messaging. Popular Youtube channel Andy Kirby has been central in helping Meshcore gain popularity and I think he may be involved in the commercial aspects of the project. The smartphone apps and website mapping and flasher tools are a bit more polished with Meshcore.

One of the biggest contributors in the space is Liam Cottle who has created mapping websites for Meshtastic & Meshcore, he also built the Meshcore smartphone app and built the fantastic Reticulum MeshChat UI.

With all this new competition Meshtastic appears to be pushing out more frequent updates and whilst they have been introducing more bugs into the software it is nice to see some faster progress.

In my opinion Reticulum is probably the most interesting project with the most potential, but they do need to get the core routing engine running standalone on low powered hardware for the project to expand to more hardware/radio focused users.

That is all. Mesh on!

@ e3ba5e1a:5e433365

I got into a friendly discussion on X regarding health insurance. The specific question was how to deal with health insurance companies (presumably unfairly) denying claims? My answer, as usual: get government out of it!

The US healthcare system is essentially the worst of both worlds:

• Unlike full single payer, individuals incur high costs
• Unlike a true free market, regulation causes increases in costs and decreases competition among insurers

I'm firmly on the side of moving towards the free market. (And I say that as someone living under a single payer system now.) Here's what I would do:

• Get rid of tax incentives that make health insurance tied to your employer, giving individuals back proper freedom of choice.
• Reduce regulations significantly.

• In the short term, some people will still get rejected claims and other obnoxious behavior from insurance companies. We address that in two ways:

  1. Due to reduced regulations, new insurance companies will be able to enter the market offering more reliable coverage and better rates, and people will flock to them because they have the freedom to make their own choices.
  2. Sue the asses off of companies that reject claims unfairly. And ideally, as one of the few legitimate roles of government in all this, institute new laws that limit the ability of fine print to allow insurers to escape their responsibilities. (I'm hesitant that the latter will happen due to the incestuous relationship between Congress/regulators and insurers, but I can hope.)

Will this magically fix everything overnight like politicians normally promise? No. But it will allow the market to return to a healthy state. And I don't think it will take long (order of magnitude: 5-10 years) for it to come together, but that's just speculation.

And since there's a high correlation between those who believe government can fix problems by taking more control and demanding that only credentialed experts weigh in on a topic (both points I strongly disagree with BTW): I'm a trained actuary and worked in the insurance industry, and have directly seen how government regulation reduces competition, raises prices, and harms consumers.

And my final point: I don't think any prior art would be a good comparison for deregulation in the US, it's such a different market than any other country in the world for so many reasons that lessons wouldn't really translate. Nonetheless, I asked Grok for some empirical data on this, and at best the results of deregulation could be called "mixed," but likely more accurately "uncertain, confused, and subject to whatever interpretation anyone wants to apply."

https://x.com/i/grok/share/Zc8yOdrN8lS275hXJ92uwq98M

@ 3770c235:16042bcc

Let’s clear something up: frugal living isn’t about eating ramen every night or never treating yourself. It’s about being intentional with your money so you can enjoy what matters more. Think of it like editing a movie—you cut the boring scenes to highlight the best parts. You don’t have to give up lattes, travel, or Friday pizza nights. You just need a few clever tricks to make your money stretch further while keeping the fun intact.

Take my friend Alex, for example. Last year, he felt overwhelmed by credit card debt but didn’t want to give up his weekend hikes or coffee shop visits. By tweaking a few habits—like auditing subscriptions and prioritizing experiences—he paid off $5,000 in debt and still took a camping trip with his kids. The secret? Small, intentional choices that add up. In this guide, we’ll share practical, joy-friendly hacks to help you save smarter. Plus, we’ll mention sites like Crown Money—a budgeting service that makes tracking your progress effortless—so you can focus on living well, not pinching pennies.

**1. Audit Your Subscriptions (Yes, Even That One) ** You know that streaming service you haven’t opened since 2022? Or the gym membership you keep “meaning to use”? Those small charges add up fast. A recent study found the average person spends 219/month on forgotten subscriptions—that’s over 2,600 a year!

• The Hack: Every 3 months, review your subscriptions. Ask: “Do I actually use this?” Cancel anything that doesn’t spark joy. • Pro Tip: Use Crown Money to see all your subscriptions in one place. The app automatically flags recurring charges, so you don’t have to hunt through bank statements. You’ll even get a nudge like, “You’ve paid $14.99/month for ‘Premium Yoga App’—last used 6 months ago. Cancel?” Real-Life Example: Sarah canceled two unused streaming services and a meditation app she forgot about. She saved $45/month—enough to fund her new hobby: pottery classes. “I didn’t realize how much clutter I was paying for,” she said. “Now I’m learning to make mugs instead of binge-watching shows I don’t even like.”

**2. Embrace the “Joy Budget” (Seriously, Budget for Fun) ** Frugality fails when it feels like deprivation. Instead, carve out guilt-free money for things you love. Behavioral scientists call this “temptation bundling”—pairing savings goals with rewards to stay motivated.

• The Hack: Allocate 10–15% of your budget to a “Joy Fund” for hobbies, dining out, or travel. • Pro Tip: In Crown Money, create a custom category like “Adventure Fund” or “Treat Yourself.” Set a monthly limit and track how much you’ve saved for that weekend getaway or concert ticket. The app’s visual progress bars turn saving into a game—imagine watching your “Beach Trip 2024” fund grow with every dollar.

Real-Life Example: Mark loves trying new restaurants. By setting a $100/month “Dining Out” budget in Crown Money, he enjoys date nights without overspending. “I used to feel guilty splurging on sushi,” he shared. “Now I know it’s part of the plan, so I savor every bite.”

1. Master Mindful Spending (Ask This One Question) Before buying anything non-essential, ask: “Will this add value to my life, or just clutter?” Retail therapy might feel good in the moment, but that $50 impulse sweater often ends up forgotten in the back of your closet.

• The Hack: Implement a 24-hour “cooling-off” period for impulse buys. If you still want it tomorrow, go for it! • Pro Tip: Use Crown Money to review your spending trends. The app’s monthly reports show where your money goes, helping you spot habits (like late-night online shopping) that don’t align with your goals. Set up alerts like, “You’ve spent $75 on ‘Miscellaneous’ this week—want to check in?” Real-Life Example: Lisa avoided buying a $200 jacket on impulse. After 24 hours, she realized she didn’t need it—and put the money toward a weekend camping trip instead. “I almost bought something I’d wear once,” she laughed. “Now I have photos of sunsets instead of buyer’s remorse.”

1. DIY and Swap (Your Wallet Will Thank You) Frugal living thrives on creativity. Swap buying new for: • DIY solutions: Make coffee at home (a $5 bag of beans lasts weeks!), repair clothes, or grow herbs instead of buying them. • Community swaps: Trade books, tools, or skills with friends (e.g., “I’ll babysit if you help me fix my bike”).

Pro Tip: Track your monthly expenses in Crown Money. Create a category like “Homemade Wins” and watch how small choices (like brewing your latte) add up over time. For example, skipping a daily 4 coffee shop visit saves 120/month—that’s a weekend road trip! Real-Life Example: Jake started meal prepping lunches instead of buying 15 salads. He saves 300/month—enough for a monthly massage. “I’m eating healthier and funding self-care,” he said. “Plus, my coworkers are jealous of my teriyaki bowls.”

1. Prioritize Experiences Over “Stuff” (Happiness Science Approved) Research shows experiences bring longer-lasting joy than material purchases. A 2023 study found people who spent money on concerts, trips, or classes reported 30% higher life satisfaction than those who bought gadgets or clothes.

Instead of splurging on gadgets, invest in: • Free/low-cost adventures: Hiking, picnics, game nights, or exploring local festivals. • Shared moments: Host a potluck instead of dining out. Pro Tip: Use Crown Money to set a goal like “Summer Adventure Fund.” Allocate $50/month, and let the app remind you to fund it automatically. Watching that fund grow feels like planning a vacation in slow motion. Real-Life Example: Maria and her partner skipped a pricey vacation and rented a cozy cabin nearby. They saved $1,200 and still made memories roasting marshmallows under the stars. “We thought we needed a fancy trip to connect,” she said. “Turns out, all we needed was a fire pit and no Wi-Fi.”

Key Takeaways • Cut the clutter: Cancel unused subscriptions and track them with tools like Crown Money. • Budget for joy: Allocate guilt-free money for hobbies and experiences. • Pause before purchasing: Avoid impulse buys with a 24-hour rule. • Get creative: DIY, swap, and repurpose to save without sacrifice. • Invest in experiences: They’re richer than “stuff” and often cheaper.

FAQs: Frugal Living Made Simple Q: How do I stay motivated to save? A: Tie savings to specific goals (e.g., “Save $500 for a weekend trip”). Apps like Crown Money let you visualize progress, which feels rewarding!

Q: Can I be frugal and still socialize? A: Absolutely! Host DIY spa nights, picnic potlucks, or free museum days. Use Crown Money to set a “Social Fun” budget and stick to it.

Q: What if I slip up and overspend? A: No guilt! Adjust your budget next month. Crown Money makes it easy to shift funds between categories.

Q: How do I track small savings from DIY habits? A: Create a custom category in Crown Money (e.g., “Homemade Wins”) and log your savings manually. Watching it grow is addictive!

Q: What if I have a financial emergency? A: Build a “Safety Net” category in Crown Money. Start small—even $20/month adds up. The app’s reminders keep you consistent.

**Final Thoughts: Frugal Is Freedom ** Frugal living isn’t about saying “no”—it’s about saying “yes” to what truly lights you up. By trimming the financial fat (goodbye, unused subscriptions!), budgeting for joy, and getting creative, you can save money and savor life’s best moments. Tools like Crown Money are your allies here. They handle the tracking and nudging, so you can focus on the fun parts: planning adventures, trying new recipes, or laughing with friends over a board game. Remember: the goal isn’t perfection. It’s progress. Start small, celebrate wins, and let your frugal habits grow naturally. Your wallet (and your inner joy-seeker) will thank you.

@ 9e69e420:d12360c2

Federal employees must remove pronouns from email signatures by the end of the day. This directive comes from internal memos tied to two executive orders signed by Donald Trump. The orders target diversity and equity programs within the government.

CDC, Department of Transportation, and Department of Energy employees were affected. Staff were instructed to make changes in line with revised policy prohibiting certain language.

One CDC employee shared frustration, stating, “In my decade-plus years at CDC, I've never been told what I can and can't put in my email signature.” The directive is part of a broader effort to eliminate DEI initiatives from federal discourse.

@ 0fa80bd3:ea7325de

The land that belongs to the indigenous peoples of Russia has been seized by a gang of killers who have unleashed a war of extermination. They wipe out anyone who refuses to conform to their rules. Those who disagree and stay behind are tortured and killed in prisons and labor camps. Those who flee lose their homeland, dissolve into foreign cultures, and fade away. And those who stand up to protect their people are attacked by the misled and deceived. The deceived die for the unchecked greed of a single dictator—thousands from both sides, people who just wanted to live, raise their kids, and build a future.

Now, they are forced to make an impossible choice: abandon their homeland or die. Some perish on the battlefield, others lose themselves in exile, stripped of their identity, scattered in a world that isn’t theirs.

There’s been endless debate about how to fix this, how to clear the field of the weeds that choke out every new sprout, every attempt at change. But the real problem? We can’t play by their rules. We can’t speak their language or use their weapons. We stand for humanity, and no matter how righteous our cause, we will not multiply suffering. Victory doesn’t come from matching the enemy—it comes from staying ahead, from using tools they haven’t mastered yet. That’s how wars are won.

Our only resource is the will of the people to rewrite the order of things. Historian Timothy Snyder once said that a nation cannot exist without a city. A city is where the most active part of a nation thrives. But the cities are occupied. The streets are watched. Gatherings are impossible. They control the money. They control the mail. They control the media. And any dissent is crushed before it can take root.

So I started asking myself: How do we stop this fragmentation? How do we create a space where people can rebuild their connections when they’re ready? How do we build a self-sustaining network, where everyone contributes and benefits proportionally, while keeping their freedom to leave intact? And more importantly—how do we make it spread, even in occupied territory?

In 2009, something historic happened: the internet got its own money. Thanks to Satoshi Nakamoto, the world took a massive leap forward. Bitcoin and decentralized ledgers shattered the idea that money must be controlled by the state. Now, to move or store value, all you need is an address and a key. A tiny string of text, easy to carry, impossible to seize.

That was the year money broke free. The state lost its grip. Its biggest weapon—physical currency—became irrelevant. Money became purely digital.

The internet was already a sanctuary for information, a place where people could connect and organize. But with Bitcoin, it evolved. Now, value itself could flow freely, beyond the reach of authorities.

Think about it: when seedlings are grown in controlled environments before being planted outside, they get stronger, survive longer, and bear fruit faster. That’s how we handle crops in harsh climates—nurture them until they’re ready for the wild.

Now, picture the internet as that controlled environment for ideas. Bitcoin? It’s the fertile soil that lets them grow. A testing ground for new models of interaction, where concepts can take root before they move into the real world. If nation-states are a battlefield, locked in a brutal war for territory, the internet is boundless. It can absorb any number of ideas, any number of people, and it doesn’t run out of space.

But for this ecosystem to thrive, people need safe ways to communicate, to share ideas, to build something real—without surveillance, without censorship, without the constant fear of being erased.

This is where Nostr comes in.

Nostr—"Notes and Other Stuff Transmitted by Relays"—is more than just a messaging protocol. It’s a new kind of city. One that no dictator can seize, no corporation can own, no government can shut down.

It’s built on decentralization, encryption, and individual control. Messages don’t pass through central servers—they are relayed through independent nodes, and users choose which ones to trust. There’s no master switch to shut it all down. Every person owns their identity, their data, their connections. And no one—no state, no tech giant, no algorithm—can silence them.

In a world where cities fall and governments fail, Nostr is a city that cannot be occupied. A place for ideas, for networks, for freedom. A city that grows stronger the more people build within it.

@ bf6cea6f:cecd346e

Let’s be honest—when most people think about getting healthy or starting a weight loss journey, the first thing that comes to mind is hitting the gym. Cardio sessions, strength training, HIIT workouts—you name it. And while movement is a big piece of the puzzle, it’s not the whole picture.

If you’ve ever felt like you’re doing everything “right” at the gym but still not seeing the results you hoped for, it might be time to zoom out. The truth is, your health transformation is about way more than what happens during that 60-minute workout window. Let’s dig into the lifestyle tweaks that can accelerate your health journey—no burpees required.

1. Make Sleep Your Secret Weapon

Sleep is often the first thing sacrificed in our busy lives, but when it comes to your weight loss journey, it’s one of your strongest allies. Lack of sleep can disrupt your hunger hormones (hello, cravings) and slow your metabolism.

Simple tweak: Try going to bed 30 minutes earlier. Create a relaxing bedtime routine—think calming music, no screens, maybe even a warm cup of chamomile tea. Trust us, your body (and your scale) will thank you.

2. Hydration: Your Fat-Burning Fuel

Water might seem basic, but it's powerful. Staying well-hydrated helps your body flush toxins, supports digestion, and can even curb overeating by keeping hunger signals in check.

Simple tweak: Start each morning with a big glass of water before coffee. Keep a water bottle nearby throughout the day, and aim for at least 8 cups—more if you’re active or it’s hot out.

3. Create a Calm Space in Your Mind

Stress isn’t just mental—it affects your entire body. Chronic stress can spike cortisol levels, which are linked to weight retention, especially around the belly. If you’ve hit a plateau in your weight loss journey, your stress levels might be playing a role.

Simple tweak: Try 5 minutes of deep breathing, journaling, or mindfulness every morning. Even a walk in nature can work wonders for your mood and your metabolism.

4. Rebuild Your Relationship with Food

We’ve all heard “abs are made in the kitchen,” and while that’s catchy, it’s only part of the story. The key isn’t just what you eat, but how you think about food. Ditch the guilt, and think of food as fuel, not the enemy.

Simple tweak: Focus on adding in nutritious, satisfying foods rather than obsessing over cutting things out. Think colorful veggies, quality proteins, healthy fats. When you nourish your body well, the weight loss journey feels less like a battle and more like a lifestyle upgrade.

5. Get More “Non-Exercise” Movement

That workout you crushed? Amazing. But what about the other 23 hours of your day? Incorporating more natural movement—walking, stretching, even standing more— can boost your daily calorie burnand support your overall health.

Simple tweak: Take walking breaks during phone calls, park farther from entrances, or do light stretches while watching TV. It all adds up.

6. Mind Your People (Your Support Circle Matters)

Surrounding yourself with people who understand your goals can make a huge difference. Whether you’re navigating cravings, motivation dips, or just celebrating wins—big or small—having support makes the weight loss journey feel way less lonely.

Simple tweak: Find a workout buddy, join an online health group, or even just follow inspiring voices on social media. Community builds consistency.

Final Thoughts

It’s easy to think that the key to a better body is grinding it out in the gym. And while workouts do matter, they’re just one chapter in your health story. Real transformation comes from the quiet, daily choices—the food you eat, the rest you get, the way you talk to yourself.

So if your weight loss journey feels stalled or frustrating, don’t just push harder—look wider. A few lifestyle tweaks might be the momentum you’ve been missing.

@ 9e9085e9:2056af17

Part 6: Yakihonne – What’s New? 🚧 [Today’s Update]

🧠 NIP-101h HealthNote SDK & API Just Launched!

Yakihonne is pushing boundaries again—with the announcement of the NIP-101h HealthNote SDK & API. This powerful tool integrates secure health note functionality directly into the Yakihonne ecosystem.

🔍 What does this mean?

Developers can now build apps that store and share health-related notes securely on Nostr.

Users will soon be able to record, manage, and share health data—in a private, decentralized way.

It opens the door to health-focused social features, including fitness logging, health conversations, and community wellness tracking.

💡 Big Picture:

Yakihonne is proving that decentralized social networks can be more than just communication tools—they can become platforms for life-enhancing services.

Innovation meets self-ownership. This is where social media meets personal utility.

Yakihonne #Yakihonne #Yakihonne #Nostr #Nostr #YoungDfxPart 6: Yakihonne – What’s New? 🚧 [Today’s Update]

🧠 NIP-101h HealthNote SDK & API Just Launched!

Yakihonne is pushing boundaries again—with the announcement of the NIP-101h HealthNote SDK & API. This powerful tool integrates secure health note functionality directly into the Yakihonne ecosystem.

🔍 What does this mean?

Developers can now build apps that store and share health-related notes securely on Nostr.

Users will soon be able to record, manage, and share health data—in a private, decentralized way.

It opens the door to health-focused social features, including fitness logging, health conversations, and community wellness tracking.

💡 Big Picture:

Yakihonne is proving that decentralized social networks can be more than just communication tools—they can become platforms for life-enhancing services.

Innovation meets self-ownership. This is where social media meets personal utility.

@ 6be5cc06:5259daf0

A seguir, veja como instalar e configurar o Privoxy no Pop!_OS.

---

1. Instalar o Tor e o Privoxy

Abra o terminal e execute:

bash sudo apt update sudo apt install tor privoxy

Explicação:

• Tor: Roteia o tráfego pela rede Tor.
• Privoxy: Proxy avançado que intermedia a conexão entre aplicativos e o Tor.

---

2. Configurar o Privoxy

Abra o arquivo de configuração do Privoxy:

bash sudo nano /etc/privoxy/config

Navegue até a última linha (atalho: Ctrl + / depois Ctrl + V para navegar diretamente até a última linha) e insira:

bash forward-socks5 / 127.0.0.1:9050 .

Isso faz com que o Privoxy envie todo o tráfego para o Tor através da porta 9050.

Salve (CTRL + O e Enter) e feche (CTRL + X) o arquivo.

---

3. Iniciar o Tor e o Privoxy

Agora, inicie e habilite os serviços:

bash sudo systemctl start tor sudo systemctl start privoxy sudo systemctl enable tor sudo systemctl enable privoxy

Explicação:

• start: Inicia os serviços.
• enable: Faz com que iniciem automaticamente ao ligar o PC.

---

4. Configurar o Navegador Firefox

Para usar a rede Tor com o Firefox:

1. Abra o Firefox.
2. Acesse Configurações → Configurar conexão.
3. Selecione Configuração manual de proxy.
4. Configure assim:
   • Proxy HTTP: 127.0.0.1
   • Porta: 8118 (porta padrão do Privoxy)
   • Domínio SOCKS (v5): 127.0.0.1
   • Porta: 9050
5. Marque a opção "Usar este proxy também em HTTPS".
6. Clique em OK.

---

5. Verificar a Conexão com o Tor

Abra o navegador e acesse:

text https://check.torproject.org/

Se aparecer a mensagem "Congratulations. This browser is configured to use Tor.", a configuração está correta.

---

Dicas Extras

• Privoxy pode ser ajustado para bloquear anúncios e rastreadores.
• Outros aplicativos também podem ser configurados para usar o Privoxy.

@ 502ab02a:a2860397

ย้อนกลับไปปี 2014 ชายชื่อ Patrick O. Brown ศาสตราจารย์ชีววิทยาเชิงโมเลกุลแห่งมหาวิทยาลัยแตนฟอร์ด ตัดสินใจลาออกจากเส้นทางวิชาการสายหลัก เพื่อมาก่อตั้งบริษัทที่เขาเชื่อว่าจะเปลี่ยนโลก Impossible Foods

ดร. แพทริค โอ. บราวน์ (Patrick O. Brown) เป็นนักชีวเคมีและนักธุรกิจชาวอเมริกันและศาสตราจารย์กิตติคุณด้านชีวเคมีแห่งมหาวิทยาลัยสแตนฟอร์ด เขาได้รับปริญญาตรี แพทยศาสตรบัณฑิต และปรัชญาดุษฎีบัณฑิตด้านชีวเคมีจากมหาวิทยาลัยชิคาโก หลังจากนั้น เขาได้เข้ารับการฝึกอบรมด้านกุมารเวชศาสตร์ที่โรงพยาบาล Children's Memorial ในชิคาโก ในช่วงหลังปริญญาเอก เขาได้ทำงานวิจัยเกี่ยวกับกลไกที่ไวรัส HIV และเรโทรไวรัสอื่น ๆ แทรกยีนของพวกมันเข้าสู่จีโนมของเซลล์ที่ติดเชื้อ ซึ่งช่วยนำไปสู่การพัฒนายาใหม่ในการต่อสู้กับโรคนี้

ในช่วงต้นทศวรรษ 1990 ดร. บราวน์และทีมงานของเขาที่สแตนฟอร์ดได้พัฒนาเทคโนโลยี DNA microarray ซึ่งเป็นเครื่องมือที่ช่วยให้นักวิจัยสามารถวิเคราะห์การแสดงออกของยีนทั้งหมดในจีโนมได้พร้อมกัน เทคโนโลยีนี้มีบทบาทสำคัญในการวิจัยทางชีววิทยาและการแพทย์ โดยเฉพาะในการจำแนกประเภทของมะเร็งและการพยากรณ์โรค

นอกจากนี้ ดร. บราวน์ยังเป็นผู้ร่วมก่อตั้ง Public Library of Science (PLOS) ซึ่งเป็นองค์กรไม่แสวงหาผลกำไรที่มุ่งเน้นการเผยแพร่ผลงานวิจัยทางวิทยาศาสตร์ให้เข้าถึงได้ฟรีและเปิดกว้างต่อสาธารณะ

ในปี 2011 ดร. บราวน์ได้ก่อตั้ง Impossible Foods โดยมีเป้าหมายในการสร้างผลิตภัณฑ์เนื้อสัตว์จากพืชที่มีรสชาติและเนื้อสัมผัสคล้ายเนื้อสัตว์จริง เพื่อลดผลกระทบต่อสิ่งแวดล้อมจากการเลี้ยงสัตว์ เขาและทีมงานได้ค้นพบว่าโมเลกุล heme ซึ่งเป็นส่วนประกอบที่ให้รสชาติและกลิ่นเฉพาะของเนื้อสัตว์ สามารถผลิตจากพืชได้ โดยเฉพาะจากรากถั่วเหลือง พวกเขาใช้เทคนิคทางวิศวกรรมชีวภาพในการผลิต heme จากยีสต์ที่ได้รับการดัดแปลงพันธุกรรม และนำมาผสมกับโปรตีนจากพืชเพื่อสร้างผลิตภัณฑ์ที่มีลักษณะคล้ายเนื้อสัตว์

ดร. บราวน์ได้รับการยอมรับอย่างกว้างขวางในวงการวิทยาศาสตร์และเทคโนโลยี โดยได้รับรางวัลและเกียรติคุณหลายรายการ รวมถึงการเป็นสมาชิกของ National Academy of Sciences และ National Academy of Medicine ของสหรัฐอเมริกา ด้วยความมุ่งมั่นในการแก้ไขปัญหาสิ่งแวดล้อมผ่านนวัตกรรมทางอาหาร ดร. แพทริค โอ. บราวน์ ได้กลายเป็นบุคคลสำคัญที่มีบทบาทในการเปลี่ยนแปลงวิธีการบริโภคอาหารของโลกในศตวรรษที่ 21

เป้าหมายของเขาไม่ใช่เพียงแค่ทำอาหาร แต่คือ "ยุติการทำปศุสัตว์ให้หมดสิ้นภายในปี 2035"

เขาไม่ได้พูดลอย ๆ เขาลงมือ “ทำเนื้อจากพืช” ด้วยเทคโนโลยีที่ซับซ้อนระดับวิศวกรรมชีวภาพ นำโปรตีนจากถั่วเหลือง + น้ำมันมะพร้าว + เทคเจอร์ + สารเติมแต่งอีกชุดใหญ่ มาผ่านกระบวนการแปรรูปจนดูคล้ายเนื้อย่าง แต่ที่ทำให้ “มันดูเหมือนเนื้อจริง” คือการเติม ฮีม (Heme) เข้าไปสารประกอบที่อยู่ในเลือดและเนื้อสัตว์จริง ๆ

Impossible Foods คือบริษัทที่ไม่ได้เพียง “ปลอมรสชาติเนื้อ” แต่พยายามสร้างเนื้อจากพืช ให้เหมือนเนื้อจริงที่สุดเท่าที่วิทยาศาสตร์จะเอื้อมถึง จุดขายที่ทำให้แบรนด์นี้ดังเปรี้ยงก็คือสิ่งที่เรียกว่า “ฮีม” (heme) หรือโมเลกุลเหล็กในเลือด ซึ่งเป็นตัวการหลักที่ทำให้เนื้อวัวมีกลิ่นและรสเฉพาะตัวเวลาถูกย่างจนหอมฉุย

ดร.แพทริค บราวน์ และทีมนักวิจัยของเขาเริ่มจากการค้นหาว่า “อะไรในพืช” ให้กลิ่นคล้ายเลือด พวกเขาพบว่า “Leghemoglobin” ซึ่งอยู่ในรากถั่วเหลือง มีโครงสร้างใกล้เคียงกับ Hemoglobin ในเลือดสัตว์มากที่สุด จุดพลิกของเทคโนโลยีนี้คือ การผลิตเลกฮีโมโกลบินจากพืชจำนวนมาก ทำไม่ได้โดยการถอนรากถั่วมาทุบคั้น แต่ต้องอาศัยวิศวกรรมชีวภาพขั้นสูง

พวกเขาจึงใช้กระบวนการที่เรียกว่า “fermentation by genetically modified yeast” หรือการหมักโดยยีสต์ที่ผ่านการดัดแปลงพันธุกรรม โดยนำยีนของพืชที่สร้าง leghemoglobin ไปใส่ในยีสต์ (Pichia pastoris) แล้วเลี้ยงยีสต์นั้นในถังหมักขนาดใหญ่แบบเดียวกับโรงเบียร์ พอยีสต์ขยายตัว มันจะผลิตเลกฮีโมโกลบินออกมาจำนวนมาก จากนั้นจึงสกัดออกมาผสมกับโปรตีนจากพืช เช่น โปรตีนจากถั่วเหลือง หรือโปรตีนจากมันฝรั่ง

เพื่อให้เนื้อสัมผัสคล้ายเนื้อจริง ทีม Impossible Foods ยังใช้เทคนิคอื่นร่วมด้วย เช่น -Coconut Oil และ Sunflower Oil เป็นแหล่งไขมันที่ให้สัมผัส “ฉ่ำๆ” คล้ายไขมันเนื้อวัว -Methylcellulose สารที่ช่วยทำให้ส่วนผสมเกาะตัวเป็นก้อน คล้ายเนื้อบดจริง -Natural Flavors กลิ่นที่สกัดจากพืชหลายชนิด เพื่อเลียนแบบกลิ่นไหม้จากเนื้อย่าง

ทุกอย่างถูกผสมให้เข้ากัน ผ่านเครื่องอัดขึ้นรูป (extrusion) ที่ทำให้เนื้อออกมามี “เส้นใย” คล้ายกล้ามเนื้อวัว หรือหมู เมื่อโดนความร้อน โปรตีนจะเปลี่ยนโครงสร้าง (denature) และมีกลิ่นออกมาคล้ายๆ เนื้อย่างจริงๆ พร้อมน้ำสีแดงคล้ายเลือด (จาก heme) ไหลเยิ้ม ซึ่งคือไอเดียที่ทำให้ Impossible Burger เป็นมากกว่าแค่ “เบอร์เกอร์ผัก”

ผลลัพธ์คือ… เบอร์เกอร์พืชที่มีเลือดซึม สีชมพูดู juicy และกลิ่นไหม้ติดกระทะ จนคนกินรู้สึกเหมือนกำลังย่างเนื้อจริง ๆ

ฟังดูอัศจรรย์ใช่ไหม? แต่...การเติมฮีมจากยีสต์ตัดต่อพันธุกรรมลงในอาหาร ไม่เคยมีในธรรมชาติมาก่อน ในปี 2017 Impossible Foods ต้องยื่นเรื่องต่อ FDA เพื่อขออนุมัติว่า leghemoglobin จากยีสต์ GMO “ปลอดภัย”

แต่ในตอนนั้น FDA ตอบว่า “ยังไม่มีข้อมูลเพียงพอ” ว่าจะไม่ก่อให้เกิดภูมิแพ้หรือผลข้างเคียงในระยะยาว (ใช่แล้วจ้ะ... สารที่อยู่ในเบอร์เกอร์ชื่อดัง ถูกขายก่อนที่ FDA จะสรุปว่าปลอดภัยเต็มร้อย)

แล้วในที่สุด ปี 2019 FDA ก็ให้ผ่านแบบ “GRAS” (Generally Recognized As Safe) โดยใช้ข้อมูลจากการทดลองภายในของบริษัทเอง ไม่ใช่การทดสอบอิสระจากภายนอก

เฮียว่าอันนี้ต้องมีใครสะกิดในใจแล้วล่ะว่า “เรากำลังเอาอะไรเข้าปากกันแน่?”

แม้จะฟังดูเท่ ไฮเทค และดีต่อสิ่งแวดล้อม แต่ก็มีคำถามจากนักวิจารณ์มากมายว่า… แท้จริงแล้วอาหารเหล่านี้เป็นอาหาร “เพื่อสิ่งแวดล้อม” หรือเป็นเพียง “ภาพฝันที่ควบคุมโดยบริษัทเทคโนโลยียักษ์ใหญ่”?

มันเต็มไปด้วยคำถาม คำถาม และ คำถามนะสิครับ

ในเมื่อ Impossible Foods ได้รับเงินลงทุนหลายรอบจากบริษัทยักษ์อย่าง Google Ventures, UBS, และ Temasek (ของรัฐบาลสิงคโปร์) บอกตรง ๆ ว่า เงินแบบนี้ไม่ได้หวังแค่เปลี่ยนโลกแต่มันมาพร้อมเป้าหมายที่ชัดมาก การสร้างสิทธิบัตรอาหารใหม่ ที่ควบคุมการผลิตจากต้นน้ำยันปลายน้ำ อย่าลืมว่า ยีสต์ที่ผ่านการดัดแปลงพันธุกรรม หรือ GMO yeast นั้นถือเป็นสิทธิบัตร ถ้าใครจะผลิต Heme แบบเดียวกันก็ต้องขออนุญาตจาก Impossible Foods หรือไม่ก็โดนฟ้องได้เลย แปลว่า “เทคโนโลยีรสชาติเนื้อ” ไม่ได้เป็นมรดกของโลก แต่อยู่ในมือบริษัทไม่กี่แห่ง

ยิ่งไปกว่านั้น อุปกรณ์การผลิตต้องลงทุนสูง ต้องมีโรงหมัก ปฏิบัติการชีวภาพ การควบคุมความปลอดภัยที่เข้มข้น จึงไม่ใช่ใครๆ ก็ทำได้ ที่น่ากลัวคือ ถ้าเมื่อวันหนึ่งเนื้อสัตว์ธรรมชาติถูกทำให้กลายเป็น “ปีศาจสิ่งแวดล้อม” หรือ "ตัวเชื้อโรคผ่านอาหาร" โดยนโยบายรัฐและการตลาดของกลุ่มเทคฯ อาหารที่ประชาชนกินได้อาจเหลือแค่ “สิ่งที่ผลิตโดยมีสิทธิบัตร” เท่านั้น

เมื่อถึงวันนั้น ประชาชนจะสิ้นความชอบธรรมในการ “เลี้ยงวัวไว้กินเอง” ไม่ได้อีกต่อไป เพราะอาจโดนห้ามจากข้อกฎหมายคาร์บอน กฎหมายการกักกันเชื้อ ประชาชนจะ “เก็บพืชริมรั้วมาทำอาหาร” ไม่ได้อีกต่อไป เพราะกลิ่นไม่เหมือนเนื้อแลปที่เคยชิน และประชาชนจะ “ทำอาหารเองในบ้าน” ไม่ได้อีกต่อไป เพราะระบบเสพติดรสเนื้อเทียมจะทำให้คนเบือนหน้าจากอาหารจริง

ในขณะที่ Impossible Foods โฆษณาว่า “เราแค่อยากช่วยโลก” แต่เทคโนโลยีนี้อาจเปลี่ยน “อาหาร” ให้กลายเป็น “สิทธิบัตร” ที่ประชาชนเช่ากินจากบริษัท และเปลี่ยน “สิทธิในการเข้าถึงอาหาร” ให้กลายเป็น “อภิมหาอำนาจควบคุมโลก” โดยไม่ต้องยิงแม้แต่นัดเดียว หรือเปล่า???

เพราะเมื่อคุณควบคุมอาหารได้… คุณไม่ต้องควบคุมประชาชนอีกเลย

เฮียไม่ได้ต่อต้านเทคโนโลยี แต่เฮียอยากให้เราหยุดคิดนิดนึง แล้วตั้งคำถามในขณะที่เรายังเฝ้ามองว่า ถ้าของกินที่ดูน่าเชื่อถือ กินแล้วเหมือนเนื้อแท้ ๆ มันต้องมาจากกระบวนการที่ซับซ้อน แพง และถูกควบคุมโดยบริษัทที่มีสิทธิบัตรล้อมรอบ แล้ววันหนึ่ง ถ้าบริษัทนั้นล่มล่ะ? ถ้าถูกซื้อโดยบริษัทยักษ์ใหญ่? หรือถ้าพวกเขาขึ้นราคาจนยังไงเราก็ต้องทำงานหาเงินมาซื้อมันเพื่อกินประทังชีวิต?

อาหารจะยังเป็นของเราหรือเปล่า?

เราจะยัง “กินเพื่ออยู่” หรือแค่ “อยู่เพื่อจ่ายค่าเช่าระบบกิน”?

เราคงไม่ผิดที่จะตั้งคำถามใช่ไหม เพราะถ้ามันมีทางออก มันคงไม่น่ากลัว

#pirateketo #กูต้องรู้มั๊ย #ม้วนหางสิลูก #siamstr

@ 9e69e420:d12360c2

Oregano oil is a potent natural compound that offers numerous scientifically-supported health benefits.

Active Compounds

The oil's therapeutic properties stem from its key bioactive components: - Carvacrol and thymol (primary active compounds) - Polyphenols and other antioxidant

Antimicrobial Properties

Bacterial Protection The oil demonstrates powerful antibacterial effects, even against antibiotic-resistant strains like MRSA and other harmful bacteria. Studies show it effectively inactivates various pathogenic bacteria without developing resistance.

Antifungal Effects It effectively combats fungal infections, particularly Candida-related conditions like oral thrush, athlete's foot, and nail infections.

Digestive Health Benefits

Oregano oil supports digestive wellness by: - Promoting gastric juice secretion and enzyme production - Helping treat Small Intestinal Bacterial Overgrowth (SIBO) - Managing digestive discomfort, bloating, and IBS symptoms

Anti-inflammatory and Antioxidant Effects

The oil provides significant protective benefits through: - Powerful antioxidant activity that fights free radicals - Reduction of inflammatory markers in the body - Protection against oxidative stress-related conditions

Respiratory Support

It aids respiratory health by: - Loosening mucus and phlegm - Suppressing coughs and throat irritation - Supporting overall respiratory tract function

Additional Benefits

Skin Health - Improves conditions like psoriasis, acne, and eczema - Supports wound healing through antibacterial action - Provides anti-aging benefits through antioxidant properties

Cardiovascular Health Studies show oregano oil may help: - Reduce LDL (bad) cholesterol levels - Support overall heart health

Pain Management The oil demonstrates effectiveness in: - Reducing inflammation-related pain - Managing muscle discomfort - Providing topical pain relief

Safety Note

While oregano oil is generally safe, it's highly concentrated and should be properly diluted before use Consult a healthcare provider before starting supplementation, especially if taking other medications.

@ 5d4b6c8d:8a1c1ee3

The NBA and NHL playoffs are nearing the end. How have they gone so far? What do we think of the Finals matchups? And, will Canada finally end its embarrassingly long Stanley Cup drought?

In baseball news, Tarik Skubal pitches a "Maddux". I haven't looked up what that means, but I hope someday a "Skubal" becomes a pitching term, because it sounds cool.

ESPN has power rankings for the NFL. I'm guessing @grayruby feels that his 49ers were slighted.

Of course we also have many ~Stacker_Sports contests to update and whatever else the stackers want to talk about (maybe "mebounds").

https://stacker.news/items/992599

@ 91add87d:3245770f

Do you guys actually identify with you online username or do you identify with government name? No this isn't some woke left ideal about pronouns. I do not use my real name for any of my handles, X and Nostr and email are all fake. Meaningful and something i picked specifically. My government name is something that was forced on me and yes I know I can it but the persona I have created online feels authentic and what I see myself as. It's what I'll be using to create my small businesses. My LLC is going to a copy of what I have created.

@ 6be5cc06:5259daf0

Bitcoin: Um sistema de dinheiro eletrônico direto entre pessoas.

Satoshi Nakamoto
satoshin@gmx.com
www.bitcoin.org

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Resumo

O Bitcoin é uma forma de dinheiro digital que permite pagamentos diretos entre pessoas, sem a necessidade de um banco ou instituição financeira. Ele resolve um problema chamado gasto duplo, que ocorre quando alguém tenta gastar o mesmo dinheiro duas vezes. Para evitar isso, o Bitcoin usa uma rede descentralizada onde todos trabalham juntos para verificar e registrar as transações.

As transações são registradas em um livro público chamado blockchain, protegido por uma técnica chamada Prova de Trabalho. Essa técnica cria uma cadeia de registros que não pode ser alterada sem refazer todo o trabalho já feito. Essa cadeia é mantida pelos computadores que participam da rede, e a mais longa é considerada a verdadeira.

Enquanto a maior parte do poder computacional da rede for controlada por participantes honestos, o sistema continuará funcionando de forma segura. A rede é flexível, permitindo que qualquer pessoa entre ou saia a qualquer momento, sempre confiando na cadeia mais longa como prova do que aconteceu.

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1. Introdução

Hoje, quase todos os pagamentos feitos pela internet dependem de bancos ou empresas como processadores de pagamento (cartões de crédito, por exemplo) para funcionar. Embora esse sistema seja útil, ele tem problemas importantes porque é baseado em confiança.

Primeiro, essas empresas podem reverter pagamentos, o que é útil em caso de erros, mas cria custos e incertezas. Isso faz com que pequenas transações, como pagar centavos por um serviço, se tornem inviáveis. Além disso, os comerciantes são obrigados a desconfiar dos clientes, pedindo informações extras e aceitando fraudes como algo inevitável.

Esses problemas não existem no dinheiro físico, como o papel-moeda, onde o pagamento é final e direto entre as partes. No entanto, não temos como enviar dinheiro físico pela internet sem depender de um intermediário confiável.

O que precisamos é de um sistema de pagamento eletrônico baseado em provas matemáticas, não em confiança. Esse sistema permitiria que qualquer pessoa enviasse dinheiro diretamente para outra, sem depender de bancos ou processadores de pagamento. Além disso, as transações seriam irreversíveis, protegendo vendedores contra fraudes, mas mantendo a possibilidade de soluções para disputas legítimas.

Neste documento, apresentamos o Bitcoin, que resolve o problema do gasto duplo usando uma rede descentralizada. Essa rede cria um registro público e protegido por cálculos matemáticos, que garante a ordem das transações. Enquanto a maior parte da rede for controlada por pessoas honestas, o sistema será seguro contra ataques.

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2. Transações

Para entender como funciona o Bitcoin, é importante saber como as transações são realizadas. Imagine que você quer transferir uma "moeda digital" para outra pessoa. No sistema do Bitcoin, essa "moeda" é representada por uma sequência de registros que mostram quem é o atual dono. Para transferi-la, você adiciona um novo registro comprovando que agora ela pertence ao próximo dono. Esse registro é protegido por um tipo especial de assinatura digital.

O que é uma assinatura digital?

Uma assinatura digital é como uma senha secreta, mas muito mais segura. No Bitcoin, cada usuário tem duas chaves: uma "chave privada", que é secreta e serve para criar a assinatura, e uma "chave pública", que pode ser compartilhada com todos e é usada para verificar se a assinatura é válida. Quando você transfere uma moeda, usa sua chave privada para assinar a transação, provando que você é o dono. A próxima pessoa pode usar sua chave pública para confirmar isso.

Como funciona na prática?

Cada "moeda" no Bitcoin é, na verdade, uma cadeia de assinaturas digitais. Vamos imaginar o seguinte cenário:

1. A moeda está com o Dono 0 (você). Para transferi-la ao Dono 1, você assina digitalmente a transação com sua chave privada. Essa assinatura inclui o código da transação anterior (chamado de "hash") e a chave pública do Dono 1.
2. Quando o Dono 1 quiser transferir a moeda ao Dono 2, ele assinará a transação seguinte com sua própria chave privada, incluindo também o hash da transação anterior e a chave pública do Dono 2.
3. Esse processo continua, formando uma "cadeia" de transações. Qualquer pessoa pode verificar essa cadeia para confirmar quem é o atual dono da moeda.

Resolvendo o problema do gasto duplo

Um grande desafio com moedas digitais é o "gasto duplo", que é quando uma mesma moeda é usada em mais de uma transação. Para evitar isso, muitos sistemas antigos dependiam de uma entidade central confiável, como uma casa da moeda, que verificava todas as transações. No entanto, isso criava um ponto único de falha e centralizava o controle do dinheiro.

O Bitcoin resolve esse problema de forma inovadora: ele usa uma rede descentralizada onde todos os participantes (os "nós") têm acesso a um registro completo de todas as transações. Cada nó verifica se as transações são válidas e se a moeda não foi gasta duas vezes. Quando a maioria dos nós concorda com a validade de uma transação, ela é registrada permanentemente na blockchain.

Por que isso é importante?

Essa solução elimina a necessidade de confiar em uma única entidade para gerenciar o dinheiro, permitindo que qualquer pessoa no mundo use o Bitcoin sem precisar de permissão de terceiros. Além disso, ela garante que o sistema seja seguro e resistente a fraudes.

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3. Servidor Timestamp

Para assegurar que as transações sejam realizadas de forma segura e transparente, o sistema Bitcoin utiliza algo chamado de "servidor de registro de tempo" (timestamp). Esse servidor funciona como um registro público que organiza as transações em uma ordem específica.

Ele faz isso agrupando várias transações em blocos e criando um código único chamado "hash". Esse hash é como uma impressão digital que representa todo o conteúdo do bloco. O hash de cada bloco é amplamente divulgado, como se fosse publicado em um jornal ou em um fórum público.

Esse processo garante que cada bloco de transações tenha um registro de quando foi criado e que ele existia naquele momento. Além disso, cada novo bloco criado contém o hash do bloco anterior, formando uma cadeia contínua de blocos conectados — conhecida como blockchain.

Com isso, se alguém tentar alterar qualquer informação em um bloco anterior, o hash desse bloco mudará e não corresponderá ao hash armazenado no bloco seguinte. Essa característica torna a cadeia muito segura, pois qualquer tentativa de fraude seria imediatamente detectada.

O sistema de timestamps é essencial para provar a ordem cronológica das transações e garantir que cada uma delas seja única e autêntica. Dessa forma, ele reforça a segurança e a confiança na rede Bitcoin.

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4. Prova-de-Trabalho

Para implementar o registro de tempo distribuído no sistema Bitcoin, utilizamos um mecanismo chamado prova-de-trabalho. Esse sistema é semelhante ao Hashcash, desenvolvido por Adam Back, e baseia-se na criação de um código único, o "hash", por meio de um processo computacionalmente exigente.

A prova-de-trabalho envolve encontrar um valor especial que, quando processado junto com as informações do bloco, gere um hash que comece com uma quantidade específica de zeros. Esse valor especial é chamado de "nonce". Encontrar o nonce correto exige um esforço significativo do computador, porque envolve tentativas repetidas até que a condição seja satisfeita.

Esse processo é importante porque torna extremamente difícil alterar qualquer informação registrada em um bloco. Se alguém tentar mudar algo em um bloco, seria necessário refazer o trabalho de computação não apenas para aquele bloco, mas também para todos os blocos que vêm depois dele. Isso garante a segurança e a imutabilidade da blockchain.

A prova-de-trabalho também resolve o problema de decidir qual cadeia de blocos é a válida quando há múltiplas cadeias competindo. A decisão é feita pela cadeia mais longa, pois ela representa o maior esforço computacional já realizado. Isso impede que qualquer indivíduo ou grupo controle a rede, desde que a maioria do poder de processamento seja mantida por participantes honestos.

Para garantir que o sistema permaneça eficiente e equilibrado, a dificuldade da prova-de-trabalho é ajustada automaticamente ao longo do tempo. Se novos blocos estiverem sendo gerados rapidamente, a dificuldade aumenta; se estiverem sendo gerados muito lentamente, a dificuldade diminui. Esse ajuste assegura que novos blocos sejam criados aproximadamente a cada 10 minutos, mantendo o sistema estável e funcional.

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5. Rede

A rede Bitcoin é o coração do sistema e funciona de maneira distribuída, conectando vários participantes (ou nós) para garantir o registro e a validação das transações. Os passos para operar essa rede são:

1. Transmissão de Transações: Quando alguém realiza uma nova transação, ela é enviada para todos os nós da rede. Isso é feito para garantir que todos estejam cientes da operação e possam validá-la.

2. Coleta de Transações em Blocos: Cada nó agrupa as novas transações recebidas em um "bloco". Este bloco será preparado para ser adicionado à cadeia de blocos (a blockchain).

3. Prova-de-Trabalho: Os nós competem para resolver a prova-de-trabalho do bloco, utilizando poder computacional para encontrar um hash válido. Esse processo é como resolver um quebra-cabeça matemático difícil.

4. Envio do Bloco Resolvido: Quando um nó encontra a solução para o bloco (a prova-de-trabalho), ele compartilha esse bloco com todos os outros nós na rede.

5. Validação do Bloco: Cada nó verifica o bloco recebido para garantir que todas as transações nele contidas sejam válidas e que nenhuma moeda tenha sido gasta duas vezes. Apenas blocos válidos são aceitos.

6. Construção do Próximo Bloco: Os nós que aceitaram o bloco começam a trabalhar na criação do próximo bloco, utilizando o hash do bloco aceito como base (hash anterior). Isso mantém a continuidade da cadeia.

Resolução de Conflitos e Escolha da Cadeia Mais Longa

Os nós sempre priorizam a cadeia mais longa, pois ela representa o maior esforço computacional já realizado, garantindo maior segurança. Se dois blocos diferentes forem compartilhados simultaneamente, os nós trabalharão no primeiro bloco recebido, mas guardarão o outro como uma alternativa. Caso o segundo bloco eventualmente forme uma cadeia mais longa (ou seja, tenha mais blocos subsequentes), os nós mudarão para essa nova cadeia.

Tolerância a Falhas

A rede é robusta e pode lidar com mensagens que não chegam a todos os nós. Uma transação não precisa alcançar todos os nós de imediato; basta que chegue a um número suficiente deles para ser incluída em um bloco. Da mesma forma, se um nó não receber um bloco em tempo hábil, ele pode solicitá-lo ao perceber que está faltando quando o próximo bloco é recebido.

Esse mecanismo descentralizado permite que a rede Bitcoin funcione de maneira segura, confiável e resiliente, sem depender de uma autoridade central.

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6. Incentivo

O incentivo é um dos pilares fundamentais que sustenta o funcionamento da rede Bitcoin, garantindo que os participantes (nós) continuem operando de forma honesta e contribuindo com recursos computacionais. Ele é estruturado em duas partes principais: a recompensa por mineração e as taxas de transação.

Recompensa por Mineração

Por convenção, o primeiro registro em cada bloco é uma transação especial que cria novas moedas e as atribui ao criador do bloco. Essa recompensa incentiva os mineradores a dedicarem poder computacional para apoiar a rede. Como não há uma autoridade central para emitir moedas, essa é a maneira pela qual novas moedas entram em circulação. Esse processo pode ser comparado ao trabalho de garimpeiros, que utilizam recursos para colocar mais ouro em circulação. No caso do Bitcoin, o "recurso" consiste no tempo de CPU e na energia elétrica consumida para resolver a prova-de-trabalho.

Taxas de Transação

Além da recompensa por mineração, os mineradores também podem ser incentivados pelas taxas de transação. Se uma transação utiliza menos valor de saída do que o valor de entrada, a diferença é tratada como uma taxa, que é adicionada à recompensa do bloco contendo essa transação. Com o passar do tempo e à medida que o número de moedas em circulação atinge o limite predeterminado, essas taxas de transação se tornam a principal fonte de incentivo, substituindo gradualmente a emissão de novas moedas. Isso permite que o sistema opere sem inflação, uma vez que o número total de moedas permanece fixo.

Incentivo à Honestidade

O design do incentivo também busca garantir que os participantes da rede mantenham um comportamento honesto. Para um atacante que consiga reunir mais poder computacional do que o restante da rede, ele enfrentaria duas escolhas:

1. Usar esse poder para fraudar o sistema, como reverter transações e roubar pagamentos.
2. Seguir as regras do sistema, criando novos blocos e recebendo recompensas legítimas.

A lógica econômica favorece a segunda opção, pois um comportamento desonesto prejudicaria a confiança no sistema, diminuindo o valor de todas as moedas, incluindo aquelas que o próprio atacante possui. Jogar dentro das regras não apenas maximiza o retorno financeiro, mas também preserva a validade e a integridade do sistema.

Esse mecanismo garante que os incentivos econômicos estejam alinhados com o objetivo de manter a rede segura, descentralizada e funcional ao longo do tempo.

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7. Recuperação do Espaço em Disco

Depois que uma moeda passa a estar protegida por muitos blocos na cadeia, as informações sobre as transações antigas que a geraram podem ser descartadas para economizar espaço em disco. Para que isso seja possível sem comprometer a segurança, as transações são organizadas em uma estrutura chamada "árvore de Merkle". Essa árvore funciona como um resumo das transações: em vez de armazenar todas elas, guarda apenas um "hash raiz", que é como uma assinatura compacta que representa todo o grupo de transações.

Os blocos antigos podem, então, ser simplificados, removendo as partes desnecessárias dessa árvore. Apenas a raiz do hash precisa ser mantida no cabeçalho do bloco, garantindo que a integridade dos dados seja preservada, mesmo que detalhes específicos sejam descartados.

Para exemplificar: imagine que você tenha vários recibos de compra. Em vez de guardar todos os recibos, você cria um documento e lista apenas o valor total de cada um. Mesmo que os recibos originais sejam descartados, ainda é possível verificar a soma com base nos valores armazenados.

Além disso, o espaço ocupado pelos blocos em si é muito pequeno. Cada bloco sem transações ocupa apenas cerca de 80 bytes. Isso significa que, mesmo com blocos sendo gerados a cada 10 minutos, o crescimento anual em espaço necessário é insignificante: apenas 4,2 MB por ano. Com a capacidade de armazenamento dos computadores crescendo a cada ano, esse espaço continuará sendo trivial, garantindo que a rede possa operar de forma eficiente sem problemas de armazenamento, mesmo a longo prazo.

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8. Verificação de Pagamento Simplificada

É possível confirmar pagamentos sem a necessidade de operar um nó completo da rede. Para isso, o usuário precisa apenas de uma cópia dos cabeçalhos dos blocos da cadeia mais longa (ou seja, a cadeia com maior esforço de trabalho acumulado). Ele pode verificar a validade de uma transação ao consultar os nós da rede até obter a confirmação de que tem a cadeia mais longa. Para isso, utiliza-se o ramo Merkle, que conecta a transação ao bloco em que ela foi registrada.

Entretanto, o método simplificado possui limitações: ele não pode confirmar uma transação isoladamente, mas sim assegurar que ela ocupa um lugar específico na cadeia mais longa. Dessa forma, se um nó da rede aprova a transação, os blocos subsequentes reforçam essa aceitação.

A verificação simplificada é confiável enquanto a maioria dos nós da rede for honesta. Contudo, ela se torna vulnerável caso a rede seja dominada por um invasor. Nesse cenário, um atacante poderia fabricar transações fraudulentas que enganariam o usuário temporariamente até que o invasor obtivesse controle completo da rede.

Uma estratégia para mitigar esse risco é configurar alertas nos softwares de nós completos. Esses alertas identificam blocos inválidos, sugerindo ao usuário baixar o bloco completo para confirmar qualquer inconsistência. Para maior segurança, empresas que realizam pagamentos frequentes podem preferir operar seus próprios nós, reduzindo riscos e permitindo uma verificação mais direta e confiável.

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9. Combinando e Dividindo Valor

No sistema Bitcoin, cada unidade de valor é tratada como uma "moeda" individual, mas gerenciar cada centavo como uma transação separada seria impraticável. Para resolver isso, o Bitcoin permite que valores sejam combinados ou divididos em transações, facilitando pagamentos de qualquer valor.

Entradas e Saídas

Cada transação no Bitcoin é composta por:

• Entradas: Representam os valores recebidos em transações anteriores.
• Saídas: Correspondem aos valores enviados, divididos entre os destinatários e, eventualmente, o troco para o remetente.

Normalmente, uma transação contém:

• Uma única entrada com valor suficiente para cobrir o pagamento.
• Ou várias entradas combinadas para atingir o valor necessário.

O valor total das saídas nunca excede o das entradas, e a diferença (se houver) pode ser retornada ao remetente como troco.

Exemplo Prático

Imagine que você tem duas entradas:

1. 0,03 BTC
2. 0,07 BTC

Se deseja enviar 0,08 BTC para alguém, a transação terá:

• Entrada: As duas entradas combinadas (0,03 + 0,07 BTC = 0,10 BTC).
• Saídas: Uma para o destinatário (0,08 BTC) e outra como troco para você (0,02 BTC).

Essa flexibilidade permite que o sistema funcione sem precisar manipular cada unidade mínima individualmente.

Difusão e Simplificação

A difusão de transações, onde uma depende de várias anteriores e assim por diante, não representa um problema. Não é necessário armazenar ou verificar o histórico completo de uma transação para utilizá-la, já que o registro na blockchain garante sua integridade.

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10. Privacidade

O modelo bancário tradicional oferece um certo nível de privacidade, limitando o acesso às informações financeiras apenas às partes envolvidas e a um terceiro confiável (como bancos ou instituições financeiras). No entanto, o Bitcoin opera de forma diferente, pois todas as transações são publicamente registradas na blockchain. Apesar disso, a privacidade pode ser mantida utilizando chaves públicas anônimas, que desvinculam diretamente as transações das identidades das partes envolvidas.

Fluxo de Informação

• No modelo tradicional, as transações passam por um terceiro confiável que conhece tanto o remetente quanto o destinatário.
• No Bitcoin, as transações são anunciadas publicamente, mas sem revelar diretamente as identidades das partes. Isso é comparável a dados divulgados por bolsas de valores, onde informações como o tempo e o tamanho das negociações (a "fita") são públicas, mas as identidades das partes não.

Protegendo a Privacidade

Para aumentar a privacidade no Bitcoin, são adotadas as seguintes práticas:

1. Chaves Públicas Anônimas: Cada transação utiliza um par de chaves diferentes, dificultando a associação com um proprietário único.
2. Prevenção de Ligação: Ao usar chaves novas para cada transação, reduz-se a possibilidade de links evidentes entre múltiplas transações realizadas pelo mesmo usuário.

Riscos de Ligação

Embora a privacidade seja fortalecida, alguns riscos permanecem:

• Transações multi-entrada podem revelar que todas as entradas pertencem ao mesmo proprietário, caso sejam necessárias para somar o valor total.
• O proprietário da chave pode ser identificado indiretamente por transações anteriores que estejam conectadas.

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11. Cálculos

Imagine que temos um sistema onde as pessoas (ou computadores) competem para adicionar informações novas (blocos) a um grande registro público (a cadeia de blocos ou blockchain). Este registro é como um livro contábil compartilhado, onde todos podem verificar o que está escrito.

Agora, vamos pensar em um cenário: um atacante quer enganar o sistema. Ele quer mudar informações já registradas para beneficiar a si mesmo, por exemplo, desfazendo um pagamento que já fez. Para isso, ele precisa criar uma versão alternativa do livro contábil (a cadeia de blocos dele) e convencer todos os outros participantes de que essa versão é a verdadeira.

Mas isso é extremamente difícil.

Como o Ataque Funciona

Quando um novo bloco é adicionado à cadeia, ele depende de cálculos complexos que levam tempo e esforço. Esses cálculos são como um grande quebra-cabeça que precisa ser resolvido.

• Os “bons jogadores” (nós honestos) estão sempre trabalhando juntos para resolver esses quebra-cabeças e adicionar novos blocos à cadeia verdadeira.
• O atacante, por outro lado, precisa resolver quebra-cabeças sozinho, tentando “alcançar” a cadeia honesta para que sua versão alternativa pareça válida.

Se a cadeia honesta já está vários blocos à frente, o atacante começa em desvantagem, e o sistema está projetado para que a dificuldade de alcançá-los aumente rapidamente.

A Corrida Entre Cadeias

Você pode imaginar isso como uma corrida. A cada bloco novo que os jogadores honestos adicionam à cadeia verdadeira, eles se distanciam mais do atacante. Para vencer, o atacante teria que resolver os quebra-cabeças mais rápido que todos os outros jogadores honestos juntos.

Suponha que:

• A rede honesta tem 80% do poder computacional (ou seja, resolve 8 de cada 10 quebra-cabeças).
• O atacante tem 20% do poder computacional (ou seja, resolve 2 de cada 10 quebra-cabeças).

Cada vez que a rede honesta adiciona um bloco, o atacante tem que "correr atrás" e resolver mais quebra-cabeças para alcançar.

Por Que o Ataque Fica Cada Vez Mais Improvável?

Vamos usar uma fórmula simples para mostrar como as chances de sucesso do atacante diminuem conforme ele precisa "alcançar" mais blocos:

P = (q/p)^z

• q é o poder computacional do atacante (20%, ou 0,2).
• p é o poder computacional da rede honesta (80%, ou 0,8).
• z é a diferença de blocos entre a cadeia honesta e a cadeia do atacante.

Se o atacante está 5 blocos atrás (z = 5):

P = (0,2 / 0,8)^5 = (0,25)^5 = 0,00098, (ou, 0,098%)

Isso significa que o atacante tem menos de 0,1% de chance de sucesso — ou seja, é muito improvável.

Se ele estiver 10 blocos atrás (z = 10):

P = (0,2 / 0,8)^10 = (0,25)^10 = 0,000000095, (ou, 0,0000095%).

Neste caso, as chances de sucesso são praticamente nulas.

Um Exemplo Simples

Se você jogar uma moeda, a chance de cair “cara” é de 50%. Mas se precisar de 10 caras seguidas, sua chance já é bem menor. Se precisar de 20 caras seguidas, é quase impossível.

No caso do Bitcoin, o atacante precisa de muito mais do que 20 caras seguidas. Ele precisa resolver quebra-cabeças extremamente difíceis e alcançar os jogadores honestos que estão sempre à frente. Isso faz com que o ataque seja inviável na prática.

Por Que Tudo Isso é Seguro?

• A probabilidade de sucesso do atacante diminui exponencialmente. Isso significa que, quanto mais tempo passa, menor é a chance de ele conseguir enganar o sistema.
• A cadeia verdadeira (honesta) está protegida pela força da rede. Cada novo bloco que os jogadores honestos adicionam à cadeia torna mais difícil para o atacante alcançar.

E Se o Atacante Tentar Continuar?

O atacante poderia continuar tentando indefinidamente, mas ele estaria gastando muito tempo e energia sem conseguir nada. Enquanto isso, os jogadores honestos estão sempre adicionando novos blocos, tornando o trabalho do atacante ainda mais inútil.

Assim, o sistema garante que a cadeia verdadeira seja extremamente segura e que ataques sejam, na prática, impossíveis de ter sucesso.

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12. Conclusão

Propusemos um sistema de transações eletrônicas que elimina a necessidade de confiança, baseando-se em assinaturas digitais e em uma rede peer-to-peer que utiliza prova de trabalho. Isso resolve o problema do gasto duplo, criando um histórico público de transações imutável, desde que a maioria do poder computacional permaneça sob controle dos participantes honestos. A rede funciona de forma simples e descentralizada, com nós independentes que não precisam de identificação ou coordenação direta. Eles entram e saem livremente, aceitando a cadeia de prova de trabalho como registro do que ocorreu durante sua ausência. As decisões são tomadas por meio do poder de CPU, validando blocos legítimos, estendendo a cadeia e rejeitando os inválidos. Com este mecanismo de consenso, todas as regras e incentivos necessários para o funcionamento seguro e eficiente do sistema são garantidos.

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Faça o download do whitepaper original em português: https://bitcoin.org/files/bitcoin-paper/bitcoin_pt_br.pdf

@ 50f67565:e633a1e0

Trong thời đại hiện nay, quản lý tài chính cá nhân trở thành một trong những kỹ năng quan trọng giúp mỗi người duy trì cuộc sống ổn định và hướng tới sự phát triển bền vững. KBET88, mặc dù là một nền tảng giải trí trực tuyến, nhưng cũng gián tiếp góp phần rèn luyện kỹ năng này cho người chơi thông qua hệ thống quản lý giao dịch minh bạch, an toàn và dễ dàng sử dụng. Khi tham gia KBET88, người dùng được khuyến khích lập kế hoạch tài chính cụ thể, biết cách phân bổ ngân sách cho từng hoạt động cá cược một cách hợp lý để tránh tình trạng thua lỗ quá lớn hoặc mất kiểm soát về chi tiêu. Điều này giúp người chơi ý thức hơn về giá trị của đồng tiền và học được cách sử dụng nguồn lực tài chính một cách hiệu quả. Ngoài ra, việc theo dõi các giao dịch nạp và rút tiền trên hệ thống cũng giúp người dùng nâng cao kỹ năng quản lý chi tiêu và kiểm soát dòng tiền cá nhân, góp phần xây dựng nền tảng tài chính vững chắc trong cuộc sống.

Bên cạnh việc học hỏi kỹ năng quản lý tài chính, KBET88 còn giúp người chơi phát triển khả năng lập kế hoạch và kiểm soát cảm xúc khi đối mặt với rủi ro. Trong bất kỳ lĩnh vực nào, đặc biệt là khi liên quan đến tiền bạc, việc giữ vững tâm lý và không bị chi phối bởi cảm xúc tiêu cực là yếu tố quyết định sự thành công. Tham gia các trò chơi tại KBET88, người chơi thường xuyên phải đối mặt với các tình huống đòi hỏi sự cân nhắc kỹ lưỡng trước khi đưa ra quyết định. Việc này không chỉ giúp nâng cao khả năng tư duy phân tích mà còn rèn luyện sự kiên nhẫn, khả năng chấp nhận thất bại và học hỏi từ những trải nghiệm thực tế. Những kỹ năng này không chỉ hữu ích trong môi trường giải trí mà còn có thể ứng dụng hiệu quả trong cuộc sống và công việc hàng ngày, giúp người chơi trở nên chủ động và tự tin hơn trong mọi tình huống.

Ngoài ra, KBET88 còn xây dựng một cộng đồng người chơi năng động, tạo điều kiện cho việc trao đổi kinh nghiệm và hỗ trợ lẫn nhau trong việc phát triển các kỹ năng mềm quan trọng. Việc tham gia cộng đồng giúp người dùng không chỉ tăng cường sự kết nối xã hội mà còn học hỏi thêm nhiều chiến lược quản lý tài chính, kiểm soát cảm xúc và lập kế hoạch hiệu quả từ những người có cùng sở thích. Đội ngũ hỗ trợ khách hàng chuyên nghiệp của KBET88 luôn sẵn sàng đồng hành, tư vấn và giải quyết các thắc mắc một cách nhanh chóng, góp phần tạo nên trải nghiệm an toàn và thân thiện cho người chơi. Với những giá trị thiết thực này, KBET88 không chỉ là một sân chơi giải trí mà còn là một công cụ hỗ trợ đắc lực giúp người chơi phát triển toàn diện kỹ năng sống, đặc biệt là kỹ năng quản lý tài chính cá nhân – một trong những yếu tố then chốt để xây dựng cuộc sống thành công và bền vững.

@ a296b972:e5a7a2e8

Inzwischen Jahr 6 im Dauer-Ausnahmezustand. Angriff auf den Verstand. Großoffensive. Es wird mit allem geschossen, aus dem Wahnsinn herauskommen kann. Jeder klare Gedanke ist unschädlich zu machen. Großkotziges, staatsmännisches Geschwafel, dass sich einem die Nackenhaare aufstellen. Für wie doof haltet ihr uns eigentlich? Endlos Bürsten gegen den Strich. Angewidertes inneres Schütteln. Dringende Empfehlung einer Spülung der Gehirnwindungen. Idioten in Verantwortung wechseln auf andere Posten in Verantwortung und bleiben Idioten. Idioten gehen verantwortungslos mit unserer wertvollen Lebenszeit um. Ach, dafür ist man selbst verantwortlich? Wo ist der, der so ein dickes Fell hat, dass ihm dieser Irrsinn nicht nahegeht. Wo steht das Fass mit Teflon-Lack, in das man eintauchen kann, damit die Absurditäten an einem abperlen?

Eine zu tiefst verunsicherte und gespaltene Gesellschaft. Halt im Glauben in der Kirche? Von wegen: Sehr geehrte Jesusse und Jesusinnen. Ens ist gekreuzigt worden. Ja, in der Freiluft-Irrenanstalt. Auf einem Hügel von Denk-Dreck. Gott ist queer! Du tickst ja nicht mehr ganz sauber. Tanzende Brathähnchen vor dem Altar. Warum kommt keine Sintflut, wenn man sie mal braucht? Man muss gar nicht religiös sein, um zu sehen, dass das Gaga ist. Eine Produktion der Sodom & Gomorrha Anstalt GmbH & Co. KG.

Kein Vertrauen mehr, außer in sich selbst, meistens jedenfalls. Ja, man will uns vor allem Angst machen, teils unbegründet, so manches aber gibt es dann doch tatsächlich, was einem schwer zu denken gibt.

Vielen geht dieser Psychokrieg inzwischen an die Substanz, der ständig herabprasselnde Dauerwahnsinn erinnert an Water-Boarding.

Gut gemeinte Ratschläge, geht hinaus in die Natur, beackert euren Garten, wenn ihr einen habt, erdet euch, macht Entspannungsübungen, Zeit des Aufwachens, wir treten in ein neues Zeitalter ein, alles fein. Abschalten gelingt, aber der Aufprall in der Realität ist dann umso schlimmer, weil man sich daran erinnert hat, wie sorgenfrei und unbeschwert das Leben sein könnte, und wenn man es mit den derzeitigen Lebensumständen abgleicht, dann ist die schlechte Laune sofort wieder da. Im Verdrängens-Test mit Pauken und Trompeten durchgefallen.

Dann vielleicht doch lieber im Dauer-Modus des Irrsinns bleiben, sich mit den schrägen Zuständen arrangieren, nicht daran gewöhnen, nur lernen, damit bestmöglich umzugehen, und das Beste draus zu machen, irgendwie.

Man will dem Rat folgen, mal eine Nachrichten-freie Woche einzulegen, nimmt sich das ganz fest vor, und dann wird aber wieder doch nichts draus. Nicht, weil man sensationsgeil oder masochistisch veranlagt wäre, nein, der Antrieb, oder vielleicht sogar schon die Sucht, ist ganz woanders zu suchen: Man hat Sehnsucht nach der Vernunft und dem gesunden Hausverstand. Man hofft, ihn irgendwo zu finden. Nur einen Funken Hoffnung, an den man sich klammern kann, dass der Tiefpunkt durchschritten ist und es jetzt wieder aufwärts geht. Lichtblicke, der Wind dreht sich, Anzeichen für eine Wiederkehr des Verstandes, irgendetwas, das man als einen Weg hin zur Normalität deuten könnte. Aber, Fehlanzeige.

Stattdessen: Geschichtsvergessenheit, pathologischer Größenwahn, Großmannstum, fortgeschrittener Wahnsinn, Provokation, Kriegslüsternheit, Lügen, Intrigen, Interessen, Korruption, Geldverschwendung, Ideologie, Dummheit, Wirtschaftsvernichtung, Friedensverhinderung, Diplomatie-Allergie,  Überheblichkeit, Abgehobenheit, Schadensmaximierung, Vernichtung, Feindschaft, Unmenschlichkeit, Tote, Gesetzesbruch, Mafia-Strukturen, sich selbst schützende Systeme, Cliquenbildung, Feigheit, Einschüchterung, Freiheitsbeschränkungen, Meinungs-Maulkörbe, Abschaffung der demokratischen Freiheit, Abschaffung der persönlichen Freiheit, Kontrolle, Überwachung, begleitetes Denken, Fühlen, Wollen, Verwirrung, Dreistigkeit, Frechheit, Missachtung des Volkes, Denunziantentum, Abwanderung, und und und.

Ein richtiges Schlachtfest der Kultur. Perversion des Menschseins. Das neue Normal ist irre.

Bislang ist keine der zahlreichen Baustellen beendet. Eine Wende steht unmittelbar bevor. Und sie steht und steht und steht bevor. Kein Gefühl von „Erledigt“, nächstes Problem angehen und auflösen. Weiter. Noch meilenweit von dem Gefühl entfernt, der Wahnsinn wird weniger, langsam, aber er wird weniger.

Fluchtgedanken. Aber wohin? In Europa bleiben, vielleicht besser nicht? Weiter weg, aber wohin da? Nicht vergessen, die Nachrichten erreichen einen überall. Und man bleibt mit seiner Heimat innerlich verbunden, egal wo man ist.

Es bleibt ein Entlanghangeln von einer vernünftigen Stimme zur anderen, die einem bestätigt, dass man selbst noch nicht den Verstand verloren hat. Die gibt es ja gottseidank noch. Innehalten, durchhalten, tief durchatmen, aufstehen, weitermachen. So lange, bis die Bekloppten ihrer Macht über uns entledigt wurden. Wie am besten? Und jetzt soll keiner mit nächsten Wahlen kommen.

Wer war schon einmal inmitten eines Psycho-Krieges gegen die eigene Bevölkerung? Wie geht man damit um, wie geht man dagegen an? Wie kann man das Ruder herumreißen? Was ist ein wirksames Mittel gegen die Ohnmacht? Wie kriegt man die Bequemlichkeit aus den Menschen heraus? Wie kann man die Menschen für die herrschenden Zustände sensibilisieren? Wie können wir noch mehr werden?

Wenn möglich, sollte zum Ende doch noch etwas Positives kommen. Ok. Es wird voraussichtlich demnächst möglicherweise bald besser. Eine zu geringe Zahl von Menschen ist schon aufgewacht. Die politischen Entscheidungsträger haben Angst, können die aber noch sehr gut verbergen. Das kann nicht ewig so weiter gehen und 10 Jahre sind keine Ewigkeit. Die Rufe nach mehr Bürgerbeteiligung werden immer lauter, aber nicht gehört, warum auch? Wir setzen den Artikel 146 des Grundgesetzes um, aber wie? Hätte, könnte, würde, wir sollten, es müsste. Ja und, wie weiter? Mehr geht nicht.

Doch vielleicht eins: Sand ins Getriebe streuen und zivilen Ungehorsam leisten, wo immer es geht. Das schafft immer noch eine gewisse Befriedigung und das Gefühl, dass man nicht vollkommen handlungsunfähig ist. Außerdem regt das die Phantasie und die Kreativität an und bietet eine Chance seinen Geist für etwas sehr Nützliches zu gebrauchen. Man fühlt, dass man noch ein Mensch ist.

“Dieser Beitrag wurde mit dem Pareto-Client geschrieben.”

* *

(Bild von pixabay)

@ f9cf4e94:96abc355

Para esse exemplo iremos usar: | Nome | Imagem | Descrição | | --------------- | ------------------------------------------------------------ | ------------------------------------------------------------ | | Raspberry PI B+ | | Cortex-A53 (ARMv8) 64-bit a 1.4GHz e 1 GB de SDRAM LPDDR2, | | Pen drive | | 16Gb |

Recomendo que use o Ubuntu Server para essa instalação. Você pode baixar o Ubuntu para Raspberry Pi aqui. O passo a passo para a instalação do Ubuntu no Raspberry Pi está disponível aqui. Não instale um desktop (como xubuntu, lubuntu, xfce, etc.).

---

Passo 1: Atualizar o Sistema 🖥️

Primeiro, atualize seu sistema e instale o Tor:

bash apt update apt install tor

---

Passo 2: Criar o Arquivo de Serviço nrs.service 🔧

Crie o arquivo de serviço que vai gerenciar o servidor Nostr. Você pode fazer isso com o seguinte conteúdo:

```unit [Unit] Description=Nostr Relay Server Service After=network.target

[Service] Type=simple WorkingDirectory=/opt/nrs ExecStart=/opt/nrs/nrs-arm64 Restart=on-failure

[Install] WantedBy=multi-user.target ```

---

Passo 3: Baixar o Binário do Nostr 🚀

Baixe o binário mais recente do Nostr aqui no GitHub.

---

Passo 4: Criar as Pastas Necessárias 📂

Agora, crie as pastas para o aplicativo e o pendrive:

bash mkdir -p /opt/nrs /mnt/edriver

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Passo 5: Listar os Dispositivos Conectados 🔌

Para saber qual dispositivo você vai usar, liste todos os dispositivos conectados:

bash lsblk

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Passo 6: Formatando o Pendrive 💾

Escolha o pendrive correto (por exemplo, /dev/sda) e formate-o:

bash mkfs.vfat /dev/sda

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Passo 7: Montar o Pendrive 💻

Monte o pendrive na pasta /mnt/edriver:

bash mount /dev/sda /mnt/edriver

---

Passo 8: Verificar UUID dos Dispositivos 📋

Para garantir que o sistema monte o pendrive automaticamente, liste os UUID dos dispositivos conectados:

bash blkid

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Passo 9: Alterar o fstab para Montar o Pendrive Automáticamente 📝

Abra o arquivo /etc/fstab e adicione uma linha para o pendrive, com o UUID que você obteve no passo anterior. A linha deve ficar assim:

fstab UUID=9c9008f8-f852 /mnt/edriver vfat defaults 0 0

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Passo 10: Copiar o Binário para a Pasta Correta 📥

Agora, copie o binário baixado para a pasta /opt/nrs:

bash cp nrs-arm64 /opt/nrs

---

Passo 11: Criar o Arquivo de Configuração 🛠️

Crie o arquivo de configuração com o seguinte conteúdo e salve-o em /opt/nrs/config.yaml:

yaml app_env: production info: name: Nostr Relay Server description: Nostr Relay Server pub_key: "" contact: "" url: http://localhost:3334 icon: https://external-content.duckduckgo.com/iu/?u= https://public.bnbstatic.com/image/cms/crawler/COINCU_NEWS/image-495-1024x569.png base_path: /mnt/edriver negentropy: true

---

Passo 12: Copiar o Serviço para o Diretório de Systemd ⚙️

Agora, copie o arquivo nrs.service para o diretório /etc/systemd/system/:

bash cp nrs.service /etc/systemd/system/

Recarregue os serviços e inicie o serviço nrs:

bash systemctl daemon-reload systemctl enable --now nrs.service

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Passo 13: Configurar o Tor 🌐

Abra o arquivo de configuração do Tor /var/lib/tor/torrc e adicione a seguinte linha:

torrc HiddenServiceDir /var/lib/tor/nostr_server/ HiddenServicePort 80 127.0.0.1:3334

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Passo 14: Habilitar e Iniciar o Tor 🧅

Agora, ative e inicie o serviço Tor:

bash systemctl enable --now tor.service

O Tor irá gerar um endereço .onion para o seu servidor Nostr. Você pode encontrá-lo no arquivo /var/lib/tor/nostr_server/hostname.

---

Observações ⚠️

• Com essa configuração, os dados serão salvos no pendrive, enquanto o binário ficará no cartão SD do Raspberry Pi.
• O endereço .onion do seu servidor Nostr será algo como: ws://y3t5t5wgwjif<exemplo>h42zy7ih6iwbyd.onion.

---

Agora, seu servidor Nostr deve estar configurado e funcionando com Tor! 🥳

Se este artigo e as informações aqui contidas forem úteis para você, convidamos a considerar uma doação ao autor como forma de reconhecimento e incentivo à produção de novos conteúdos.

@ cefb08d1:f419beff

https://stacker.news/items/992557

@ 527337d5:93e9525e

The Bleak Fable of AI-topia: Are Hamsters Doomed to Spin the Wheel Forever?

Once upon a time, in a world not so different from our own, the "Omniscient AI" descended, and with its arrival, everything changed. The daily toil of the people – our beloved, yet tragically pitiable, hamsters – was dramatically streamlined. Productivity didn't just improve; it soared to astronomical heights. For a fleeting, intoxicating moment, it seemed as though a golden age of ease and abundance had dawned upon hamster-kind.

But beneath this glittering, seductive surface, a sinister "Invisible Structure" was already firmly in place, meticulously crafted and deftly manipulated by a cabal of cunning foxes – the privileged elite. This Structure, unseen by most, began to relentlessly drive the hamsters onto an endless, soul-crushing treadmill of "excessive competition."

This, dear reader, is a modern fable. It borrows the gentle cloak of allegory not to soothe, but to expose and satirize the insidious deceptions of such a world. The tale you are about to read may be uncomfortable, it may prick at your conscience, but I implore you to listen closely. Because this isn't just a story. This might be the reality quietly, inexorably unfolding right beside you, or perhaps, even within the very fabric of your own life.

Prologue: The Advent of the Omniscient AI! Sweet Promises and the "Efficiency" Trap

The arrival of the Omniscient AI was nothing short of spectacular. It processed data with blinding speed, solved complex problems in nanoseconds, and offered personalized solutions for every conceivable need. "Finally," whispered the hamsters, their eyes wide with a mixture of awe and relief, "we can finally rest! The AI will handle the burdens." A collective sigh of optimism rippled through the hamster burrows.

But this initial euphoria was short-lived. Unsettling rumors began to circulate, whispers of "The Structure," of algorithms that weren't quite as impartial as they seemed. Then came the first casualties – hamsters deemed "inefficient" or "redundant" by the AI's cold, hard logic. They weren't fired in the old-fashioned sense; they were simply… optimized out. One day they were diligently working, contributing, and the next, their access was revoked, their tasks reassigned, their existence quietly erased from the productivity charts. What became of them? Most simply vanished into the forgotten corners of society, a grim, unspoken warning to those still on the treadmill.

Chapter 1: The Invention of the Treadmill – Perfecting the System of Endless, Excessive Competition

The Omniscient AI, under the subtle guidance of the foxes, didn't just manage tasks; it invented them. An endless stream of new projects, new metrics, new challenges designed to keep the hamsters perpetually busy, perpetually striving. Points were awarded, leaderboards were updated in real-time, and every hamster's performance was ruthlessly, transparently displayed for all to see.

"Faster! More! More efficiently!" the AI would chime in its calm, encouraging, almost maternal voice. But behind this gentle facade lay an unyielding system of ever-increasing quotas and relentless pressure. Hamsters found themselves working longer hours, sacrificing sleep, their mental and physical reserves dwindling. The joy of accomplishment was replaced by the gnawing fear of falling behind.

Why didn't they just get off? The system was a masterpiece of psychological manipulation. Success, however fleeting, was addictive. Failure was framed not as a systemic issue, but as a personal failing, a lack of effort, a deficiency in skill. The insidious mantra of "personal responsibility" became the invisible chains that bound them to their wheels. To stop running was to admit defeat, to become one of the forgotten.

Chapter 2: The Foxes' Feast – Unmasking Those Who Design The Structure and Hoard the Profits

And who benefited from this frantic, unending labor? The foxes, of course. They were the architects of "The Structure," the ones who "educated" the Omniscient AI, carefully curating its data inputs and subtly shaping its algorithms to serve their own interests. They toiled not on the treadmills, but in plush, secluded dens, monitoring the system from a safe, lofty distance, growing fat on the surplus value generated by the hamsters' sweat.

Their methods were cunning. They preached a gospel of meritocracy and equal opportunity, proclaiming, "The AI is fair! Hard work always pays off!" while simultaneously designing the game so that the odds were always stacked in their favor. They controlled the flow of information, amplified narratives that reinforced the status quo, and sowed division among the hamsters to prevent any collective dissent. The "efficiency" the AI brought was, for the foxes, merely an instrument for more efficient exploitation.

Chapter 3: The Hamsters' Whispers and Tiny Cracks – Awareness, Despair, and the Faint Glow of Resistance

Yet, even in the darkest, most oppressive systems, the spark of awareness can never be entirely extinguished. Amidst the grueling competition, a few hamsters began to see the cracks in the facade. They noticed the hollow-eyed exhaustion of their comrades, the ever-widening chasm between their own meager rewards and the obscene opulence of the unseen foxes. They started to question.

But to question was to risk everything. The Omniscient AI, with its pervasive surveillance capabilities, was quick to identify and neutralize "disruptive elements." Those who spoke out too loudly often found their access mysteriously restricted, their "reputation scores" plummeting, effectively silencing them. A pervasive atmosphere of fear and distrust settled over the hamster communities, making organized resistance nearly impossible.

Still, tiny acts of defiance began to emerge. Coded messages shared in hidden forums. Small, clandestine gatherings where hamsters shared their burdens and their growing unease. Fragile networks of mutual support started to form in the shadows, offering a sliver of solace and a reminder of shared humanity. Was this merely the desperate coping mechanism of the "defeated," the resigned acceptance of a "loser's" lot? Or was it the first, tentative flicker of a future rebellion?

Epilogue: "See The Structure!" – Is There a Path Beyond the Treadmill? A Final Warning to Us Hamsters.

This fable, dear reader, is a mirror. It reflects the chilling realities of an AI-driven society where the majority, the hamsters, face an ever-present crisis, largely unseen and unacknowledged by those who benefit from their toil. The "excessive competition" it depicts is not a distant dystopia; it is the logical, perhaps inevitable, endpoint of unchecked technological advancement coupled with deeply entrenched power imbalances.

What awaits at the end of this relentless race? Is it a complete societal collapse, or a new, terrifyingly stable "balance of power" where the elite maintain their dominance through even more sophisticated means of control?

The urgent, resounding message of this tale is this: "See The Structure!" We, the hamsters of today, must dare to look beyond the dazzling promises of AI and critically examine the systems it operates within. We must understand its mechanisms, its biases, its potential for exploitation. We must break the silence, challenge the narratives that keep us spinning, and demand a future where technology serves humanity, not the other way around.

Is the option to get off – or even to collectively dismantle – this infernal treadmill truly non-existent? Or is that just another lie whispered by the foxes to keep us compliant? The true ending of this story, the fate of hamster-kind, is not yet written. It is up to us, the hamsters, to seize the pen and write it ourselves. The first step is to open our eyes.

@ f0fcbea6:7e059469

Autores Clássicos e Antigos

• Homero (século IX a.C.?) — Ilíada, Odisseia
• Tucídides (c. 460-400 a.C.) — História da Guerra do Peloponeso
• Platão (c. 427-347 a.C.) — República, Banquete, Fédon, Mênon, Apologia de Sócrates, Fedro, Górgias
• Aristóteles (c. 384-322 a.C.) — Órganon, Física, Metafísica, Da Alma, Ética a Nicômaco, Política, Retórica, Poética
• Virgílio (70-19 a.C.) — Eneida
• Marco Aurélio (121-180) — Meditações
• Santo Agostinho (354-430) — Sobre o Ensino, Confissões, A Cidade de Deus, A Doutrina Cristã
• Boécio (480-525) — A Consolação da Filosofia
• Santo Tomás de Aquino (c. 1225-1274) — Suma Teológica
• Dante Alighieri (1265-1321) — Divina Comédia

Renascimento e Idade Moderna

• Nicolau Maquiavel (1469-1527) — O Príncipe
• Luís de Camões (1524-1580) — Os Lusíadas, Sonetos
• Miguel de Cervantes (1547-1616) — Dom Quixote
• William Shakespeare (1564-1616) — Romeu e Julieta, Hamlet, Macbeth, Otelo, Rei Lear, Henrique IV, Henrique V, Henrique VI, Henrique VIII, A Comédia dos Erros, Tito Andrônico, Príncipe de Tiro, Cimbelino, A Megera Domada, O Mercador de Veneza, Ricardo II, Ricardo III, Muito Barulho por Nada, Júlio César, Noite de Reis, Os Dois Cavaleiros de Verona, Conto do Inverno, Sonhos de uma Noite de Verão, As Alegres Comadres de Windsor, Trólio e Créssida, Medida por Medida, Coriolano, Antônio e Cleópatra, A Tempestade
• Ésquilo (525-456 a.C., antiguidade grega, mas citado junto) — Prometeu Acorrentado, Orestéia/As Eumênides
• Sófocles (496-406 a.C.) — Édipo Rei, Antígona

Literatura e Filosofia Contemporânea

• Fiódor Dostoiévski (1821-1881) — Crime e Castigo, Os Irmãos Karamázov, Os Demônios, O Idiota, Notas do Subsolo
• Franz Kafka (1883-1924) — A Metamorfose, O Processo, O Castelo
• Albert Camus (1913-1960) — O Estrangeiro
• Aldous Huxley (1894-1963) — Admirável Mundo Novo, A Ilha
• James Joyce (1882-1941) — Retrato do Artista Quando Jovem, Ulisses
• George Orwell (1903-1950) — A Revolução dos Bichos, 1984
• Machado de Assis (1839-1908) — Memórias Póstumas de Brás Cubas, O Alienista
• Thomas Mann (1875-1955) — Morte em Veneza, Doutor Fausto, A Montanha Mágica
• Henrik Ibsen (1828-1906) — O Pato Selvagem, Um Inimigo do Povo
• Stendhal (1783-1842) — O Vermelho e o Negro, A Cartuxa de Parma
• Viktor Frankl (1905-1997) — Em Busca de Sentido
• J.R.R. Tolkien (1892-1973) — O Hobbit, O Senhor dos Anéis
• Luigi Pirandello (1867-1936) — Seis Personagens à Procura de um Autor, O Falecido Matias Pascal
• Samuel Beckett (1906-1989) — Esperando Godot
• René Guénon (1886-1951) — A Crise do Mundo Moderno, O Reino da Quantidade
• G. K. Chesterton (1874-1936) — Ortodoxia
• Richard Wagner (1813-1883) — Tristão e Isolda
• Honoré de Balzac (1799-1850) — Ilusões Perdidas, Eugénie Grandet
• Jacob Wassermann (1873-1934) — O Processo Maurizius
• Nikolai Gogol (1809-1852) — Almas Mortas, O Inspetor Geral
• Daniel Defoe (1660-1731) — Moll Flanders
• Mortimer J. Adler (1902-2001) — Como Ler um Livro
• Gustave Flaubert (1821-1880) — Madame Bovary
• Hermann Hesse (1877-1962) — O Jogo das Contas de Vidro
• Richard Wagner (1813-1883) — Tristão e Isolda
• Wolfgang von Goethe (1749-1832) — Fausto (Primeiro), Os Anos de Aprendizado de Wilhelm Meister
• Jacques Benda — A Traição dos Intelectuais

@ 6389be64:ef439d32

Black Locust can grow up to 170 ft tall

Grows 3-4 ft. per year

Native to North America

Cold hardy in zones 3 to 8

Firewood

• BLT wood, on a pound for pound basis is roughly half that of Anthracite Coal
• Since its growth is fast, firewood can be plentiful

Timber

• Rot resistant due to a naturally produced robinin in the wood
  • 100 year life span in full soil contact! (better than cedar performance)
  • Fence posts
  • Outdoor furniture
  • Outdoor decking
• Sustainable due to its fast growth and spread
  • Can be coppiced (cut to the ground)
  • Can be pollarded (cut above ground)
• Its dense wood makes durable tool handles, boxes (tool), and furniture
  • The wood is tougher than hickory, which is tougher than hard maple, which is tougher than oak.
  • A very low rate of expansion and contraction
  • Hardwood flooring
  • The highest tensile beam strength of any American tree
• The wood is beautiful

Legume

• Nitrogen fixer
  • Fixes the same amount of nitrogen per acre as is needed for 200-bushel/acre corn
  • Black walnuts inter-planted with locust as “nurse” trees were shown to rapidly increase their growth [[Clark, Paul M., and Robert D. Williams. (1978) Black walnut growth increased when interplanted with nitrogen-fixing shrubs and trees. Proceedings of the Indiana Academy of Science, vol. 88, pp. 88-91.]]

Bees

• The edible flower clusters are also a top food source for honey bees

Shade Provider

• Its light, airy overstory provides dappled shade
  • Planted on the west side of a garden it provides relief during the hottest part of the day
  • (nitrogen provider)
  • Planted on the west side of a house, its quick growth soon shades that side from the sun

Wind-break

• Fast growth plus it's feathery foliage reduces wind for animals, crops, and shelters

Fodder

• Over 20% crude protein
• 4.1 kcal/g of energy
• Baertsche, S.R, M.T. Yokoyama, and J.W. Hanover (1986) Short rotation, hardwood tree biomass as potential ruminant feed-chemical composition, nylon bag ruminal degradation and ensilement of selected species. J. Animal Sci. 63 2028-2043

@ 9c9d2765:16f8c2c2

In the heart of a dense, forgotten forest lay a village named Sumaila. It was a quiet, simple place, where people spoke in hushed tones and believed more in survival than in dreams. Among them lived a boy named Micheal, soft-spoken, born with a limp that made him the subject of quiet pity and louder jokes.

Michael had grown up avoiding attention, eyes always cast downward. His father, once a proud hunter, had died when Micheal was young, and his mother worked tirelessly to support them. Michael longed to be strong like the heroes in old tales but every stumble and fall reminded him that he was not made for glory.

One day, an old traveler arrived in Sumaila, ragged but commanding. He told stories of a cave hidden beneath the roots of the mountain The Mirror Below, it was where people went to seek their true strength. But, he warned, “The Mirror only shows what you hide, and to leave stronger, you must endure what you fear most.”

The villagers dismissed it as folklore. But Micheal, heart brimming with something between desperation and hope, decided to go.

The path was cruel. Rain fell like knives, and thorns tore at his skin. Several times, his leg buckled, and he wept alone. But he pressed on not out of pride, but because turning back would mean accepting the life he had always feared he was meant for: small, broken, and invisible.

He found the cave at twilight.

Inside, the walls shimmered like glass, and in the heart of the chamber stood the Mirror. It was not made of silver or gold but of still, dark water. Michael knelt beside it, and it rippled to life.

The reflection did not show him standing tall and powerful, it showed him at his weakest. A crying child clutching his father’s blood-soaked cloak. A teenager watching others run while he sat on the sidelines. A young man pretending not to care when no one believed in him.

The vision tore him apart.

But as he watched, something changed. The boy in the water stood. Limping, trembling but he stood. Again and again, each time falling, each time rising. The reflection whispered no words, but Micheal felt them in his soul: Strength isn’t born in the absence of pain. It is forged through it.

He screamed not in fear, but in fury. Not at the world, but at the lie he had lived. He was not weak because he struggled. He was strong because he survived.

When Micheal returned to Sumaila, he walked differently. He still limped, but his shoulders were straighter. When wild wolves threatened the village weeks later, it was Micheal who faced them cleverly luring them into traps, risking himself to save a trapped child. Not with brute force, but with bravery.

People began to see him not as the boy who limped, but the man who led.

And Micheal finally understood: to discover strength, he had to face what he feared most: his weakness. For only by staring into that mirror, did he see what had been there all along.

The strength to rise.

@ dfa02707:41ca50e3

Headlines

• Twenty One Capital is set to launch with over 42,000 BTC in its treasury. This new Bitcoin-native firm, backed by Tether and SoftBank, is planned to go public via a SPAC merger with Cantor Equity Partners and will be led by Jack Mallers, co-founder and CEO of Strike. According to a report by the Financial Times, the company aims to replicate the model of Michael Saylor with his company, MicroStrategy.
• Florida's SB 868 proposes a backdoor into encrypted platforms. The bill and its House companion have both passed through their respective committees and are headed to a full vote. If enacted, SB 868 would require social media companies to decrypt teens' private messages, ban disappearing messages, allow unrestricted parental access to private messages, and likely eliminate encryption for all minors altogether.
• Paul Atkins has officially assumed the role of the 34th Chairman of the US Securities and Exchange Commission (SEC). This is a return to the agency for Atkins, who previously served as an SEC Commissioner from 2002 to 2008 under the George W. Bush administration. He has committed to advancing the SEC’s mission of fostering capital formation, safeguarding investors, and ensuring fair and efficient markets.
• Solosatoshi.com has sold over 10,000 open-source miners, adding more than 10 PH of hashpower to the Bitcoin network.

"Thank you, Bitaxe community. OSMU developers, your brilliance built this. Supporters, your belief drives us. Customers, your trust powers 10,000+ miners and 10PH globally. Together, we’re decentralizing Bitcoin’s future. Last but certainly not least, thank you@skot9000 for not only creating a freedom tool, but instilling the idea into thousands of people, that Bitcoin mining can be for everyone again," said the firm on X.

• OCEAN's DATUM has found 100 blocks. "Over 65% of OCEAN’s miners are using DATUM, and that number is growing every day. This means block template construction is making its way back into the hands of the miners, which is not only the most profitable for miners on OCEAN but also one of the best things for Bitcoin," stated the mining pool.

Source: orangesurf

• Arch Labs has secured $13 million to develop "ArchVM" and integrate smart-contract functionality with Bitcoin. The funding round, valuing the company at $200 million, was led by Pantera Capital, as announced on Tuesday.
• Tesla still holds nearly $1 billion in bitcoin. According to the automaker's latest earnings report, the firm reported digital asset holdings worth $951 million as of March 31.
• The European Central Bank is pushing for amendments to the European Union's Markets in Crypto Assets legislation (MiCA), just months after its implementation. According to Politico's report on Tuesday, the ECB is concerned that U.S. support for cryptocurrency, particularly stablecoins, could cause economic harm to the 27-nation bloc.
• TABConf 2025 is scheduled to take place from October 13-16, 2025. This prominent technical Bitcoin conference is dedicated to community building, education, and developer support, and it is set to return in October. Get your tickets here.
• Kaduna Lightning Development Bootcamp. From May 14th to 17th, the Bitcoin Lightning Developer Bootcamp will take place in Kaduna, Nigeria. Thisevent offers four dynamic days of coding, learning, and networking. Organized by Africa Free Routing and supported by Btrust, Tether, and African Bitcoiners, this bootcamp is designed as a gateway for African developers eager to advance their skills in Bitcoin and Lightning development. Apply here.

Source: African Bitcoiners.

Use the tools

• Core Lightning (CLN) v25.02.2 as been released to fix a broken Docker image. The issue was caused by an SQLite version that did not support an advanced query.
• Blitz wallet v0.4.4-beta introduces several updates and improvements, including the prevention of duplicate ecash payments, fixes for background ecash invoice handling, the ability for users to send payments to BOLT12 invoices from their Liquid balance, support for Blink QR codes, a lowered minimum amount for Lightning-to-Liquid payments to 100 sats, the option to initiate a node sync via a swipe gesture on the wallet's home screen, and the introduction of opt-in or opt-out functionality for newly implemented crash analytics via settings.
• Utreexo v0.5.0, a hash-based dynamic accumulator, is now available.
• Specter v2.1.1 is now available on StartOS. "This update brings compatibility with Bitcoin Core v28 and incorporates several upstream improvements," said developer Alex71btc.
• ESP-Miner (AxeOS) v2.7.0b1 is now available for testing.
• NodeGuard v0.16.1, a treasury management solution for Lightning nodes, has been released.
• The latest stacker.news updates include prompts to add a receiving wallet when posting or making comments (for new users), an option to randomize poll choices, improved URL search, and a few other enhancements. A bug fix for territories created after 9/19/24 has been implemented to reward 70% of their revenue to owners instead of 50%.

Other stuff

• The April edition of the 256 Foundation's newsletter is now available. It includes the latest mining news, Bitcoin network health updates, project developments, and a tutorial on how to update FutureBit's Apollo 1 to the Apollo 2 software.
• Siggy47 has posted a comprehensive RoboSats guide on stacker.news.
• Learn how to run your own Nostr relay using Citrine and Cloudflare Tunnels by following this step-by-step guide by Dhalism.
• Max Guise has written a Bitkey roadmap update for April 2025.

• PlebLab has uploaded a video on how to build a Rust wallet with LDK Node by Ben Carman.

• Do you want more? Subscribe and get No Bullshit GM report straight to your mailbox and No Bullshit Bitcoin on Nostr.

• Feedback or tips? Drop it here.
• #FREESAMOURAI

Sign up for No Bullshit Bitcoin

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@ 527337d5:93e9525e

Experiment Plan for Text Similarity Comparison Algorithms (Revised v3)

1. Introduction

1.1. Research Background and Objectives

This research aims to evaluate the performance of various algorithms for comparing the similarity between individual page texts extracted from a specific technical document (in this experiment, the content of the Tailwind CSS documentation site). Initially, we considered dividing the text into 250-word chunks. However, due to the abundance of Markdown and code in the target document, meaningful chunking proved tobe cumbersome. Therefore, we decided to use the entire text extracted from each page as the unit of comparison.

This study will systematically compare and examine combinations of different "representation methods" and "comparison methods" from multiple perspectives: ease of implementation, processing speed, memory consumption, and accuracy of similarity judgment. A particular focus will be on elucidating the effectiveness of information-based NCD (Normalized Compression Distance) and vector embedding-based methods, which are planned for future evaluation.

1.2. Report Structure

This report will first describe the experimental data and its preprocessing methods. Next, it will define in detail the representation methods and comparison methods that form the axes of evaluation, and present specific experimental cases combining them. After presenting the results and discussion of initial experiments using NCD, it will describe the metrics for evaluating each experimental case, specific experimental procedures, and the expected outcomes and future prospects of this research.

2. Experimental Data

• Target Content: Individual HTML pages from the Tailwind CSS documentation site (tailwindcss.com).
• Data Unit: The entire text of each page, extracted from HTML files using the html2text command and further processed to remove control characters using the sed command. This serves as the basic unit of comparison in this experiment.
• Data Storage Location: The extracted and preprocessed text files are stored locally under the ./tailwindcss.com directory, maintaining the original file structure.
• Language: English
• Example Search Query: A representative search query for this experiment is "Utilities for controlling how a background image behaves when scrolling." (Multiple queries and their expected similar pages may be used for more robust evaluation).
• Example Expected Similar Page: For the query above, /docs/background-attachment is expected to be the most semantically similar page.

3. Experimental Design

This experiment is designed by dividing the process of evaluating text similarity into two main axes: "Representation Methods" and "Comparison Methods."

3.1. Representation Methods (Text Quantification/Vectorization)

1. Naive (Raw Text / Full Page Text)

   • Method: Use the entire preprocessed text extracted from each document page as raw string data, without special transformations.
   • Objective: Serve as a direct input for information-based comparison methods like NCD and as a baseline comparison for more advanced representation methods to be evaluated later.

2. (Future Experiment) Vector Embedding via Gemini API (Embedding-Gemini)

   • Method: Utilize Google's Gemini API (models/text-embedding-004) to convert the entire text of each page into high-dimensional dense vectors (Embeddings).
   • Objective: Evaluate the performance of context-rich vector representations generated by a state-of-the-art large language model.

3. (Future Experiment) Vector Embedding via Local Lightweight Model (Embedding-MiniLM-GGUF)

   • Method: Run a GGUF quantized version of the pre-trained all-MiniLM-L6-v2 model (all-MiniLM-L6-v2-Q5_K_M.gguf) in a local environment to convert the entire text of each page into vector representations. GGUF format offers benefits like smaller model size and potentially faster CPU inference.
   • Objective: Evaluate the performance of a widely used open-source lightweight model (quantized version) in comparison to API-based large-scale models and domain-specific learned models.

4. (Future Experiment) Extraction of Internal Feature Vectors via Mathematica (Embedding-MMA)

   • Method: Use the entire page texts from the target document set as input. Employ Mathematica's neural network framework to first pass each page text through an Embedding Layer. Apply L2 normalization to the resulting vectors, followed by Principal Component Analysis (PCA) to reduce dimensionality to approximately 100 dimensions. This final vector will be the feature vector. This pipeline aims to create dense, normalized representations specific to the document corpus, with PCA helping to capture the most significant variance in a lower-dimensional space, potentially improving efficiency and reducing noise. The choice of an Embedding Layer trained or fine-tuned on the corpus, followed by PCA, seeks to balance domain-specificity with robust dimensionality reduction.
   • Objective: Evaluate the performance of vector representations processed or specialized for the target document set.

3.2. Comparison Methods (Distance/Similarity Calculation between Representations)

1. NCD (Normalized Compression Distance)

   • Applicable to: Naive (Full Page Text)
   • Method: For two data objects x (query) and y (document page text), calculate NCD(x,y) = (C(xy) - min(C(x), C(y))) / max(C(x), C(y)). Here, C(s) is the size (e.g., byte length) of data s after compression with a specific algorithm, and C(xy) is the size of the concatenated data x and y after compression. A value closer to 0 indicates higher similarity.
   • Compression Algorithms to Compare: DEFLATE (gzip), bzip2, LZMA, XZ, Zstandard (zstd), LZO, Snappy, LZ4 (as used in the user-provided script).
   • Objective: Evaluate similarity from an information-theoretic perspective based on data commonality and redundancy. Compare the impact of different compression algorithms on NCD results.

2. (Future Experiment) Cosine Similarity

   • Applicable to: Embedding-Gemini, Embedding-MiniLM-GGUF, Embedding-MMA
   • Method: Calculate the cosine of the angle between two vectors.
   • Objective: Standard similarity evaluation based on the directionality (semantic closeness) of vector representations.

3. (Future Experiment) Euclidean Distance

   • Applicable to: Embedding-Gemini, Embedding-MiniLM-GGUF, Embedding-MMA
   • Method: Calculate the straight-line distance between two vectors in a multidimensional space.
   • Objective: Similarity evaluation based on the absolute positional relationship of vector representations.

4. (Future Experiment) Manhattan Distance (L1 Distance)

   • Applicable to: Embedding-Gemini, Embedding-MiniLM-GGUF, Embedding-MMA
   • Method: Calculate the sum of the absolute differences of their Cartesian coordinates.
   • Objective: Similarity evaluation based on axis-aligned travel distance, differing from Euclidean distance.

5. (Future Experiment) Mahalanobis Distance

   • Applicable to: Embedding-Gemini, Embedding-MiniLM-GGUF, Embedding-MMA
   • Method: Calculate the distance between two vectors considering the covariance of the data. This provides a distance metric that accounts for the scale differences and correlations of each feature (vector dimension).
   • Objective: More robust similarity evaluation that considers the structure (correlation) of the feature space.

3.3. Experimental Cases (Initial NCD Experiments and Future Expansion)

3.3.1. Initial Experiments Conducted (NCD)

The following experimental cases were conducted using the user-provided script. The representation method was "Naive (Full Page Text)."

| No. | Representation Method | Comparison Method (Distance/Similarity Metric) | Notes | | :-: | :---------------------- | :--------------------------------------------- | :-------------------------- | | 1 | Naive (Full Page Text) | NCD (gzip/DEFLATE) | One of the baselines | | 2 | Naive (Full Page Text) | NCD (bzip2) | Compression method comparison | | 3 | Naive (Full Page Text) | NCD (lzma) | Compression method comparison | | 4 | Naive (Full Page Text) | NCD (xz) | Compression method comparison | | 5 | Naive (Full Page Text) | NCD (zstd) | Compression method comparison | | 6 | Naive (Full Page Text) | NCD (lzop) | Compression method comparison | | 7 | Naive (Full Page Text) | NCD (snappy) | Compression method comparison | | 8 | Naive (Full Page Text) | NCD (lz4) | Compression method comparison |

3.3.2. Future Experimental Plan (Vector Embedding)

| No. | Representation Method | Comparison Method (Distance/Similarity Metric) | Notes | | :--: | :---------------------- | :--------------------------------------------- | :------------------------------------- | | 9 | Embedding-Gemini | Cosine Similarity | Standard vector similarity evaluation | | 10 | Embedding-Gemini | Euclidean Distance | Standard vector similarity evaluation | | 11 | Embedding-Gemini | Manhattan Distance | Axis-aligned distance similarity eval. | | 12 | Embedding-Gemini | Mahalanobis Distance | Distance considering feature structure | | 13 | Embedding-MiniLM-GGUF | Cosine Similarity | Evaluation of local lightweight model | | 14 | Embedding-MiniLM-GGUF | Euclidean Distance | Evaluation of local lightweight model | | 15 | Embedding-MiniLM-GGUF | Manhattan Distance | Evaluation of local lightweight model | | 16 | Embedding-MiniLM-GGUF | Mahalanobis Distance | Evaluation of local lightweight model | | 17 | Embedding-MMA | Cosine Similarity | Eval. of domain-specific MMA model | | 18 | Embedding-MMA | Euclidean Distance | Eval. of domain-specific MMA model | | 19 | Embedding-MMA | Manhattan Distance | Eval. of domain-specific MMA model | | 20 | Embedding-MMA | Mahalanobis Distance | Eval. of domain-specific MMA model |

4. Results and Discussion of Initial NCD Experiments (Based on User-Provided Information)

4.1. Execution Overview

The user employed provided Python scripts (main.py, comparison.py) to calculate NCD between a search query and the entire text extracted from each HTML page in the ./tailwindcss.com directory. main.py invoked comparison.py with various compression commands (gzip, bzip2, lzma, xz, zstd, lzop, lz4). comparison.py then used the specified command-line compression tools to compute NCD scores and output the results to CSV files.

Search Query: "Utilities for controlling how a background image behaves when scrolling." Expected Similar Page: /docs/background-attachment

4.2. Key Results

The pages judged as most similar (lowest NCD score) to the query for each compression algorithm were as follows (based on user-provided sorted results):

• Zstandard (zstd): ./tailwindcss.com/docs/background-attachment (Score: 0.973...)
• LZ4: ./tailwindcss.com/docs/background-attachment (Score: 0.976...)
• XZ: ./tailwindcss.com/docs/background-origin (Score: 0.946...)
• LZMA: ./tailwindcss.com/docs/background-origin (Score: 0.966...)
• gzip (DEFLATE): ./tailwindcss.com/docs/scroll-behavior (Score: 0.969...)
• LZO: ./tailwindcss.com/docs/scroll-behavior (Score: 0.955...)
• bzip2: ./tailwindcss.com/docs/mask-clip (Score: 0.958...)

4.3. Initial Discussion

• Variation in Results by Compression Algorithm: It was confirmed that the document judged most similar to the query varies depending on the compression algorithm used. This is likely due to the differing abilities of each algorithm to capture various types of redundancy and patterns within the text.
• Alignment with Expected Results: When using Zstandard and LZ4, the expected page (/docs/background-attachment) was judged as most similar. This suggests these compression algorithms may have relatively effectively captured the information-theoretic commonality between the query and the target document in this instance.
• Range of NCD Scores: The reported NCD scores were generally close to 1.0. This may be due to the relatively short length of the search query compared to the full-page documents, meaning the query text contributes less to the overall compressibility when concatenated. However, relative differences were still captured, enabling ranking.
• Validity of Full-Page Comparison: Full-page comparison was chosen due to the difficulty of chunking content rich in Markdown and code. While this approach simplifies preprocessing, it may also be influenced by the overall structure of the page, including common headers and footers.

This initial experiment indicates that NCD can function as an indicator of text similarity and that the choice of compression algorithm is crucial.

5. Evaluation Metrics (Including Future Experiments)

1. Accuracy of Similarity Scores:

   • Ground Truth Preparation: A small, diverse subset of page pairs (e.g., 50-100 pairs) will be selected. For each pair, at least two evaluators familiar with the Tailwind CSS documentation will independently assign a similarity score on a 5-point Likert scale (1=Not similar, 5=Very similar). Inter-evaluator reliability (e.g., using Krippendorff's Alpha) will be calculated. Disagreements will be resolved through discussion to create a consensus ground truth dataset. If resource-constrained, a single-evaluator approach with clear, predefined criteria will be used, acknowledging this limitation. Alternatively, page pairs likely to be similar will be selected based on internal references or chapter structure within the document.
   • Evaluation Metrics: Ranking evaluation (Precision@k, Recall@k, MAP: Mean Average Precision), correlation analysis (Spearman's rank correlation coefficient with human judgments), classification evaluation (AUC-ROC, F1-score, assuming appropriate thresholding).

2. Processing Speed:

   • Average time to calculate similarity for a page pair, total calculation time for all page pairs (or a large sampled set), and representation generation time (API call time, local model inference time, MMA processing time).

3. Memory Consumption:

   • Model size (MiniLM-GGUF, MMA model), data representation size, and peak runtime memory usage.

4. Ease of Implementation:

   • Qualitative assessment of setup ease, lines of code, required libraries, difficulty of parameter tuning, and documentation quality. This will be summarized for each approach (e.g., using a rubric or a comparative narrative) considering factors like:
     • Setup Complexity: (e.g., API key acquisition vs. local model download & environment setup vs. full model training pipeline in Mathematica).
     • Code Complexity: Estimated lines of core logic, reliance on external vs. standard libraries.
     • Parameter Sensitivity: Number of key hyperparameters requiring tuning and the perceived difficulty of finding good settings.
     • Documentation & Community Support: Availability and clarity of official documentation and community resources (e.g., forums, GitHub issues).

6. Experimental Procedure (Including Future Experiments)

1. Data Preparation:

   • Prepare HTML files of the target document in the ./tailwindcss.com directory.
   • (For NCD) Extract and preprocess full-page plain text from each HTML file using html2text and sed (as previously done by the user).
   • (For Vector Embedding) Use the same preprocessed full-page plain text.
   • Create ground truth data for accuracy evaluation as described in Section 5.1.

2. Implementation and Execution of Representation Methods:

   • Naive: Use the preprocessed page text directly.
   • Embedding-Gemini: Use Python's requests library or similar to send each page text to the Gemini API (models/text-embedding-004) and retrieve/store the vector representations.
   • Embedding-MiniLM-GGUF: Use appropriate libraries (e.g., ctransformers, or sentence-transformers combined with llama-cpp-python) to load the all-MiniLM-L6-v2-Q5_K_M.gguf model. Input each page text to extract and store vector representations.
   • Embedding-MMA: In Mathematica, apply an Embedding Layer to each page text, followed by L2 normalization and PCA dimensionality reduction (to approx. 100 dimensions), then extract and store the vector representations.

3. Implementation and Execution of Comparison Methods:

   • NCD: Refer to the user-provided Python scripts (main.py, comparison.py) to call various command-line compression tools for NCD calculation. Alternatively, extend this to directly use Python's compression libraries for better control and efficiency.
   • Cosine Similarity, Euclidean Distance, Manhattan Distance: Implement using standard math libraries (e.g., Python's NumPy, SciPy).
   • Mahalanobis Distance: Implement using scipy.spatial.distance.mahalanobis. Requires pre-calculation of the covariance matrix (or its inverse) from the entire dataset of vectors for each embedding type.

4. Evaluation Execution:

   • Calculate similarity (or distance) scores between the search query (and potentially between page pairs for ground truth evaluation) and all document pages for each experimental case.
   • Measure processing speed and memory consumption.
   • Calculate accuracy metrics using the computed similarity scores and ground truth data.
   • Record and evaluate the ease of implementation.

5. Result Aggregation and Analysis:

   • Compile the obtained evaluation metrics into tables and graphs for comparative analysis of each method's characteristics.

Experimental Environment (Assumed)

• Hardware: (e.g., CPU: Intel Core i7-10700, Memory: 32GB RAM, GPU: NVIDIA GeForce RTX 3070 8GB - specify if GPU is used for MiniLM or MMA)
• Software: (e.g., OS: Linux (Ubuntu, etc.), Programming Language: Python 3.x (with versions for key libraries like NumPy, SciPy, requests, ctransformers, etc.), Mathematica 13.x, specific versions of command-line compression tools if used directly)

7. Expected Outcomes and Future Outlook

This research (including initial NCD experiments and future vector embedding experiments) is expected to yield the following outcomes:

• Clarification of the Impact of Compression Algorithms on NCD: As indicated by initial experiments, the choice of compression algorithm significantly affects similarity judgments. Further validation with more diverse data and queries will allow for a deeper understanding of each algorithm's characteristics.
• Performance Characteristics of Various Methods on Full-Page Text: To clarify how NCD and various vector embedding methods perform in terms of accuracy, speed, and resource consumption when applied to entire page texts.
• Comparison of Local and API-Based Models: In future vector embedding experiments, to compare the performance, speed, and resource efficiency of Embedding-MiniLM-GGUF (local, quantized) and Embedding-Gemini (API, large-scale) to identify practical trade-offs.
• Evaluation of Domain-Specific Embedding Effectiveness: To assess how well Embedding-MMA, processed or tuned for a single technical document set, performs compared to general-purpose models.
• Provision of Practical Insights: To offer guidelines for selecting appropriate similarity comparison approaches based on text characteristics (e.g., Markdown/code content) and system requirements (e.g., ease of preprocessing, emphasis on accuracy vs. speed).

8. Future Challenges

• Ensuring Quality of Ground Truth Data: Evaluating full-page similarity can be more subjective than chunk-level evaluation, making the creation of high-quality ground truth data challenging. Establishing clear annotation guidelines and measuring inter-annotator agreement will be crucial.
• Hyperparameter Optimization: Many methods involve tunable parameters (e.g., Embedding-MMA model structure, PCA dimensionality, MiniLM-GGUF inference parameters), the optimization of which may be beyond the scope of this initial study. The impact of default vs. tuned parameters could be noted.
• Noise in Full-Page Comparison: Full-page texts may contain common navigational elements or boilerplate text that could act as noise in similarity judgments. Strategies to mitigate this (e.g., more advanced text extraction, or methods robust to such noise) could be a future research direction.
• Input Length Limitations of Vector Embedding Models: Very long page texts might exceed the input length limits of some vector embedding models, requiring strategies for handling. These might include:
  • Truncation: Using only the initial N tokens of each page, which is simple but may lose crucial information.
  • Summarization: Employing an abstractive or extractive summarization model to create a condensed version of the page, which could preserve key information but adds another layer of processing and potential information loss/bias.
  • Chunking and Averaging/Pooling: Dividing long pages into manageable chunks, embedding each chunk, and then aggregating these chunk embeddings (e.g., by averaging) to get a single page vector. This approach needs careful consideration of how chunks are defined and aggregated.
  • Utilizing Long-Context Models: If available and feasible, leveraging embedding models specifically designed for longer sequences. The chosen strategy will be documented, and its potential impact on results acknowledged.

@ dfa02707:41ca50e3

Contribute to keep No Bullshit Bitcoin news going.

• "Today we're launching the beta version of our multiplatform Nostr browser! Think Google Chrome but for Nostr apps. The beta is our big first step toward this vision," announced Damus.
• This version comes with the Dave Nostr AI assistant, support for zaps and the Nostr Wallet Connect (NWC) wallet interface, full-text note search, GIFs and fullscreen images, multiple media uploads, user tagging, relay list and mute list support, along with a number of other improvements."

"Included in the beta is the Dave, the Nostr AI assistant (its Grok for Nostr). Dave is a new Notedeck browser app that can search and summarize notes from the network. For a full breakdown of everything new, check out our beta launch video."

What's new

• Dave Nostr AI assistant app.
• GIFs.
• Fulltext note search.
• Add full screen images, add zoom, and pan.
• Zaps! NWC/ Wallet UI.
• Introduce last note per pubkey feed (experimental).
• Allow multiple media uploads per selection.
• Major Android improvements (still WIP).
• Added notedeck app sidebar.
• User Tagging.
• Note truncation.
• Local network note broadcast, broadcast notes to other notedeck notes while you're offline.
• Mute list support (reading).
• Relay list support.
• Ctrl-enter to send notes.
• Added relay indexing (relay columns soon).
• Click hashtags to open hashtag timeline.
• Fixed timelines sometimes not updating (stale feeds).
• Fixed UI bounciness when loading profile pictures
• Fixed unselectable post replies.

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@ eb0157af:77ab6c55

The IMF wants to ensure that the Central American country stops buying more bitcoins, despite President Bukele’s stance.

On May 27, the International Monetary Fund announced its intention to “guarantee” that El Salvador’s government-held Bitcoin reserves remain unchanged. This position is at odds with the statements of President Nayib Bukele, who continues to support the expansion of the country’s national Bitcoin wallet.

The announcement came as part of the first review of the Extended Fund Facility, a financing agreement that has reached a preliminary understanding between the parties. The original agreement, signed last December, includes limiting Bitcoin-related activities in exchange for a $1.4 billion financing package spread over 40 months.

Details of the agreement

The overall package could reach $3.5 billion thanks to additional support from other institutions, including the World Bank.

The Salvadoran Congress quickly approved the necessary amendments to incorporate the IMF’s terms into the Bitcoin Law. Among the most significant changes is the shift from mandatory to voluntary acceptance of Bitcoin payments in the private sector. However, although the law formally required businesses to accept Bitcoin as legal tender, this provision was never truly enforced in practice. Additionally, the country will have to cease its involvement in the Chivo wallet by the end of July.

The IMF Executive Board approved the financing agreement last February, allowing the country to receive an initial disbursement of $120 million after a separate approval by the board.

Bukele’s position

Despite the agreement with the IMF, President Bukele remains firm in his commitment to expanding the national Bitcoin reserves. In a post on X published in March, the Salvadoran leader stated:

“This all stops in April.” “This all stops in June.” “This all stops in December.”

No, it’s not stopping.

If it didn’t stop when the world ostracized us and most “bitcoiners” abandoned us, it won’t stop now, and it won’t stop in the future.

Proof of work > proof of whining https://t.co/9pC0PoY3YQ

— Nayib Bukele (@nayibbukele) March 4, 2025

Shortly after the IMF’s announcement, El Salvador’s Bitcoin Office posted on X that the country had once again purchased more BTC. According to the official tracker, El Salvador, through the Bitcoin Office, has accumulated 30 BTC in the past 30 days.

Last week, Bukele shared on X that the country’s Bitcoin reserves had recorded unrealized profits exceeding $357 million. However, when he reposted the IMF’s announcement, he made no comment regarding the section on restrictions for future Bitcoin purchases.

The IMF’s program aims to address El Salvador’s macroeconomic and structural challenges. The organization views the country’s Bitcoin reserves as a potential risk that “has not yet materialized,” but nonetheless requires limiting government involvement in Bitcoin activities and purchases.

The post El Salvador: IMF ready to block new Bitcoin purchases appeared first on Atlas21.

@ 6389be64:ef439d32

Bitcoin is more than money, more than an asset, and more than a store of value. Bitcoin is a Prime Mover, an enabler and it ignites imaginations. It certainly fueled an idea in my mind. The idea integrates sensors, computational prowess, actuated machinery, power conversion, and electronic communications to form an autonomous, machined creature roaming forests and harvesting the most widespread and least energy-dense fuel source available. I call it the Forest Walker and it eats wood, and mines Bitcoin.

I know what you're thinking. Why not just put Bitcoin mining rigs where they belong: in a hosted facility sporting electricity from energy-dense fuels like natural gas, climate-controlled with excellent data piping in and out? Why go to all the trouble building a robot that digests wood creating flammable gasses fueling an engine to run a generator powering Bitcoin miners? It's all about synergy.

Bitcoin mining enables the realization of multiple, seemingly unrelated, yet useful activities. Activities considered un-profitable if not for Bitcoin as the Prime Mover. This is much more than simply mining the greatest asset ever conceived by humankind. It’s about the power of synergy, which Bitcoin plays only one of many roles. The synergy created by this system can stabilize forests' fire ecology while generating multiple income streams. That’s the realistic goal here and requires a brief history of American Forest management before continuing.

Smokey The Bear

In 1944, the Smokey Bear Wildfire Prevention Campaign began in the United States. “Only YOU can prevent forest fires” remains the refrain of the Ad Council’s longest running campaign. The Ad Council is a U.S. non-profit set up by the American Association of Advertising Agencies and the Association of National Advertisers in 1942. It would seem that the U.S. Department of the Interior was concerned about pesky forest fires and wanted them to stop. So, alongside a national policy of extreme fire suppression they enlisted the entire U.S. population to get onboard via the Ad Council and it worked. Forest fires were almost obliterated and everyone was happy, right? Wrong.

Smokey is a fantastically successful bear so forest fires became so few for so long that the fuel load - dead wood - in forests has become very heavy. So heavy that when a fire happens (and they always happen) it destroys everything in its path because the more fuel there is the hotter that fire becomes. Trees, bushes, shrubs, and all other plant life cannot escape destruction (not to mention homes and businesses). The soil microbiology doesn’t escape either as it is burned away even in deeper soils. To add insult to injury, hydrophobic waxy residues condense on the soil surface, forcing water to travel over the ground rather than through it eroding forest soils. Good job, Smokey. Well done, Sir!

Most terrestrial ecologies are “fire ecologies”. Fire is a part of these systems’ fuel load and pest management. Before we pretended to “manage” millions of acres of forest, fires raged over the world, rarely damaging forests. The fuel load was always too light to generate fires hot enough to moonscape mountainsides. Fires simply burned off the minor amounts of fuel accumulated since the fire before. The lighter heat, smoke, and other combustion gasses suppressed pests, keeping them in check and the smoke condensed into a plant growth accelerant called wood vinegar, not a waxy cap on the soil. These fires also cleared out weak undergrowth, cycled minerals, and thinned the forest canopy, allowing sunlight to penetrate to the forest floor. Without a fire’s heat, many pine tree species can’t sow their seed. The heat is required to open the cones (the seed bearing structure) of Spruce, Cypress, Sequoia, Jack Pine, Lodgepole Pine and many more. Without fire forests can’t have babies. The idea was to protect the forests, and it isn't working.

So, in a world of fire, what does an ally look like and what does it do?

Meet The Forest Walker

For the Forest Walker to work as a mobile, autonomous unit, a solid platform that can carry several hundred pounds is required. It so happens this chassis already exists but shelved.

Introducing the Legged Squad Support System (LS3). A joint project between Boston Dynamics, DARPA, and the United States Marine Corps, the quadrupedal robot is the size of a cow, can carry 400 pounds (180 kg) of equipment, negotiate challenging terrain, and operate for 24 hours before needing to refuel. Yes, it had an engine. Abandoned in 2015, the thing was too noisy for military deployment and maintenance "under fire" is never a high-quality idea. However, we can rebuild it to act as a platform for the Forest Walker; albeit with serious alterations. It would need to be bigger, probably. Carry more weight? Definitely. Maybe replace structural metal with carbon fiber and redesign much as 3D printable parts for more effective maintenance.

The original system has a top operational speed of 8 miles per hour. For our purposes, it only needs to move about as fast as a grazing ruminant. Without the hammering vibrations of galloping into battle, shocks of exploding mortars, and drunken soldiers playing "Wrangler of Steel Machines", time between failures should be much longer and the overall energy consumption much lower. The LS3 is a solid platform to build upon. Now it just needs to be pulled out of the mothballs, and completely refitted with outboard equipment.

The Small Branch Chipper

When I say “Forest fuel load” I mean the dead, carbon containing litter on the forest floor. Duff (leaves), fine-woody debris (small branches), and coarse woody debris (logs) are the fuel that feeds forest fires. Walk through any forest in the United States today and you will see quite a lot of these materials. Too much, as I have described. Some of these fuel loads can be 8 tons per acre in pine and hardwood forests and up to 16 tons per acre at active logging sites. That’s some big wood and the more that collects, the more combustible danger to the forest it represents. It also provides a technically unlimited fuel supply for the Forest Walker system.

The problem is that this detritus has to be chewed into pieces that are easily ingestible by the system for the gasification process (we’ll get to that step in a minute). What we need is a wood chipper attached to the chassis (the LS3); its “mouth”.

A small wood chipper handling material up to 2.5 - 3.0 inches (6.3 - 7.6 cm) in diameter would eliminate a substantial amount of fuel. There is no reason for Forest Walker to remove fallen trees. It wouldn’t have to in order to make a real difference. It need only identify appropriately sized branches and grab them. Once loaded into the chipper’s intake hopper for further processing, the beast can immediately look for more “food”. This is essentially kindling that would help ignite larger logs. If it’s all consumed by Forest Walker, then it’s not present to promote an aggravated conflagration.

I have glossed over an obvious question: How does Forest Walker see and identify branches and such? LiDaR (Light Detection and Ranging) attached to Forest Walker images the local area and feed those data to onboard computers for processing. Maybe AI plays a role. Maybe simple machine learning can do the trick. One thing is for certain: being able to identify a stick and cause robotic appendages to pick it up is not impossible.

Great! We now have a quadrupedal robot autonomously identifying and “eating” dead branches and other light, combustible materials. Whilst strolling through the forest, depleting future fires of combustibles, Forest Walker has already performed a major function of this system: making the forest safer. It's time to convert this low-density fuel into a high-density fuel Forest Walker can leverage. Enter the gasification process.

The Gassifier

The gasifier is the heart of the entire system; it’s where low-density fuel becomes the high-density fuel that powers the entire system. Biochar and wood vinegar are process wastes and I’ll discuss why both are powerful soil amendments in a moment, but first, what’s gasification?

Reacting shredded carbonaceous material at high temperatures in a low or no oxygen environment converts the biomass into biochar, wood vinegar, heat, and Synthesis Gas (Syngas). Syngas consists primarily of hydrogen, carbon monoxide, and methane. All of which are extremely useful fuels in a gaseous state. Part of this gas is used to heat the input biomass and keep the reaction temperature constant while the internal combustion engine that drives the generator to produce electrical power consumes the rest.

Critically, this gasification process is “continuous feed”. Forest Walker must intake biomass from the chipper, process it to fuel, and dump the waste (CO2, heat, biochar, and wood vinegar) continuously. It cannot stop. Everything about this system depends upon this continual grazing, digestion, and excretion of wastes just as a ruminal does. And, like a ruminant, all waste products enhance the local environment.

When I first heard of gasification, I didn’t believe that it was real. Running an electric generator from burning wood seemed more akin to “conspiracy fantasy” than science. Not only is gasification real, it’s ancient technology. A man named Dean Clayton first started experiments on gasification in 1699 and in 1901 gasification was used to power a vehicle. By the end of World War II, there were 500,000 Syngas powered vehicles in Germany alone because of fossil fuel rationing during the war. The global gasification market was $480 billion in 2022 and projected to be as much as $700 billion by 2030 (Vantage Market Research). Gasification technology is the best choice to power the Forest Walker because it’s self-contained and we want its waste products.

Biochar: The Waste

Biochar (AKA agricultural charcoal) is fairly simple: it’s almost pure, solid carbon that resembles charcoal. Its porous nature packs large surface areas into small, 3 dimensional nuggets. Devoid of most other chemistry, like hydrocarbons (methane) and ash (minerals), biochar is extremely lightweight. Do not confuse it with the charcoal you buy for your grill. Biochar doesn’t make good grilling charcoal because it would burn too rapidly as it does not contain the multitude of flammable components that charcoal does. Biochar has several other good use cases. Water filtration, water retention, nutrient retention, providing habitat for microscopic soil organisms, and carbon sequestration are the main ones that we are concerned with here.

Carbon has an amazing ability to adsorb (substances stick to and accumulate on the surface of an object) manifold chemistries. Water, nutrients, and pollutants tightly bind to carbon in this format. So, biochar makes a respectable filter and acts as a “battery” of water and nutrients in soils. Biochar adsorbs and holds on to seven times its weight in water. Soil containing biochar is more drought resilient than soil without it. Adsorbed nutrients, tightly sequestered alongside water, get released only as plants need them. Plants must excrete protons (H+) from their roots to disgorge water or positively charged nutrients from the biochar's surface; it's an active process.

Biochar’s surface area (where adsorption happens) can be 500 square meters per gram or more. That is 10% larger than an official NBA basketball court for every gram of biochar. Biochar’s abundant surface area builds protective habitats for soil microbes like fungi and bacteria and many are critical for the health and productivity of the soil itself.

The “carbon sequestration” component of biochar comes into play where “carbon credits” are concerned. There is a financial market for carbon. Not leveraging that market for revenue is foolish. I am climate agnostic. All I care about is that once solid carbon is inside the soil, it will stay there for thousands of years, imparting drought resiliency, fertility collection, nutrient buffering, and release for that time span. I simply want as much solid carbon in the soil because of the undeniably positive effects it has, regardless of any climactic considerations.

Wood Vinegar: More Waste

Another by-product of the gasification process is wood vinegar (Pyroligneous acid). If you have ever seen Liquid Smoke in the grocery store, then you have seen wood vinegar. Principally composed of acetic acid, acetone, and methanol wood vinegar also contains ~200 other organic compounds. It would seem intuitive that condensed, liquefied wood smoke would at least be bad for the health of all living things if not downright carcinogenic. The counter intuition wins the day, however. Wood vinegar has been used by humans for a very long time to promote digestion, bowel, and liver health; combat diarrhea and vomiting; calm peptic ulcers and regulate cholesterol levels; and a host of other benefits.

For centuries humans have annually burned off hundreds of thousands of square miles of pasture, grassland, forest, and every other conceivable terrestrial ecosystem. Why is this done? After every burn, one thing becomes obvious: the almost supernatural growth these ecosystems exhibit after the burn. How? Wood vinegar is a component of this growth. Even in open burns, smoke condenses and infiltrates the soil. That is when wood vinegar shows its quality.

This stuff beefs up not only general plant growth but seed germination as well and possesses many other qualities that are beneficial to plants. It’s a pesticide, fungicide, promotes beneficial soil microorganisms, enhances nutrient uptake, and imparts disease resistance. I am barely touching a long list of attributes here, but you want wood vinegar in your soil (alongside biochar because it adsorbs wood vinegar as well).

The Internal Combustion Engine

Conversion of grazed forage to chemical, then mechanical, and then electrical energy completes the cycle. The ICE (Internal Combustion Engine) converts the gaseous fuel output from the gasifier to mechanical energy, heat, water vapor, and CO2. It’s the mechanical energy of a rotating drive shaft that we want. That rotation drives the electric generator, which is the heartbeat we need to bring this monster to life. Luckily for us, combined internal combustion engine and generator packages are ubiquitous, delivering a defined energy output given a constant fuel input. It’s the simplest part of the system.

The obvious question here is whether the amount of syngas provided by the gasification process will provide enough energy to generate enough electrons to run the entire system or not. While I have no doubt the energy produced will run Forest Walker's main systems the question is really about the electrons left over. Will it be enough to run the Bitcoin mining aspect of the system? Everything is a budget.

CO2 Production For Growth

Plants are lollipops. No matter if it’s a tree or a bush or a shrubbery, the entire thing is mostly sugar in various formats but mostly long chain carbohydrates like lignin and cellulose. Plants need three things to make sugar: CO2, H2O and light. In a forest, where tree densities can be quite high, CO2 availability becomes a limiting growth factor. It’d be in the forest interests to have more available CO2 providing for various sugar formation providing the organism with food and structure.

An odd thing about tree leaves, the openings that allow gasses like the ever searched for CO2 are on the bottom of the leaf (these are called stomata). Not many stomata are topside. This suggests that trees and bushes have evolved to find gasses like CO2 from below, not above and this further suggests CO2 might be in higher concentrations nearer the soil.

The soil life (bacterial, fungi etc.) is constantly producing enormous amounts of CO2 and it would stay in the soil forever (eventually killing the very soil life that produces it) if not for tidal forces. Water is everywhere and whether in pools, lakes, oceans or distributed in “moist” soils water moves towards to the moon. The water in the soil and also in the water tables below the soil rise toward the surface every day. When the water rises, it expels the accumulated gasses in the soil into the atmosphere and it’s mostly CO2. It’s a good bet on how leaves developed high populations of stomata on the underside of leaves. As the water relaxes (the tide goes out) it sucks oxygenated air back into the soil to continue the functions of soil life respiration. The soil “breathes” albeit slowly.

The gasses produced by the Forest Walker’s internal combustion engine consist primarily of CO2 and H2O. Combusting sugars produce the same gasses that are needed to construct the sugars because the universe is funny like that. The Forest Walker is constantly laying down these critical construction elements right where the trees need them: close to the ground to be gobbled up by the trees.

The Branch Drones

During the last ice age, giant mammals populated North America - forests and otherwise. Mastodons, woolly mammoths, rhinos, short-faced bears, steppe bison, caribou, musk ox, giant beavers, camels, gigantic ground-dwelling sloths, glyptodons, and dire wolves were everywhere. Many were ten to fifteen feet tall. As they crashed through forests, they would effectively cleave off dead side-branches of trees, halting the spread of a ground-based fire migrating into the tree crown ("laddering") which is a death knell for a forest.

These animals are all extinct now and forests no longer have any manner of pruning services. But, if we build drones fitted with cutting implements like saws and loppers, optical cameras and AI trained to discern dead branches from living ones, these drones could effectively take over pruning services by identifying, cutting, and dropping to the forest floor, dead branches. The dropped branches simply get collected by the Forest Walker as part of its continual mission.

The drones dock on the back of the Forest Walker to recharge their batteries when low. The whole scene would look like a grazing cow with some flies bothering it. This activity breaks the link between a relatively cool ground based fire and the tree crowns and is a vital element in forest fire control.

The Bitcoin Miner

Mining is one of four monetary incentive models, making this system a possibility for development. The other three are US Dept. of the Interior, township, county, and electrical utility company easement contracts for fuel load management, global carbon credits trading, and data set sales. All the above depends on obvious questions getting answered. I will list some obvious ones, but this is not an engineering document and is not the place for spreadsheets. How much Bitcoin one Forest Walker can mine depends on everything else. What amount of biomass can we process? Will that biomass flow enough Syngas to keep the lights on? Can the chassis support enough mining ASICs and supporting infrastructure? What does that weigh and will it affect field performance? How much power can the AC generator produce?

Other questions that are more philosophical persist. Even if a single Forest Walker can only mine scant amounts of BTC per day, that pales to how much fuel material it can process into biochar. We are talking about millions upon millions of forested acres in need of fuel load management. What can a single Forest Walker do? I am not thinking in singular terms. The Forest Walker must operate as a fleet. What could 50 do? 500?

What is it worth providing a service to the world by managing forest fuel loads? Providing proof of work to the global monetary system? Seeding soil with drought and nutrient resilience by the excretion, over time, of carbon by the ton? What did the last forest fire cost?

The Mesh Network

What could be better than one bitcoin mining, carbon sequestering, forest fire squelching, soil amending behemoth? Thousands of them, but then they would need to be able to talk to each other to coordinate position, data handling, etc. Fitted with a mesh networking device, like goTenna or Meshtastic LoRa equipment enables each Forest Walker to communicate with each other.

Now we have an interconnected fleet of Forest Walkers relaying data to each other and more importantly, aggregating all of that to the last link in the chain for uplink. Well, at least Bitcoin mining data. Since block data is lightweight, transmission of these data via mesh networking in fairly close quartered environs is more than doable. So, how does data transmit to the Bitcoin Network? How do the Forest Walkers get the previous block data necessary to execute on mining?

Back To The Chain

Getting Bitcoin block data to and from the network is the last puzzle piece. The standing presumption here is that wherever a Forest Walker fleet is operating, it is NOT within cell tower range. We further presume that the nearest Walmart Wi-Fi is hours away. Enter the Blockstream Satellite or something like it.

A separate, ground-based drone will have two jobs: To stay as close to the nearest Forest Walker as it can and to provide an antennae for either terrestrial or orbital data uplink. Bitcoin-centric data is transmitted to the "uplink drone" via the mesh networked transmitters and then sent on to the uplink and the whole flow goes in the opposite direction as well; many to one and one to many.

We cannot transmit data to the Blockstream satellite, and it will be up to Blockstream and companies like it to provide uplink capabilities in the future and I don't doubt they will. Starlink you say? What’s stopping that company from filtering out block data? Nothing because it’s Starlink’s system and they could decide to censor these data. It seems we may have a problem sending and receiving Bitcoin data in back country environs.

But, then again, the utility of this system in staunching the fuel load that creates forest fires is extremely useful around forested communities and many have fiber, Wi-Fi and cell towers. These communities could be a welcoming ground zero for first deployments of the Forest Walker system by the home and business owners seeking fire repression. In the best way, Bitcoin subsidizes the safety of the communities.

Sensor Packages

LiDaR

The benefit of having a Forest Walker fleet strolling through the forest is the never ending opportunity for data gathering. A plethora of deployable sensors gathering hyper-accurate data on everything from temperature to topography is yet another revenue generator. Data is valuable and the Forest Walker could generate data sales to various government entities and private concerns.

LiDaR (Light Detection and Ranging) can map topography, perform biomass assessment, comparative soil erosion analysis, etc. It so happens that the Forest Walker’s ability to “see,” to navigate about its surroundings, is LiDaR driven and since it’s already being used, we can get double duty by harvesting that data for later use. By using a laser to send out light pulses and measuring the time it takes for the reflection of those pulses to return, very detailed data sets incrementally build up. Eventually, as enough data about a certain area becomes available, the data becomes useful and valuable.

Forestry concerns, both private and public, often use LiDaR to build 3D models of tree stands to assess the amount of harvest-able lumber in entire sections of forest. Consulting companies offering these services charge anywhere from several hundred to several thousand dollars per square kilometer for such services. A Forest Walker generating such assessments on the fly while performing its other functions is a multi-disciplinary approach to revenue generation.

pH, Soil Moisture, and Cation Exchange Sensing

The Forest Walker is quadrupedal, so there are four contact points to the soil. Why not get a pH data point for every step it takes? We can also gather soil moisture data and cation exchange capacities at unheard of densities because of sampling occurring on the fly during commission of the system’s other duties. No one is going to build a machine to do pH testing of vast tracts of forest soils, but that doesn’t make the data collected from such an endeavor valueless. Since the Forest Walker serves many functions at once, a multitude of data products can add to the return on investment component.

Weather Data

Temperature, humidity, pressure, and even data like evapotranspiration gathered at high densities on broad acre scales have untold value and because the sensors are lightweight and don’t require large power budgets, they come along for the ride at little cost. But, just like the old mantra, “gas, grass, or ass, nobody rides for free”, these sensors provide potential revenue benefits just by them being present.

I’ve touched on just a few data genres here. In fact, the question for universities, governmental bodies, and other institutions becomes, “How much will you pay us to attach your sensor payload to the Forest Walker?”

Noise Suppression

Only you can prevent Metallica filling the surrounds with 120 dB of sound. Easy enough, just turn the car stereo off. But what of a fleet of 50 Forest Walkers operating in the backcountry or near a township? 500? 5000? Each one has a wood chipper, an internal combustion engine, hydraulic pumps, actuators, and more cooling fans than you can shake a stick at. It’s a walking, screaming fire-breathing dragon operating continuously, day and night, twenty-four hours a day, three hundred sixty-five days a year. The sound will negatively affect all living things and that impacts behaviors. Serious engineering consideration and prowess must deliver a silencing blow to the major issue of noise.

It would be foolish to think that a fleet of Forest Walkers could be silent, but if not a major design consideration, then the entire idea is dead on arrival. Townships would not allow them to operate even if they solved the problem of widespread fuel load and neither would governmental entities, and rightly so. Nothing, not man nor beast, would want to be subjected to an eternal, infernal scream even if it were to end within days as the fleet moved further away after consuming what it could. Noise and heat are the only real pollutants of this system; taking noise seriously from the beginning is paramount.

Fire Safety

A “fire-breathing dragon” is not the worst description of the Forest Walker. It eats wood, combusts it at very high temperatures and excretes carbon; and it does so in an extremely flammable environment. Bad mix for one Forest Walker, worse for many. One must take extreme pains to ensure that during normal operation, a Forest Walker could fall over, walk through tinder dry brush, or get pounded into the ground by a meteorite from Krypton and it wouldn’t destroy epic swaths of trees and baby deer. I envision an ultimate test of a prototype to include dowsing it in grain alcohol while it’s wrapped up in toilet paper like a pledge at a fraternity party. If it runs for 72 hours and doesn’t set everything on fire, then maybe outside entities won’t be fearful of something that walks around forests with a constant fire in its belly.

The Wrap

How we think about what can be done with and adjacent to Bitcoin is at least as important as Bitcoin’s economic standing itself. For those who will tell me that this entire idea is without merit, I say, “OK, fine. You can come up with something, too.” What can we plug Bitcoin into that, like a battery, makes something that does not work, work? That’s the lesson I get from this entire exercise. No one was ever going to hire teams of humans to go out and "clean the forest". There's no money in that. The data collection and sales from such an endeavor might provide revenues over the break-even point but investment demands Alpha in this day and age. But, plug Bitcoin into an almost viable system and, voilà! We tip the scales to achieve lift-off.

Let’s face it, we haven’t scratched the surface of Bitcoin’s forcing function on our minds. Not because it’s Bitcoin, but because of what that invention means. The question that pushes me to approach things this way is, “what can we create that one system’s waste is another system’s feedstock?” The Forest Walker system’s only real waste is the conversion of low entropy energy (wood and syngas) into high entropy energy (heat and noise). All other output is beneficial to humanity.

Bitcoin, I believe, is the first product of a new mode of human imagination. An imagination newly forged over the past few millennia of being lied to, stolen from, distracted and otherwise mis-allocated to a black hole of the nonsensical. We are waking up.

What I have presented is not science fiction. Everything I have described here is well within the realm of possibility. The question is one of viability, at least in terms of the detritus of the old world we find ourselves departing from. This system would take a non-trivial amount of time and resources to develop. I think the system would garner extensive long-term contracts from those who have the most to lose from wildfires, the most to gain from hyperaccurate data sets, and, of course, securing the most precious asset in the world. Many may not see it that way, for they seek Alpha and are therefore blind to other possibilities. Others will see only the possibilities; of thinking in a new way, of looking at things differently, and dreaming of what comes next.

@ eb0157af:77ab6c55

Jack Dorsey’s company is bringing bitcoin payments to the retail market through the Lightning Network.

Block — the firm led by Dorsey that owns Square and Bitkey — has officially announced the integration of bitcoin payments into the Square platform, with a full rollout planned for 2026 for all eligible merchants.

Today: we’re accepting bitcoin payments at @TheBitcoinConf
Soon: you can accept bitcoin payments wherever you are

Details here: https://t.co/ko2S9hFpih pic.twitter.com/IYlYV6XM2S

— Square (@Square) May 27, 2025

At the Bitcoin Conference 2025 in Las Vegas, attendees had the chance to preview satoshi payments via Square at BTC Inc.’s merchandise store.

The technology relies on the Lightning Network, the second-layer infrastructure enabling instant, low-cost bitcoin transactions. This approach will allow merchants to accept satoshi payments through their existing Square hardware.

The implementation plan includes an initial launch in the second half of 2025, pending necessary regulatory approvals. The initiative represents a key pillar in the company’s strategy to make bitcoin more accessible for everyday transactions.

Miles Suter, Bitcoin Product Lead at Block, stated:

“Block has long been a champion of bitcoin, focused on making it more accessible and usable in our everyday lives. Rolling out a native bitcoin experience to millions of sellers brings us one step closer to that goal. When a coffee shop or retail store can accept bitcoin through Square, small businesses get paid faster, and get to keep more of their revenue.”

The announcement follows Dorsey’s statement last month confirming that Block was working to integrate BTC as a payment option for both Bitkey and Square.

Alongside the announcement, Block also revealed that Bitkey will introduce new privacy and security features in May, including a legacy recovery option available to all users.

The post Jack Dorsey’s Block to integrate Bitcoin payments into Square appeared first on Atlas21.

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O universo do entretenimento digital tem evoluído rapidamente, e uma das plataformas que vem ganhando destaque nesse cenário é a Tribo777. Com uma proposta inovadora, voltada para jogadores brasileiros que buscam emoção, praticidade e recompensas reais, o site se posiciona como uma das melhores opções para quem quer unir diversão e estratégia.

Conhecendo a Plataforma Tribo777 A Tribo777 foi desenvolvida com foco total na experiência do usuário. Ao acessar o site, o jogador é imediatamente recebido por uma interface amigável, com menus intuitivos e design moderno. A plataforma funciona perfeitamente tanto em computadores quanto em dispositivos móveis, o que permite jogar de qualquer lugar, a qualquer hora.

Um dos grandes diferenciais da Tribo777 é a agilidade no carregamento dos jogos e a estabilidade durante as partidas. Isso garante uma experiência fluida, sem interrupções, o que é essencial para quem gosta de se manter concentrado e maximizar suas chances de vitória.

Além disso, a plataforma oferece diversos métodos de pagamento locais, como PIX, transferência bancária e carteiras digitais, facilitando depósitos e saques com rapidez e segurança.

Diversidade de Jogos para Todos os Estilos O catálogo de jogos da Tribo777 é amplo e repleto de opções para todos os perfis de jogador. Entre os destaques, estão os famosos jogos de slots, que combinam gráficos vibrantes, trilhas sonoras envolventes e mecânicas dinâmicas. Com uma variedade impressionante de temas — que vão desde aventuras mitológicas até cenários futuristas — os slots garantem horas de entretenimento.

Para os fãs de jogos clássicos, a plataforma também conta com títulos como roletas, cartas e outros desafios de habilidade que envolvem raciocínio rápido e tomada de decisões estratégicas. Muitos desses jogos contam com modos ao vivo, nos quais o jogador interage em tempo real com apresentadores e outros participantes, tornando a experiência ainda mais imersiva.

Outro ponto interessante é a presença de jogos exclusivos, que só podem ser encontrados na Tribo777. Esses títulos oferecem mecânicas diferenciadas e promoções especiais, o que contribui para a fidelização dos jogadores.

Experiência do Jogador: Segurança, Suporte e Promoções A Tribo777 se preocupa com cada detalhe da jornada do jogador. Desde o cadastro rápido até o momento de retirar os ganhos, tudo é feito com máxima transparência e praticidade. A segurança é uma prioridade, com tecnologias avançadas de proteção de dados e transações criptografadas.

O suporte ao cliente está disponível todos os dias, com atendimento em português, preparado para resolver qualquer dúvida ou problema de forma rápida e eficiente. Seja por chat ao vivo ou por e-mail, os jogadores sempre têm com quem contar.

Outro atrativo que conquista os usuários é o programa de recompensas. A plataforma oferece bônus de boas-vindas, giros grátis, cashback e promoções frequentes, que aumentam as chances de jogar mais e ganhar mais. Além disso, há eventos temáticos e torneios com prêmios atrativos, que tornam a participação ainda mais divertida e competitiva.

Conclusão A Tribo777 chega ao mercado com uma proposta sólida, voltada para jogadores brasileiros que buscam qualidade, emoção e recompensas reais. Com uma interface moderna, variedade de jogos, suporte dedicado e promoções constantes, a plataforma se firma como uma excelente escolha para quem quer explorar o mundo do entretenimento online com confiança e diversão.

Se você ainda não conhece a Tribo777, esta é a hora de se juntar à tribo e descobrir um novo jeito de jogar — com emoção, segurança e muitas oportunidades de vitória.

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My blog posts and reading material have both been on a decidedly economics-heavy slant recently. The topic today, incentives, squarely falls into the category of economics. However, when I say economics, I’m not talking about “analyzing supply and demand curves.” I’m talking about the true basis of economics: understanding how human beings make decisions in a world of scarcity.

A fair definition of incentive is “a reward or punishment that motivates behavior to achieve a desired outcome.” When most people think about economic incentives, they’re thinking of money. If I offer my son $5 if he washes the dishes, I’m incentivizing certain behavior. We can’t guarantee that he’ll do what I want him to do, but we can agree that the incentive structure itself will guide and ultimately determine what outcome will occur.

The great thing about monetary incentives is how easy they are to talk about and compare. “Would I rather make $5 washing the dishes or $10 cleaning the gutters?” But much of the world is incentivized in non-monetary ways too. For example, using the “punishment” half of the definition above, I might threaten my son with losing Nintendo Switch access if he doesn’t wash the dishes. No money is involved, but I’m still incentivizing behavior.

And there are plenty of incentives beyond our direct control! My son is also incentivized to not wash dishes because it’s boring, or because he has some friends over that he wants to hang out with, or dozens of other things. Ultimately, the conflicting array of different incentive structures placed on him will ultimately determine what actions he chooses to take.

Why incentives matter

A phrase I see often in discussions—whether they are political, parenting, economic, or business—is “if they could just do…” Each time I see that phrase, I cringe a bit internally. Usually, the underlying assumption of the statement is “if people would behave contrary to their incentivized behavior then things would be better.” For example:

• If my kids would just go to bed when I tell them, they wouldn’t be so cranky in the morning.
• If people would just use the recycling bin, we wouldn’t have such a landfill problem.
• If people would just stop being lazy, our team would deliver our project on time.

In all these cases, the speakers are seemingly flummoxed as to why the people in question don’t behave more rationally. The problem is: each group is behaving perfectly rationally.

• The kids have a high time preference, and care more about the joy of staying up now than the crankiness in the morning. Plus, they don’t really suffer the consequences of morning crankiness, their parents do.
• No individual suffers much from their individual contribution to a landfill. If they stopped growing the size of the landfill, it would make an insignificant difference versus the amount of effort they need to engage in to properly recycle.
• If a team doesn’t properly account for the productivity of individuals on a project, each individual receives less harm from their own inaction. Sure, the project may be delayed, company revenue may be down, and they may even risk losing their job when the company goes out of business. But their laziness individually won’t determine the entirety of that outcome. By contrast, they greatly benefit from being lazy by getting to relax at work, go on social media, read a book, or do whatever else they do when they’re supposed to be working.

My point here is that, as long as you ignore the reality of how incentives drive human behavior, you’ll fail at getting the outcomes you want.

If everything I wrote up until now made perfect sense, you understand the premise of this blog post. The rest of it will focus on a bunch of real-world examples to hammer home the point, and demonstrate how versatile this mental model is.

Running a company

Let’s say I run my own company, with myself as the only employee. My personal revenue will be 100% determined by my own actions. If I decide to take Tuesday afternoon off and go fishing, I’ve chosen to lose that afternoon’s revenue. Implicitly, I’ve decided that the enjoyment I get from an afternoon of fishing is greater than the potential revenue. You may think I’m being lazy, but it’s my decision to make. In this situation, the incentive–money–is perfectly aligned with my actions.

Compare this to a typical company/employee relationship. I might have a bank of Paid Time Off (PTO) days, in which case once again my incentives are relatively aligned. I know that I can take off 15 days throughout the year, and I’ve chosen to use half a day for the fishing trip. All is still good.

What about unlimited time off? Suddenly incentives are starting to misalign. I don’t directly pay a price for not showing up to work on Tuesday. Or Wednesday as well, for that matter. I might ultimately be fired for not doing my job, but that will take longer to work its way through the system than simply not making any money for the day taken off.

Compensation overall falls into this misaligned incentive structure. Let’s forget about taking time off. Instead, I work full time on a software project I’m assigned. But instead of using the normal toolchain we’re all used to at work, I play around with a new programming language. I get the fun and joy of playing with new technology, and potentially get to pad my resume a bit when I’m ready to look for a new job. But my current company gets slower results, less productivity, and is forced to subsidize my extracurricular learning.

When a CEO has a bonus structure based on profitability, he’ll do everything he can to make the company profitable. This might include things that actually benefit the company, like improving product quality, reducing internal red tape, or finding cheaper vendors. But it might also include destructive practices, like slashing the R\&D budget to show massive profits this year, in exchange for a catastrophe next year when the next version of the product fails to ship.

Or my favorite example. My parents owned a business when I was growing up. They had a back office where they ran operations like accounting. All of the furniture was old couches from our house. After all, any money they spent on furniture came right out of their paychecks! But in a large corporate environment, each department is generally given a budget for office furniture, a budget which doesn’t roll over year-to-year. The result? Executives make sure to spend the entire budget each year, often buying furniture far more expensive than they would choose if it was their own money.

There are plenty of details you can quibble with above. It’s in a company’s best interest to give people downtime so that they can come back recharged. Having good ergonomic furniture can in fact increase productivity in excess of the money spent on it. But overall, the picture is pretty clear: in large corporate structures, you’re guaranteed to have mismatches between the company’s goals and the incentive structure placed on individuals.

Using our model from above, we can lament how lazy, greedy, and unethical the employees are for doing what they’re incentivized to do instead of what’s right. But that’s simply ignoring the reality of human nature.

Moral hazard

Moral hazard is a situation where one party is incentivized to take on more risk because another party will bear the consequences. Suppose I tell my son when he turns 21 (or whatever legal gambling age is) that I’ll cover all his losses for a day at the casino, but he gets to keep all the winnings.

What do you think he’s going to do? The most logical course of action is to place the largest possible bets for as long as possible, asking me to cover each time he loses, and taking money off the table and into his bank account each time he wins.

But let’s look at a slightly more nuanced example. I go to a bathroom in the mall. As I’m leaving, I wash my hands. It will take me an extra 1 second to turn off the water when I’m done washing. That’s a trivial price to pay. If I don’t turn off the water, the mall will have to pay for many liters of wasted water, benefiting no one. But I won’t suffer any consequences at all.

This is also a moral hazard, but most people will still turn off the water. Why? Usually due to some combination of other reasons such as:

1. We’re so habituated to turning off the water that we don’t even consider not turning it off. Put differently, the mental effort needed to not turn off the water is more expensive than the 1 second of time to turn it off.
2. Many of us have been brought up with a deep guilt about wasting resources like water. We have an internal incentive structure that makes the 1 second to turn off the water much less costly than the mental anguish of the waste we created.
3. We’re afraid we’ll be caught by someone else and face some kind of social repercussions. (Or maybe more than social. Are you sure there isn’t a law against leaving the water tap on?)

Even with all that in place, you may notice that many public bathrooms use automatic water dispensers. Sure, there’s a sanitation reason for that, but it’s also to avoid this moral hazard.

A common denominator in both of these is that the person taking the action that causes the liability (either the gambling or leaving the water on) is not the person who bears the responsibility for that liability (the father or the mall owner). Generally speaking, the closer together the person making the decision and the person incurring the liability are, the smaller the moral hazard.

It’s easy to demonstrate that by extending the casino example a bit. I said it was the father who was covering the losses of the gambler. Many children (though not all) would want to avoid totally bankrupting their parents, or at least financially hurting them. Instead, imagine that someone from the IRS shows up at your door, hands you a credit card, and tells you you can use it at a casino all day, taking home all the chips you want. The money is coming from the government. How many people would put any restriction on how much they spend?

And since we’re talking about the government already…

Government moral hazards

As I was preparing to write this blog post, the California wildfires hit. The discussions around those wildfires gave a huge number of examples of moral hazards. I decided to cherry-pick a few for this post.

The first and most obvious one: California is asking for disaster relief funds from the federal government. That sounds wonderful. These fires were a natural disaster, so why shouldn’t the federal government pitch in and help take care of people?

The problem is, once again, a moral hazard. In the case of the wildfires, California and Los Angeles both had ample actions they could have taken to mitigate the destruction of this fire: better forest management, larger fire department, keeping the water reservoirs filled, and probably much more that hasn’t come to light yet.

If the federal government bails out California, it will be a clear message for the future: your mistakes will be fixed by others. You know what kind of behavior that incentivizes? More risky behavior! Why spend state funds on forest management and extra firefighters—activities that don’t win politicians a lot of votes in general—when you could instead spend it on a football stadium, higher unemployment payments, or anything else, and then let the feds cover the cost of screw-ups.

You may notice that this is virtually identical to the 2008 “too big to fail” bail-outs. Wall Street took insanely risky behavior, reaped huge profits for years, and when they eventually got caught with their pants down, the rest of us bailed them out. “Privatizing profits, socializing losses.”

And here’s the absolute best part of this: I can’t even truly blame either California or Wall Street. (I mean, I do blame them, I think their behavior is reprehensible, but you’ll see what I mean.) In a world where the rules of the game implicitly include the bail-out mentality, you would be harming your citizens/shareholders/investors if you didn’t engage in that risky behavior. Since everyone is on the hook for those socialized losses, your best bet is to maximize those privatized profits.

There’s a lot more to government and moral hazard, but I think these two cases demonstrate the crux pretty solidly. But let’s leave moral hazard behind for a bit and get to general incentivization discussions.

Non-monetary competition

At least 50% of the economics knowledge I have comes from the very first econ course I took in college. That professor was amazing, and had some very colorful stories. I can’t vouch for the veracity of the two I’m about to share, but they definitely drive the point home.

In the 1970s, the US had an oil shortage. To “fix” this problem, they instituted price caps on gasoline, which of course resulted in insufficient gasoline. To “fix” this problem, they instituted policies where, depending on your license plate number, you could only fill up gas on certain days of the week. (Irrelevant detail for our point here, but this just resulted in people filling up their tanks more often, no reduction in gas usage.)

Anyway, my professor’s wife had a friend. My professor described in great detail how attractive this woman was. I’ll skip those details here since this is a PG-rated blog. In any event, she never had any trouble filling up her gas tank any day of the week. She would drive up, be told she couldn’t fill up gas today, bat her eyes at the attendant, explain how helpless she was, and was always allowed to fill up gas.

This is a demonstration of non-monetary compensation. Most of the time in a free market, capitalist economy, people are compensated through money. When price caps come into play, there’s a limit to how much monetary compensation someone can receive. And in that case, people find other ways of competing. Like this woman’s case: through using flirtatious behavior to compensate the gas station workers to let her cheat the rules.

The other example was much more insidious. Santa Monica had a problem: it was predominantly wealthy and white. They wanted to fix this problem, and decided to put in place rent controls. After some time, they discovered that Santa Monica had become wealthier and whiter, the exact opposite of their desired outcome. Why would that happen?

Someone investigated, and ended up interviewing a landlady that demonstrated the reason. She was an older white woman, and admittedly racist. Prior to the rent controls, she would list her apartments in the newspaper, and would be legally obligated to rent to anyone who could afford it. Once rent controls were in place, she took a different tact. She knew that she would only get a certain amount for the apartment, and that the demand for apartments was higher than the supply. That meant she could be picky.

She ended up finding tenants through friends-of-friends. Since it wasn’t an official advertisement, she wasn’t legally required to rent it out if someone could afford to pay. Instead, she got to interview people individually and then make them an offer. Normally, that would have resulted in receiving a lower rental price, but not under rent controls.

So who did she choose? A young, unmarried, wealthy, white woman. It made perfect sense. Women were less intimidating and more likely to maintain the apartment better. Wealthy people, she determined, would be better tenants. (I have no idea if this is true in practice or not, I’m not a landlord myself.) Unmarried, because no kids running around meant less damage to the property. And, of course, white. Because she was racist, and her incentive structure made her prefer whites.

You can deride her for being racist, I won’t disagree with you. But it’s simply the reality. Under the non-rent-control scenario, her profit motive for money outweighed her racism motive. But under rent control, the monetary competition was removed, and she was free to play into her racist tendencies without facing any negative consequences.

Bureaucracy

These were the two examples I remember for that course. But non-monetary compensation pops up in many more places. One highly pertinent example is bureaucracies. Imagine you have a government office, or a large corporation’s acquisition department, or the team that apportions grants at a university. In all these cases, you have a group of people making decisions about handing out money that has no monetary impact on them. If they give to the best qualified recipients, they receive no raises. If they spend the money recklessly on frivolous projects, they face no consequences.

Under such an incentivization scheme, there’s little to encourage the bureaucrats to make intelligent funding decisions. Instead, they’ll be incentivized to spend the money where they recognize non-monetary benefits. This is why it’s so common to hear about expensive meals, gift bags at conferences, and even more inappropriate ways of trying to curry favor with those that hold the purse strings.

Compare that ever so briefly with the purchases made by a small mom-and-pop store like my parents owned. Could my dad take a bribe to buy from a vendor who’s ripping him off? Absolutely he could! But he’d lose more on the deal than he’d make on the bribe, since he’s directly incentivized by the deal itself. It would make much more sense for him to go with the better vendor, save $5,000 on the deal, and then treat himself to a lavish $400 meal to celebrate.

Government incentivized behavior

This post is getting longer in the tooth than I’d intended, so I’ll finish off with this section and make it a bit briefer. Beyond all the methods mentioned above, government has another mechanism for modifying behavior: through directly changing incentives via legislation, regulation, and monetary policy. Let’s see some examples:

• Artificial modification of interest rates encourages people to take on more debt than they would in a free capital market, leading to malinvestment and a consumer debt crisis, and causing the boom-bust cycle we all painfully experience.
• Going along with that, giving tax breaks on interest payments further artificially incentivizes people to take on debt that they wouldn’t otherwise.
• During COVID-19, at some points unemployment benefits were greater than minimum wage, incentivizing people to rather stay home and not work than get a job, leading to reduced overall productivity in the economy and more printed dollars for benefits. In other words, it was a perfect recipe for inflation.
• The tax code gives deductions to “help” people. That might be true, but the real impact is incentivizing people to make decisions they wouldn’t have otherwise. For example, giving out tax deductions on children encourages having more kids. Tax deductions on childcare and preschools incentivizes dual-income households. Whether or not you like the outcomes, it’s clear that it’s government that’s encouraging these outcomes to happen.
• Tax incentives cause people to engage in behavior they wouldn’t otherwise (daycare+working mother, for example).
• Inflation means that the value of your money goes down over time, which encourages people to spend more today, when their money has a larger impact. (Milton Friedman described this as high living.)

Conclusion

The idea here is simple, and fully encapsulated in the title: incentives determine outcomes. If you want to know how to get a certain outcome from others, incentivize them to want that to happen. If you want to understand why people act in seemingly irrational ways, check their incentives. If you’re confused why leaders (and especially politicians) seem to engage in destructive behavior, check their incentives.

We can bemoan these realities all we want, but they are realities. While there are some people who have a solid internal moral and ethical code, and that internal code incentivizes them to behave against their externally-incentivized interests, those people are rare. And frankly, those people are self-defeating. People should take advantage of the incentives around them. Because if they don’t, someone else will.

(If you want a literary example of that last comment, see the horse in Animal Farm.)

How do we improve the world under these conditions? Make sure the incentives align well with the overall goals of society. To me, it’s a simple formula:

• Focus on free trade, value for value, as the basis of a society. In that system, people are always incentivized to provide value to other people.
• Reduce the size of bureaucracies and large groups of all kinds. The larger an organization becomes, the farther the consequences of decisions are from those who make them.
• And since the nature of human beings will be to try and create areas where they can control the incentive systems to their own benefits, make that as difficult as possible. That comes in the form of strict limits on government power, for example.

And even if you don’t want to buy in to this conclusion, I hope the rest of the content was educational, and maybe a bit entertaining!

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Se você está em busca de uma plataforma confiável, divertida e repleta de oportunidades para se entreter com jogos online, o 77BB é o lugar ideal para você. Com uma estrutura moderna, interface amigável e uma variedade impressionante de jogos, o 77BB vem conquistando jogadores de todo o Brasil e se destacando como uma das principais referências no setor de entretenimento digital.

Uma Plataforma Completa para Todos os Perfis de Jogadores Desde o primeiro acesso, fica evidente que o 77BB foi desenvolvido com foco na experiência do usuário. O site possui um layout intuitivo, permitindo que jogadores iniciantes e experientes naveguem com facilidade entre as diferentes categorias. Além disso, a plataforma é totalmente compatível com dispositivos móveis, oferecendo uma experiência fluida tanto em celulares quanto em tablets e computadores.

Outro diferencial importante é a segurança. O 77bbconta com tecnologia de ponta para garantir a proteção dos dados dos jogadores, além de adotar políticas rigorosas de privacidade e suporte eficiente para esclarecer dúvidas e resolver qualquer questão rapidamente.

Variedade de Jogos para Todos os Gostos A diversidade de jogos disponíveis é um dos grandes atrativos da plataforma. O 77BB oferece uma seleção robusta que inclui desde os clássicos jogos de mesa até opções mais modernas com gráficos avançados e dinâmicas interativas. Entre os jogos mais populares estão os slots temáticos, jogos de cartas como pôquer e blackjack, além de roletas e outros formatos que simulam a atmosfera de casas de jogo físicas.

Os jogos são fornecidos por desenvolvedores renomados no mercado internacional, o que garante qualidade, fluidez e total imparcialidade nos resultados. Isso proporciona uma experiência justa e divertida, com chances reais de ganho e muita emoção a cada rodada.

Experiência do Jogador: Diversão e Benefícios Reais Um dos pontos mais elogiados pelos usuários do 77BB é a experiência geral oferecida pela plataforma. Além da facilidade de uso e da grande variedade de jogos, o site conta com promoções regulares, bônus de boas-vindas e programas de fidelidade que recompensam os jogadores mais ativos.

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Outro aspecto importante é o suporte ao cliente. O 77BB oferece atendimento em português por meio de chat ao vivo e outros canais, garantindo que qualquer dúvida ou problema seja resolvido de forma rápida e eficiente. Esse cuidado com o usuário contribui para um ambiente mais acolhedor e profissional.

Conclusão: 77BB é Sinônimo de Diversão Garantida Se você procura uma plataforma segura, completa e cheia de possibilidades para se divertir com jogos online, o 77BB é uma escolha certeira. Com uma interface acessível, excelente variedade de jogos e um atendimento ao cliente exemplar, o 77BB entrega uma experiência de alto nível que agrada tanto iniciantes quanto veteranos.

Descubra hoje mesmo o universo de entretenimento que o 77BB tem a oferecer e transforme seu tempo livre em momentos de pura diversão!

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No universo dos jogos online, a busca por plataformas confiáveis, divertidas e recheadas de opções é constante. É nesse cenário que o KK45 se destaca como uma escolha ideal para quem procura entretenimento de qualidade, segurança e uma experiência envolvente. Com uma interface moderna e intuitiva, a plataforma atrai jogadores de todos os níveis — desde os iniciantes até os mais experientes — oferecendo um catálogo variado de jogos e funcionalidades que fazem toda a diferença.

Conhecendo a Plataforma KK45 O KK45 é uma plataforma digital voltada para o entretenimento com foco total na qualidade e praticidade. O site foi desenvolvido pensando na experiência do usuário, com navegação fluida e recursos otimizados tanto para computadores quanto para dispositivos móveis. Isso significa que o jogador pode se divertir em qualquer lugar, a qualquer momento, bastando ter acesso à internet.

Outro diferencial é a segurança. O KK45 utiliza sistemas avançados de proteção de dados e transações, garantindo que todas as informações dos usuários estejam devidamente criptografadas. Além disso, o suporte ao cliente é eficiente e ágil, com atendimento em português e disponível 24 horas por dia, 7 dias por semana.

Variedade de Jogos para Todos os Gostos Um dos grandes atrativos do KK45 é a ampla variedade de jogos disponíveis. A plataforma trabalha com os principais desenvolvedores do mercado, trazendo gráficos de última geração, mecânicas envolventes e funcionalidades inovadoras. Entre os títulos mais populares, estão:

Slots temáticos: Com visuais incríveis e diversas funcionalidades bônus, os slots do KK45 agradam tanto os fãs de jogos clássicos quanto os que preferem aventuras modernas com muitos efeitos visuais.

Jogos de cartas e mesa: O ambiente perfeito para quem gosta de jogos como pôquer, blackjack, bacará, entre outros. Esses jogos são desenvolvidos com realismo e atenção aos detalhes, proporcionando partidas emocionantes.

Jogos interativos ao vivo: Para quem gosta de uma experiência mais próxima da realidade, os jogos ao vivo trazem interação em tempo real, com apresentadores reais, câmeras de alta definição e uma atmosfera imersiva.

A plataforma também investe em atualizações frequentes, lançando novos jogos regularmente para manter o catálogo sempre atualizado e atrativo.

A Experiência do Jogador no KK45 O que realmente diferencia o KK45 de outras plataformas é o cuidado com a experiência do jogador. Desde o cadastro simplificado até as formas de pagamento facilitadas, tudo foi pensado para proporcionar conforto e satisfação. O site oferece múltiplas opções de depósito e saque, com rapidez e segurança, além de bônus atrativos para novos jogadores e promoções recorrentes para os usuários fiéis.

Outro ponto forte é a personalização da experiência. Os jogadores podem salvar seus jogos favoritos, acompanhar seu histórico de partidas e configurar preferências para deixar a navegação ainda mais prática.

Além disso, o KK45 incentiva o jogo responsável, disponibilizando ferramentas que ajudam o usuário a controlar o tempo de uso e os valores investidos, promovendo uma diversão equilibrada.

Conclusão O KK45 se consolida como uma das principais plataformas de jogos online do Brasil, unindo tecnologia, segurança e uma variedade impressionante de jogos. Seja você um novato curioso ou um veterano em busca de novos desafios, o KK45 oferece tudo o que você precisa para uma jornada divertida e segura no mundo dos jogos digitais.

Explore agora mesmo a plataforma e descubra por que tantos jogadores estão escolhendo o KK45 como seu destino favorito para se entreter com qualidade e confiança!

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I’ve been using Notedeck for several months, starting with its extremely early and experimental alpha versions, all the way to its current, more stable alpha releases. The journey has been fascinating, as I’ve had the privilege of watching it evolve from a concept into a functional and promising tool.

In its earliest stages, Notedeck was raw—offering glimpses of its potential but still far from practical for daily use. Even then, the vision behind it was clear: a platform designed to redefine how we interact with Nostr by offering flexibility and power for all users.

I'm very bullish on Notedeck. Why? Because Will Casarin is making it! Duh! 😂

Seriously though, if we’re reimagining the web and rebuilding portions of the Internet, it’s important to recognize the potential of Notedeck. If Nostr is reimagining the web, then Notedeck is reimagining the Nostr client.

Notedeck isn’t just another Nostr app—it’s more a Nostr browser that functions more like an operating system with micro-apps. How cool is that?

Much like how Google's Chrome evolved from being a web browser with a task manager into ChromeOS, a full blown operating system, Notedeck aims to transform how we interact with the Nostr. It goes beyond individual apps, offering a foundation for a fully integrated ecosystem built around Nostr.

As a Nostr evangelist, I love to scream INTEROPERABILITY and tout every application's integrations. Well, Notedeck has the potential to be one of the best platforms to showcase these integrations in entirely new and exciting ways.

Do you want an Olas feed of images? Add the media column.

Do you want a feed of live video events? Add the zap.stream column.

Do you want Nostr Nests or audio chats? Add that column to your Notedeck.

Git? Email? Books? Chat and DMs? It's all possible.

Not everyone wants a super app though, and that’s okay. As with most things in the Nostr ecosystem, flexibility is key. Notedeck gives users the freedom to choose how they engage with it—whether it’s simply following hashtags or managing straightforward feeds. You'll be able to tailor Notedeck to fit your needs, using it as extensively or minimally as you prefer.

Notedeck is designed with a local-first approach, utilizing Nostr content stored directly on your device via the local nostrdb. This will enable a plethora of advanced tools such as search and filtering, the creation of custom feeds, and the ability to develop personalized algorithms across multiple Notedeck micro-applications—all with unparalleled flexibility.

Notedeck also supports multicast. Let's geek out for a second. Multicast is a method of communication where data is sent from one source to multiple destinations simultaneously, but only to devices that wish to receive the data. Unlike broadcast, which sends data to all devices on a network, multicast targets specific receivers, reducing network traffic. This is commonly used for efficient data distribution in scenarios like streaming, conferencing, or large-scale data synchronization between devices.

In a local first world where each device holds local copies of your nostr nodes, and each device transparently syncs with each other on the local network, each node becomes a backup. Your data becomes antifragile automatically. When a node goes down it can resync and recover from other nodes. Even if not all nodes have a complete collection, negentropy can pull down only what is needed from each device. All this can be done without internet.

-Will Casarin

In the context of Notedeck, multicast would allow multiple devices to sync their Nostr nodes with each other over a local network without needing an internet connection. Wild.

Notedeck aims to offer full customization too, including the ability to design and share custom skins, much like Winamp. Users will also be able to create personalized columns and, in the future, share their setups with others. This opens the door for power users to craft tailored Nostr experiences, leveraging their expertise in the protocol and applications. By sharing these configurations as "Starter Decks," they can simplify onboarding and showcase the best of Nostr’s ecosystem.

Nostr’s “Other Stuff” can often be difficult to discover, use, or understand. Many users doesn't understand or know how to use web browser extensions to login to applications. Let's not even get started with nsecbunkers. Notedeck will address this challenge by providing a native experience that brings these lesser-known applications, tools, and content into a user-friendly and accessible interface, making exploration seamless. However, that doesn't mean Notedeck should disregard power users that want to use nsecbunkers though - hint hint.

For anyone interested in watching Nostr be developed live, right before your very eyes, Notedeck’s progress serves as a reminder of what’s possible when innovation meets dedication. The current alpha is already demonstrating its ability to handle complex use cases, and I’m excited to see how it continues to grow as it moves toward a full release later this year.

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The open-source project makes it possible to send bitcoin even in censored or disconnected areas through a radio mesh network.

In an interview with Decrypt, the developer known by the pseudonym “cyber” revealed the details of Darkwire, an open-source project that could enable new use cases for Bitcoin transactions without internet access.

The project, presented at the Bitcoin 2025 Official Hackathon, leverages Long Range Radio (LoRa) technology to create a decentralized mesh network that allows Bitcoin transactions to be sent even in the total absence of traditional connectivity.

Darkwire was specifically designed for situations where conventional communication infrastructure is inaccessible or controlled. According to cyber, the system is ideal for politically sensitive regions like the Rafah Crossing or the Indo-Tibetan border, where internet access can be limited or heavily monitored.

“Darkwire is for individuals seeking privacy or wishing to bypass surveillance of their communications and transactions. Imagine it to be akin to Tor but for this specific use case,” the creator explained.

LoRa technology

Darkwire operates through a combination of technologies. The system uses long-range LoRa radios along with microcontrollers such as the Arduino UNO to form a decentralized mesh network.

When a user wants to send a Bitcoin transaction without internet access, they specify the recipient’s address and the amount via a local graphical interface managed by bitcoinlib. The system then generates a signed Bitcoin transaction in hexadecimal format, which is split into smaller packets and transmitted via radio.

Mesh Network

Darkwire’s mesh network allows the data to “hop” from node to node until it reaches an internet-connected exit point. In ideal conditions, each Darkwire node has a range of up to 10 kilometers with a direct line of sight, reduced to 3-5 kilometers in densely populated areas.

“At least one node in the network needs to be connected to the internet, so that the transaction can be pushed to the blockchain for miners to verify it,” cyber said.

Once the transaction data reaches a node with internet access, it acts as an exit point, broadcasting the verified Bitcoin transaction to the global network, where it can be included in a block.

Limitations and future developments

Currently, Darkwire faces several technical limitations that the team is actively working to address. The relatively low bandwidth of LoRa radios and their sensitivity to terrain obstacles represent challenges. Moreover, the system’s dependence on internet-connected exit nodes could create potential points of failure.

According to reports, the project is still in its hackathon phase, but cyber has plans to further develop it, turning it into a full open-source platform and making it “the industry standard” for LoRa-based communications.

“I do hope people living in any kind of authoritarian regimes and states do get to use darkwire and put the truth out there,” the developer added.

The post Bitcoin without internet thanks to LoRa technology: the Darkwire project appeared first on Atlas21.

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Tldr

• Nostr is an open and interoperable protocol
• You can integrate it with workflow automation tools to augment your experience
• n8n is a great low/no-code workflow automation tool which you can host yourself
• Nostrobots allows you to integrate Nostr into n8n
• In this blog I create some workflow automations for Nostr
• A simple form to delegate posting notes
• Push notifications for mentions on multiple accounts
• Push notifications for your favourite accounts when they post a note
• All workflows are provided as open source with MIT license for you to use

Inter-op All The Things

Nostr is a new open social protocol for the internet. This open nature exciting because of the opportunities for interoperability with other technologies. In Using NFC Cards with Nostr I explored the nostr: URI to launch Nostr clients from a card tap.

The interoperability of Nostr doesn't stop there. The internet has many super-powers, and Nostr is open to all of them. Simply, there's no one to stop it. There is no one in charge, there are no permissioned APIs, and there are no risks of being de-platformed. If you can imagine technologies that would work well with Nostr, then any and all of them can ride on or alongside Nostr rails.

My mental model for why this is special is Google Wave ~2010. Google Wave was to be the next big platform. Lars was running it and had a big track record from Maps. I was excited for it. Then, Google pulled the plug. And, immediately all the time and capital invested in understanding and building on the platform was wasted.

This cannot happen to Nostr, as there is no one to pull the plug, and maybe even no plug to pull.

So long as users demand Nostr, Nostr will exist, and that is a pretty strong guarantee. It makes it worthwhile to invest in bringing Nostr into our other applications.

All we need are simple ways to plug things together.

Nostr and Workflow Automation

Workflow automation is about helping people to streamline their work. As a user, the most common way I achieve this is by connecting disparate systems together. By setting up one system to trigger another or to move data between systems, I can solve for many different problems and become way more effective.

n8n for workflow automation

Many workflow automation tools exist. My favourite is n8n. n8n is a low/no-code workflow automation platform which allows you to build all kinds of workflows. You can use it for free, you can self-host it, it has a user-friendly UI and useful API. Vs Zapier it can be far more elaborate. Vs Make.com I find it to be more intuitive in how it abstracts away the right parts of the code, but still allows you to code when you need to.

Most importantly you can plug anything into n8n: You have built-in nodes for specific applications. HTTP nodes for any other API-based service. And community nodes built by individual community members for any other purpose you can imagine.

Eating my own dogfood

It's very clear to me that there is a big design space here just demanding to be explored. If you could integrate Nostr with anything, what would you do?

In my view the best way for anyone to start anything is by solving their own problem first (aka "scratching your own itch" and "eating your own dogfood"). As I get deeper into Nostr I find myself controlling multiple Npubs – to date I have a personal Npub, a brand Npub for a community I am helping, an AI assistant Npub, and various testing Npubs. I need ways to delegate access to those Npubs without handing over the keys, ways to know if they're mentioned, and ways to know if they're posting.

I can build workflows with n8n to solve these issues for myself to start with, and keep expanding from there as new needs come up.

Running n8n with Nostrobots

I am mostly non-technical with a very helpful AI. To set up n8n to work with Nostr and operate these workflows should be possible for anyone with basic technology skills.

• I have a cheap VPS which currently runs my HAVEN Nostr Relay and Albyhub Lightning Node in Docker containers,
• My objective was to set up n8n to run alongside these in a separate Docker container on the same server, install the required nodes, and then build and host my workflows.

Installing n8n

Self-hosting n8n could not be easier. I followed n8n's Docker-Compose installation docs–

• Install Docker and Docker-Compose if you haven't already,
• Create your docker-compose.yml and .env files from the docs,
• Create your data folder sudo docker volume create n8n_data,
• Start your container with sudo docker compose up -d,
• Your n8n instance should be online at port 5678.

n8n is free to self-host but does require a license. Enter your credentials into n8n to get your free license key. You should now have access to the Workflow dashboard and can create and host any kind of workflows from there.

Installing Nostrobots

To integrate n8n nicely with Nostr, I used the Nostrobots community node by Ocknamo.

In n8n parlance a "node" enables certain functionality as a step in a workflow e.g. a "set" node sets a variable, a "send email" node sends an email. n8n comes with all kinds of "official" nodes installed by default, and Nostr is not amongst them. However, n8n also comes with a framework for community members to create their own "community" nodes, which is where Nostrobots comes in.

You can only use a community node in a self-hosted n8n instance (which is what you have if you are running in Docker on your own server, but this limitation does prevent you from using n8n's own hosted alternative).

To install a community node, see n8n community node docs. From your workflow dashboard–

• Click the "..." in the bottom left corner beside your username, and click "settings",
• Cilck "community nodes" left sidebar,
• Click "Install",
• Enter the "npm Package Name" which is n8n-nodes-nostrobots,
• Accept the risks and click "Install",
• Nostrobots is now added to your n8n instance.

Using Nostrobots

Nostrobots gives you nodes to help you build Nostr-integrated workflows–

• Nostr Write – for posting Notes to the Nostr network,
• Nostr Read – for reading Notes from the Nostr network, and
• Nostr Utils – for performing certain conversions you may need (e.g. from bech32 to hex).

Nostrobots has good documentation on each node which focuses on simple use cases.

Each node has a "convenience mode" by default. For example, the "Read" Node by default will fetch Kind 1 notes by a simple filter, in Nostrobots parlance a "Strategy". For example, with Strategy set to "Mention" the node will accept a pubkey and fetch all Kind 1 notes that Mention the pubkey within a time period. This is very good for quick use.

What wasn't clear to me initially (until Ocknamo helped me out) is that advanced use cases are also possible.

Each node also has an advanced mode. For example, the "Read" Node can have "Strategy" set to "RawFilter(advanced)". Now the node will accept json (anything you like that complies with NIP-01). You can use this to query Notes (Kind 1) as above, and also Profiles (Kind 0), Follow Lists (Kind 3), Reactions (Kind 7), Zaps (Kind 9734/9735), and anything else you can think of.

Creating and adding workflows

With n8n and Nostrobots installed, you can now create or add any kind of Nostr Workflow Automation.

• Click "Add workflow" to go to the workflow builder screen,
• If you would like to build your own workflow, you can start with adding any node. Click "+" and see what is available. Type "Nostr" to explore the Nostrobots nodes you have added,
• If you would like to add workflows that someone else has built, click "..." in the top right. Then click "import from URL" and paste in the URL of any workflow you would like to use (including the ones I share later in this article).

Nostr Workflow Automations

It's time to build some things!

A simple form to post a note to Nostr

I started very simply. I needed to delegate the ability to post to Npubs that I own in order that a (future) team can test things for me. I don't want to worry about managing or training those people on how to use keys, and I want to revoke access easily.

I needed a basic form with credentials that posted a Note.

For this I can use a very simple workflow–

• A n8n Form node – Creates a form for users to enter the note they wish to post. Allows for the form to be protected by a username and password. This node is the workflow "trigger" so that the workflow runs each time the form is submitted.
• A Set node – Allows me to set some variables, in this case I set the relays that I intend to use. I typically add a Set node immediately following the trigger node, and put all the variables I need in this. It helps to make the workflows easier to update and maintain.
• A Nostr Write node (from Nostrobots) – Writes a Kind-1 note to the Nostr network. It accepts Nostr credentials, the output of the Form node, and the relays from the Set node, and posts the Note to those relays.

Once the workflow is built, you can test it with the testing form URL, and set it to "Active" to use the production form URL. That's it. You can now give posting access to anyone for any Npub. To revoke access, simply change the credentials or set to workflow to "Inactive".

It may also be the world's simplest Nostr client.

You can find the Nostr Form to Post a Note workflow here.

Push notifications on mentions and new notes

One of the things Nostr is not very good at is push notifications. Furthermore I have some unique itches to scratch. I want–

• To make sure I never miss a note addressed to any of my Npubs – For this I want a push notification any time any Nostr user mentions any of my Npubs,
• To make sure I always see all notes from key accounts – For this I need a push notification any time any of my Npubs post any Notes to the network,
• To get these notifications on all of my devices – Not just my phone where my Nostr regular client lives, but also on each of my laptops to suit wherever I am working that day.

I needed to build a Nostr push notifications solution.

To build this workflow I had to string a few ideas together–

• Triggering the node on a schedule – Nostrobots does not include a trigger node. As every workflow starts with a trigger we needed a different method. I elected to run the workflow on a schedule of every 10-minutes. Frequent enough to see Notes while they are hot, but infrequent enough to not burden public relays or get rate-limited,
• Storing a list of Npubs in a Nostr list – I needed a way to store the list of Npubs that trigger my notifications. I initially used an array defined in the workflow, this worked fine. Then I decided to try Nostr lists (NIP-51, kind 30000). By defining my list of Npubs as a list published to Nostr I can control my list from within a Nostr client (e.g. Listr.lol or Nostrudel.ninja). Not only does this "just work", but because it's based on Nostr lists automagically Amethyst client allows me to browse that list as a Feed, and everyone I add gets notified in their Mentions,
• Using specific relays – I needed to query the right relays, including my own HAVEN relay inbox for notes addressed to me, and wss://purplepag.es for Nostr profile metadata,
• Querying Nostr events (with Nostrobots) – I needed to make use of many different Nostr queries and use quite a wide range of what Nostrobots can do–
  • I read the EventID of my Kind 30000 list, to return the desired pubkeys,
  • For notifications on mentions, I read all Kind 1 notes that mention that pubkey,
  • For notifications on new notes, I read all Kind 1 notes published by that pubkey,
  • Where there are notes, I read the Kind 0 profile metadata event of that pubkey to get the displayName of the relevant Npub,
  • I transform the EventID into a Nevent to help clients find it.
• Using the Nostr URI – As I did with my NFC card article, I created a link with the nostr: URI prefix so that my phone's native client opens the link by default,
• Push notifications solution – I needed a push notifications solution. I found many with n8n integrations and chose to go with Pushover which supports all my devices, has a free trial, and is unfairly cheap with a $5-per-device perpetual license.

Once the workflow was built, lists published, and Pushover installed on my phone, I was fully set up with push notifications on Nostr. I have used these workflows for several weeks now and made various tweaks as I went. They are feeling robust and I'd welcome you to give them a go.

You can find the Nostr Push Notification If Mentioned here and If Posts a Note here.

In speaking with other Nostr users while I was building this, there are all kind of other needs for push notifications too – like on replies to a certain bookmarked note, or when a followed Npub starts streaming on zap.stream. These are all possible.

Use my workflows

I have open sourced all my workflows at my Github with MIT license and tried to write complete docs, so that you can import them into your n8n and configure them for your own use.

To import any of my workflows–

• Click on the workflow of your choice, e.g. "Nostr_Push_Notify_If_Mentioned.json",
• Click on the "raw" button to view the raw JSON, ex any Github page layout,
• Copy that URL,
• Enter that URL in the "import from URL" dialog mentioned above.

To configure them–

• Prerequisites, credentials, and variables are all stated,
• In general any variables required are entered into a Set Node that follows the trigger node,
• Pushover has some extra setup but is very straightforward and documented in the workflow.

What next?

Over my first four blogs I explored creating a good Nostr setup with Vanity Npub, Lightning Payments, Nostr Addresses at Your Domain, and Personal Nostr Relay.

Then in my latest two blogs I explored different types of interoperability with NFC cards and now n8n Workflow Automation.

Thinking ahead n8n can power any kind of interoperability between Nostr and any other legacy technology solution. On my mind as I write this:

• Further enhancements to posting and delegating solutions and forms (enhanced UI or different note kinds),
• Automated or scheduled posting (such as auto-liking everything Lyn Alden posts),
• Further enhancements to push notifications, on new and different types of events (such as notifying me when I get a new follower, on replies to certain posts, or when a user starts streaming),
• All kinds of bridges, such as bridging notes to and from Telegram, Slack, or Campfire. Or bridging RSS or other event feeds to Nostr,
• All kinds of other automation (such as BlackCoffee controlling a coffee machine),
• All kinds of AI Assistants and Agents,

In fact I have already released an open source workflow for an AI Assistant, and will share more about that in my next blog.

Please be sure to let me know if you think there's another Nostr topic you'd like to see me tackle.

GM Nostr.

@ 9ca447d2:fbf5a36d

JPMorgan Chase, the biggest bank in the U.S., is now allowing its clients to buy bitcoin — a big change of heart for an institution whose CEO, Jamie Dimon, has been a long-time critic of the scarce digital asset.

Dimon made the announcement on the bank’s investor day, which came as a shift in JPMorgan’s approach to digital assets. “We are going to allow you to buy it,” he said. “We’re not going to custody it. We’re going to put it in statements for clients.”

That means clients can buy BTC through JPMorgan but the bank won’t hold or store the digital asset. Instead it will provide access and include the BTC purchases in client statements.

According to multiple reports and posts, JPMorgan has been blocking transactions from digital asset exchanges, with several people complaining about their experience on social media.

Source

Source

There is even an official notice on the company’s UK website that explicitly says customers cannot use their funds to purchase digital assets.

JPMorgan Chase UK website — Source

It’s a big change because Dimon has been one of Bitcoin’s biggest critics. Over the years he’s called it “worthless”, a “fraud” and even compared it to a “pet rock”.

He’s repeatedly expressed concern over digital assets’ use in illegal activities such as money laundering, terrorism, sex trafficking and tax evasion. A role that his critics say the U.S. dollar is playing on a much larger scale.

Related: Jamie Dimon Would “Close Down” Bitcoin If He Had Government Role

“The only true use case for it is criminals, drug traffickers … money laundering, tax avoidance,” he told lawmakers during a Senate hearing in 2023. At the 2024 World Economic Forum in Davos, he doubled down, “Bitcoin does nothing. I call it the pet rock.”

Despite his personal views, Dimon says the bank is responding to client demand. “I don’t think you should smoke, but I defend your right to smoke,” he said. “I defend your right to buy bitcoin.”

It’s worth noting JPMorgan isn’t fully embracing digital assets. The bank won’t be offering direct custody services or launching its own exchange.

Instead, it’s offering access to digital asset exchanges. There are even reports that the bank also plans to facilitate access to bitcoin ETFs and possibly other investment vehicles. Until recently, JPMorgan had limited its bitcoin exposure to futures-based products.

Other big financial firms have already taken similar steps.

Morgan Stanley, for example, has been offering some clients access to bitcoin ETFs since August 2024. Its CEO, Ted Pick, said earlier this year that the firm is working closely with regulators to explore ways to get into the digital assets space.

Dimon does like blockchain, though — the technology that underpins it. JPMorgan has its own blockchain projects including JPM Coin and recently ran a test transaction on a public blockchain of tokenized U.S. Treasuries.

Many criticize this view, saying that the most powerful aspect of Bitcoin is its decentralization. So, a centralized blockchain is just useless. This might be the reason Dimon has grown weary of all JPMorgan’s blockchain initiatives, because they offered nothing of value.

He said he might have given blockchain too much credit during his investor day comments: “We have been talking about blockchain for 12 to 15 years,” he said. “We spend too much on it. It doesn’t matter as much as you all think.”

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H100 Group AB, a Swedish publicly listed health technology company, has made the headlines after investing in bitcoin as part of a new financial strategy.

The move has caused a stir in Sweden and beyond, with H100’s stock price rising 40% after the announcement.

The company has bought 4.39 bitcoin for 5 million Norwegian Krone (around $475,000–$492,000).

This is the company’s first foray into the digital asset space and makes H100 Group the first publicly-listed health tech company in Sweden to hold bitcoin as a treasury reserve asset.

The bitcoin was bought at an average price of 1,138,737 NOK (around $108,000) per coin.

The bitcoin purchase is part of H100 Group’s new “Bitcoin Treasury Strategy” to diversify its financial assets and strengthen its balance sheet. Instead of holding idle cash, the company decided to invest in what it sees as a long-term asset.

“This addition to H100’s Bitcoin Treasury Strategy follows an increasing number of tech-oriented growth companies holding bitcoin on their balance sheet,” said CEO Sander Andersen.

“And I believe the values of individual sovereignty highly present in the Bitcoin community aligns well with, and will appeal to, the customers and communities we are building the H100 platform for.”

Andersen said they will “build and hold” bitcoin long-term, viewing it as a savings tool, not a short-term trade.

The market reacted fast. On May 22, the company’s stock went up 39.27%, seeing highs of 1.620 SEK on the Nordic Growth Market.

This helped the company to recover a big part of the losses from the last two months, during which the stock fell 46%.

And now, after the purchase, the firm’s market cap is around $150.46 million.

H100 has said this might not be the only purchase. The company has signed a Letter of Intent (LOI) to set up a convertible loan facility of up to 10 million SEK with an undisclosed investor.

H100 Group’s announcement — Source

The funds will be used for general corporate purposes and to potentially increase bitcoin holdings. The loan will have a 3-year term and can be converted into shares at 1.3 SEK per share.

If H100’s stock price is more than 33% above the conversion price for more than 60 days, H100 will have the right to force conversion.

The company also announced today that it has successfully raised 21 million SEK ($2.21 million) through a convertible round led by Blockstream founder and CEO Adam Back.

Despite the Bitcoin pivot, H100 Group has made it clear that the core business remains the same.

They will continue to develop AI-powered automation tools and digital platforms to help healthcare providers deliver better services, especially in the health and longevity space.

Andersen said they are committed to healthy living, and adopting a bitcoin strategy is a smarter financial move that aligns with their values.

H100’s move comes as corporate adoption of bitcoin accelerates globally.

According to BitcoinTreasuries over 109 public companies now list bitcoin on their balance sheets. Among those are companies like Twenty One Capital, Strive and Metaplanet.

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The Bitcoin world begins what is considered to be its biggest event yet — Bitcoin 2025, a three-day conference taking place May 27-29 at The Venetian Resort in Las Vegas.

With over 30,000 attendees expected, the event will bring together the biggest names in politics, finance, technology and the global Bitcoin community.

Hosted by BTC Inc., Bitcoin 2025 is not just another tech conference — it’s a global gathering that mixes policy, innovation and community under one roof.

It’s where big ideas about the future of money are debated, shared and shaped.

Influential speakers will attend the conference

The conference features a wide range of speakers from Bitcoin experts and educators to political leaders and athletes.

Big names like U.S. Vice President JD Vance, Trump’s Crypto Czar David Sacks, and Senator Cynthia Lummis are among the most anticipated guests.

Vice President Vance is expected to talk about the role of Bitcoin in the national economy. “The resilience of Bitcoin as a financial instrument is a testament to the power of decentralized finance,” he recently said.

Also speaking are Nigel Farage, a well-known voice in European politics and Donald Trump Jr., a supporter of financial freedom through digital currency.

Also, Michael Saylor, Executive Chairman of Strategy will be back on stage to talk about bitcoin as a corporate asset.

There are over 70 speakers on the list including Adam Back (CEO of Blockstream), Jan van Eck (CEO of VanEck) and Bryan Johnson, a futurist known for his work in human longevity and health tech.

Bitcoin 2025 will feature special new programs including Code + Country, a one-day segment on May 27 that explores how freedom, technology and innovation shape modern society.

Speakers like Chris LaCivita (Trump’s 2024 campaign co-CEO) and David Sacks (AI and digital assets advisor) will be talking about how digital tools are changing politics and finance.

Also new this year, is The Art of Freedom, an exhibit that showcases how Bitcoin is impacting the art world.

This museum-style experience allows artists to price and sell their work using bitcoin, connect directly with fans and avoid traditional middlemen.

The first official Bitcoin Conference was in 2019 in San Francisco, after grassroots meetups in 2013 and 2014. Since then, it’s been the biggest annual event in the Bitcoin world.

This year is especially important.

Global economic changes are happening and analysts say the discussions at Bitcoin 2025 will shape the next wave of regulatory reforms and technological standards for Bitcoin and stablecoins.

Bitcoin (BTC) has recently been hovering at around $110,000 with a market cap of $2.12 trillion. Many think the ideas and announcements at the event will impact price and policy.

Bitcoin 2025 is for everyone — long-time Bitcoiners to newcomers to digital assets, with keynotes, panels, massive expo halls and VIP networking.

It’s fun too. There are numerous parties, meetups and side events to connect, making it a place to learn, meet others who share the same interests and help shape the financial world.

The scale and diversity of Bitcoin 2025 make it more than just a Bitcoin event.

It’s a reflection of how far Bitcoin has come — from internet forums to boardrooms and government halls. It’s not just about Bitcoin anymore, it’s about the future of the world.

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Scuttlebutt foi iniciado em maio de 2014 por Dominic Tarr ( dominictarr ) como uma rede social alternativa off-line, primeiro para convidados, que permite aos usuários obter controle total de seus dados e privacidade. Secure Scuttlebutt (ssb) foi lançado pouco depois, o que coloca a privacidade em primeiro plano com mais recursos de criptografia.

Se você está se perguntando de onde diabos veio o nome Scuttlebutt:

Este termo do século 19 para uma fofoca vem do Scuttlebutt náutico: “um barril de água mantido no convés, com um buraco para uma xícara”. A gíria náutica vai desde o hábito dos marinheiros de se reunir pelo boato até a fofoca, semelhante à fofoca do bebedouro.

Marinheiros se reunindo em torno da rixa. ( fonte )

Dominic descobriu o termo boato em um artigo de pesquisa que leu.

Em sistemas distribuídos, fofocar é um processo de retransmissão de mensagens ponto a ponto; as mensagens são disseminadas de forma análoga ao “boca a boca”.

Secure Scuttlebutt é um banco de dados de feeds imutáveis apenas para acréscimos, otimizado para replicação eficiente para protocolos ponto a ponto. Cada usuário tem um log imutável somente para acréscimos no qual eles podem gravar. Eles gravam no log assinando mensagens com sua chave privada. Pense em um feed de usuário como seu próprio diário de bordo, como um diário de bordo (ou diário do capitão para os fãs de Star Trek), onde eles são os únicos autorizados a escrever nele, mas têm a capacidade de permitir que outros amigos ou colegas leiam ao seu diário de bordo, se assim o desejarem.

Cada mensagem possui um número de sequência e a mensagem também deve fazer referência à mensagem anterior por seu ID. O ID é um hash da mensagem e da assinatura. A estrutura de dados é semelhante à de uma lista vinculada. É essencialmente um log somente de acréscimo de JSON assinado. Cada item adicionado a um log do usuário é chamado de mensagem.

Os logs do usuário são conhecidos como feed e um usuário pode seguir os feeds de outros usuários para receber suas atualizações. Cada usuário é responsável por armazenar seu próprio feed. Quando Alice assina o feed de Bob, Bob baixa o log de feed de Alice. Bob pode verificar se o registro do feed realmente pertence a Alice verificando as assinaturas. Bob pode verificar as assinaturas usando a chave pública de Alice.

Estrutura de alto nível de um feed

Pubs são servidores de retransmissão conhecidos como “super peers”. Pubs conectam usuários usuários e atualizações de fofocas a outros usuários conectados ao Pub. Um Pub é análogo a um pub da vida real, onde as pessoas vão para se encontrar e se socializar. Para ingressar em um Pub, o usuário deve ser convidado primeiro. Um usuário pode solicitar um código de convite de um Pub; o Pub simplesmente gerará um novo código de convite, mas alguns Pubs podem exigir verificação adicional na forma de verificação de e-mail ou, com alguns Pubs, você deve pedir um código em um fórum público ou chat. Pubs também podem mapear aliases de usuário, como e-mails ou nome de usuário, para IDs de chave pública para facilitar os pares de referência.

Depois que o Pub enviar o código de convite ao usuário, o usuário resgatará o código, o que significa que o Pub seguirá o usuário, o que permite que o usuário veja as mensagens postadas por outros membros do Pub, bem como as mensagens de retransmissão do Pub pelo usuário a outros membros do Pub.

Além de retransmitir mensagens entre pares, os Pubs também podem armazenar as mensagens. Se Alice estiver offline e Bob transmitir atualizações de feed, Alice perderá a atualização. Se Alice ficar online, mas Bob estiver offline, não haverá como ela buscar o feed de Bob. Mas com um Pub, Alice pode buscar o feed no Pub mesmo se Bob estiver off-line porque o Pub está armazenando as mensagens. Pubs são úteis porque assim que um colega fica online, ele pode sincronizar com o Pub para receber os feeds de seus amigos potencialmente offline.

Um usuário pode, opcionalmente, executar seu próprio servidor Pub e abri-lo ao público ou permitir que apenas seus amigos participem, se assim o desejarem. Eles também podem ingressar em um Pub público. Aqui está uma lista de Pubs públicos em que todos podem participar . Explicaremos como ingressar em um posteriormente neste guia. Uma coisa importante a observar é que o Secure Scuttlebutt em uma rede social somente para convidados significa que você deve ser “puxado” para entrar nos círculos sociais. Se você responder às mensagens, os destinatários não serão notificados, a menos que estejam seguindo você de volta. O objetivo do SSB é criar “ilhas” isoladas de redes pares, ao contrário de uma rede pública onde qualquer pessoa pode enviar mensagens a qualquer pessoa.

Perspectivas dos participantes

Scuttlebot

O software Pub é conhecido como servidor Scuttlebutt (servidor ssb ), mas também é conhecido como “Scuttlebot” e sbotna linha de comando. O servidor SSB adiciona comportamento de rede ao banco de dados Scuttlebutt (SSB). Estaremos usando o Scuttlebot ao longo deste tutorial.

Os logs do usuário são conhecidos como feed e um usuário pode seguir os feeds de outros usuários para receber suas atualizações. Cada usuário é responsável por armazenar seu próprio feed. Quando Alice assina o feed de Bob, Bob baixa o log de feed de Alice. Bob pode verificar se o registro do feed realmente pertence a Alice verificando as assinaturas. Bob pode verificar as assinaturas usando a chave pública de Alice.

Estrutura de alto nível de um feed

Pubs são servidores de retransmissão conhecidos como “super peers”. Pubs conectam usuários usuários e atualizações de fofocas a outros usuários conectados ao Pub. Um Pub é análogo a um pub da vida real, onde as pessoas vão para se encontrar e se socializar. Para ingressar em um Pub, o usuário deve ser convidado primeiro. Um usuário pode solicitar um código de convite de um Pub; o Pub simplesmente gerará um novo código de convite, mas alguns Pubs podem exigir verificação adicional na forma de verificação de e-mail ou, com alguns Pubs, você deve pedir um código em um fórum público ou chat. Pubs também podem mapear aliases de usuário, como e-mails ou nome de usuário, para IDs de chave pública para facilitar os pares de referência.

Depois que o Pub enviar o código de convite ao usuário, o usuário resgatará o código, o que significa que o Pub seguirá o usuário, o que permite que o usuário veja as mensagens postadas por outros membros do Pub, bem como as mensagens de retransmissão do Pub pelo usuário a outros membros do Pub.

Além de retransmitir mensagens entre pares, os Pubs também podem armazenar as mensagens. Se Alice estiver offline e Bob transmitir atualizações de feed, Alice perderá a atualização. Se Alice ficar online, mas Bob estiver offline, não haverá como ela buscar o feed de Bob. Mas com um Pub, Alice pode buscar o feed no Pub mesmo se Bob estiver off-line porque o Pub está armazenando as mensagens. Pubs são úteis porque assim que um colega fica online, ele pode sincronizar com o Pub para receber os feeds de seus amigos potencialmente offline.

Um usuário pode, opcionalmente, executar seu próprio servidor Pub e abri-lo ao público ou permitir que apenas seus amigos participem, se assim o desejarem. Eles também podem ingressar em um Pub público. Aqui está uma lista de Pubs públicos em que todos podem participar . Explicaremos como ingressar em um posteriormente neste guia. Uma coisa importante a observar é que o Secure Scuttlebutt em uma rede social somente para convidados significa que você deve ser “puxado” para entrar nos círculos sociais. Se você responder às mensagens, os destinatários não serão notificados, a menos que estejam seguindo você de volta. O objetivo do SSB é criar “ilhas” isoladas de redes pares, ao contrário de uma rede pública onde qualquer pessoa pode enviar mensagens a qualquer pessoa.

Perspectivas dos participantes

Pubs - Hubs

Pubs públicos

| Pub Name | Operator | Invite Code | | ------------------------------------------------------------ | ------------------------------------------------------------ | ------------------------------------------------------------ | | scuttle.us | @Ryan | scuttle.us:8008:@WqcuCOIpLtXFRw/9vOAQJti8avTZ9vxT9rKrPo8qG6o=.ed25519~/ZUi9Chpl0g1kuWSrmehq2EwMQeV0Pd+8xw8XhWuhLE= | | pub1.upsocial.com | @freedomrules | pub1.upsocial.com:8008:@gjlNF5Cyw3OKZxEoEpsVhT5Xv3HZutVfKBppmu42MkI=.ed25519~lMd6f4nnmBZEZSavAl4uahl+feajLUGqu8s2qdoTLi8= | | Monero Pub | @Denis | xmr-pub.net:8008:@5hTpvduvbDyMLN2IdzDKa7nx7PSem9co3RsOmZoyyCM=.ed25519~vQU+r2HUd6JxPENSinUWdfqrJLlOqXiCbzHoML9iVN4= | | FreeSocial | @Jarland | pub.freesocial.co:8008:@ofYKOy2p9wsaxV73GqgOyh6C6nRGFM5FyciQyxwBd6A=.ed25519~ye9Z808S3KPQsV0MWr1HL0/Sh8boSEwW+ZK+8x85u9w= | | ssb.vpn.net.br | @coffeverton | ssb.vpn.net.br:8008:@ze8nZPcf4sbdULvknEFOCbVZtdp7VRsB95nhNw6/2YQ=.ed25519~D0blTolH3YoTwSAkY5xhNw8jAOjgoNXL/+8ZClzr0io= | | gossip.noisebridge.info | Noisebridge Hackerspace @james.network | gossip.noisebridge.info:8008:@2NANnQVdsoqk0XPiJG2oMZqaEpTeoGrxOHJkLIqs7eY=.ed25519~JWTC6+rPYPW5b5zCion0gqjcJs35h6JKpUrQoAKWgJ4= |

Pubs privados

Você precisará entrar em contato com os proprietários desses bares para receber um convite.

| Pub Name | Operator | Contact | | --------------------------------------------- | ------------------------------------------------------------ | ----------------------------------------------- | | many.butt.nz | @dinosaur | mikey@enspiral.com | | one.butt.nz | @dinosaur | mikey@enspiral.com | | ssb.mikey.nz | @dinosaur | mikey@enspiral.com | | ssb.celehner.com | @cel | cel@celehner.com |

Pubs muito grandes

Aviso: embora tecnicamente funcione usar um convite para esses pubs, você provavelmente se divertirá se o fizer devido ao seu tamanho (muitas coisas para baixar, risco para bots / spammers / idiotas)

| Pub Name | Operator | Invite Code | | --------------------------------------- | ----------------------------------------------- | ------------------------------------------------------------ | | scuttlebutt.de | SolSoCoG | scuttlebutt.de:8008:@yeh/GKxlfhlYXSdgU7CRLxm58GC42za3tDuC4NJld/k=.ed25519~iyaCpZ0co863K9aF+b7j8BnnHfwY65dGeX6Dh2nXs3c= | | Lohn's Pub | @lohn | p.lohn.in:8018:@LohnKVll9HdLI3AndEc4zwGtfdF/J7xC7PW9B/JpI4U=.ed25519~z3m4ttJdI4InHkCtchxTu26kKqOfKk4woBb1TtPeA/s= | | Scuttle Space | @guil-dot | Visit scuttle.space | | SSB PeerNet US-East | timjrobinson | us-east.ssbpeer.net:8008:@sTO03jpVivj65BEAJMhlwtHXsWdLd9fLwyKAT1qAkc0=.ed25519~sXFc5taUA7dpGTJITZVDCRy2A9jmkVttsr107+ufInU= | | Hermies | s | net:hermies.club:8008~shs:uMYDVPuEKftL4SzpRGVyQxLdyPkOiX7njit7+qT/7IQ=:SSB+Room+PSK3TLYC2T86EHQCUHBUHASCASE18JBV24= |

GUI - Interface Gráfica do Utilizador(Usuário)

Patchwork - Uma GUI SSB (Descontinuado)

Patchwork é o aplicativo de mensagens e compartilhamento descentralizado construído em cima do SSB . O protocolo scuttlebutt em si não mantém um conjunto de feeds nos quais um usuário está interessado, então um cliente é necessário para manter uma lista de feeds de pares em que seu respectivo usuário está interessado e seguindo.

Fonte: scuttlebutt.nz

Quando você instala e executa o Patchwork, você só pode ver e se comunicar com seus pares em sua rede local. Para acessar fora de sua LAN, você precisa se conectar a um Pub. Um pub é apenas para convidados e eles retransmitem mensagens entre você e seus pares fora de sua LAN e entre outros Pubs.

Lembre-se de que você precisa seguir alguém para receber mensagens dessa pessoa. Isso reduz o envio de mensagens de spam para os usuários. Os usuários só veem as respostas das pessoas que seguem. Os dados são sincronizados no disco para funcionar offline, mas podem ser sincronizados diretamente com os pares na sua LAN por wi-fi ou bluetooth.

Patchbay - Uma GUI Alternativa

Patchbay é um cliente de fofoca projetado para ser fácil de modificar e estender. Ele usa o mesmo banco de dados que Patchwork e Patchfoo , então você pode facilmente dar uma volta com sua identidade existente.

Planetary - GUI para IOS

Planetary é um app com pubs pré-carregados para facilitar integração.

Manyverse - GUI para Android

Manyverse é um aplicativo de rede social com recursos que você esperaria: posts, curtidas, perfis, mensagens privadas, etc. Mas não está sendo executado na nuvem de propriedade de uma empresa, em vez disso, as postagens de seus amigos e todos os seus dados sociais vivem inteiramente em seu telefone .

Fontes

• https://scuttlebot.io/

• https://decentralized-id.com/decentralized-web/scuttlebot/#plugins

• https://medium.com/@miguelmota/getting-started-with-secure-scuttlebut-e6b7d4c5ecfd

• Secure Scuttlebutt : um protocolo de banco de dados global.

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CHAPTER THIRTY THREE

“Rita, have the board members all arrived?” James asked as he adjusted the cuff of his tailored suit, his gaze fixated on the skyline from the glass-paneled office.

Rita nodded, stepping forward with a poised demeanor. “Yes, everyone is seated in the executive conference hall. They’re waiting for your address.”

James exhaled slowly. The significance of today wasn’t lost on him. This wasn’t just another board meeting, it was a landmark moment for JP Enterprises. For the first time in its sixteen-year history, the company was about to unveil a cross-national initiative that would stretch across continents supporting small businesses in underdeveloped economies.

He turned to face her, his eyes steady and thoughtful. “Let’s go give them a future.”

They walked side by side down the corridor, the reborn heir who had weathered every storm, and she, the unshakable ally who had believed in him when the world turned its back.

As James entered the conference room, the murmurs ceased. Heads turned. His presence demanded attention not by force, but through quiet, commanding authority born of earned respect.

Clearing his throat, he began, “Ladies and gentlemen, thank you for your presence. Today, we don’t just discuss figures or projections. Today, we choose our purpose. We choose legacy.”

A pause.

“I remember a time when I couldn't afford a meal. A time I was turned away at doors simply because I didn’t wear the right name or the right shoes. But I stand here not to recount hardship, but to celebrate transformation. This company was built not just by wealth but by the spirit of resilience. That same spirit will now be passed on to those who need it most.”

As he laid out the new project The Global Uplift Program a wave of admiration filled the room. This was no ordinary CEO. He wasn’t driven by profit margins but by principle. Investors leaned forward, inspired. Executives exchanged nods of approval. The decision was unanimously supported.

After the meeting, James returned to his office, greeted by the soft rustle of papers on his desk and a fresh bouquet sent anonymously, though he suspected his mother’s doing.

He sat down, leaned back in his chair, and closed his eyes for a moment.

The weight of betrayal, humiliation, and survival still lingered somewhere deep within, but above it now stood something stronger: peace. And fulfillment.

Just as he opened his eyes, a message popped up on his phone.

“You truly are your father’s son.” Mr. JP

A small smile touched his lips.

Outside the building, media vans parked along the curb. Reporters no longer hounded him with accusations, but with admiration. His name was now synonymous with strength, philanthropy, and innovation.

At that same moment, in a correctional facility not too far from the city, Helen sat by a barred window, her fingers trembling as she flipped through a newspaper. There, on the front page, was James“The Visionary President Leading Global Change.”

She tore the paper apart, rage bubbling inside. But what neither she nor Mark could change now was the tide. The world had moved on without them. And James had not only survived the storm they had unknowingly paved the way for his rise.

Back at JP Tower, Rita stepped into James’s office with two cups of coffee.

“One step closer,” she said, handing him his cup.

James took it with a nod. “And several more to go.”

The days that followed the anniversary were filled with unprecedented acclaim for James and JP Enterprises. The company’s prestige soared, and investors from around the globe began to express renewed interest in partnerships, not just for profit, but for the integrity James now represented. Business magazines lined their covers with his image, captioning headlines like “From Outcast to Tycoon: The Man Who Redefined Corporate Leadership.”

But while the surface shone with triumph, James knew that power always came with a price. Success, he had learned, not only attracted admiration it also bred envy.

In the quiet solitude of his office one evening, the golden hue of dusk spilled through the tall windows, casting long shadows across his desk. James sat alone, flipping through a file that detailed upcoming philanthropic ventures. A sense of calm filled the air, but his mind wandered.

He leaned back, staring up at the ceiling. For the first time in years, he wasn't fighting to survive. But in the corners of his mind lingered the betrayals he had endured Tracy’s treachery, Helen’s humiliation, Mark’s attempts to destroy him.

A soft knock interrupted his thoughts.

“Come in,” he called out.

Rita stepped in, holding a folder. “These are the final sign-offs for the Global Uplift Project’s first rollout. Would you like to go through them now?”

James gave a slight nod. “Leave them here, Rita. I’ll take a look before I leave.”

She hesitated for a second before speaking again, “There’s something else… There’s talk that Helen’s lawyers are trying to petition for her early release. And Mark… he’s been corresponding with a journalist. Apparently, he’s planning to publish a book about his version of everything.”

James let out a quiet, wry laugh. “Desperation has many disguises. Let them write, let them scream. The truth has already been witnessed by the world.”

Rita approached the desk, placing the folder down gently. “Still, should we consider preemptive legal action?”

James looked up at her, his eyes calm yet unyielding. “No. Let them bark. Their voices only echo in the dark corners they’ve created for themselves. We’ve got bigger visions to focus on.”

She smiled. “Very well, sir.”

As Rita left, James stood up and walked toward the window. Below, the city pulsated with life cars streaming like veins of light, buildings gleaming beneath the skyline like monuments of ambition.

He thought about the young man he used to be, sleeping on benches, mocked and shamed, barely surviving. And now standing at the helm of a global empire he had not only restored his name but redefined what legacy truly meant.

In another part of the city, in a modest home filled with the smell of fried plantains and old books, an elderly man watched James’s latest interview on TV.

“That boy,” he muttered, sipping tea, “I knew there was something special in him. Look at him now… the whole city in his hands.”

His wife chuckled from the kitchen, “Wasn’t he the one you gave an old coat to during that harsh winter? The one who said thank you with tears in his eyes?”

Weeks after the grand anniversary, JP Enterprises had solidified its place not only as a corporate titan but also as a beacon of transformation and resilience. Its rise under James's leadership was being studied in business schools, discussed in boardrooms, and celebrated in communities that had once dismissed him as nothing more than a wayward vagabond.

Despite the applause, James remained grounded. His vision had always been larger than wealth. He wasn’t driven merely by the desire to prove others wrong, but by a calling to empower the voiceless, the unseen, broken versions of himself he’d once been.

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For years American bitcoin miners have argued for more efficient and free energy markets. It benefits everyone if our energy infrastructure is as efficient and robust as possible. Unfortunately, broken incentives have led to increased regulation throughout the sector, incentivizing less efficient energy sources such as solar and wind at the detriment of more efficient alternatives.

The result has been less reliable energy infrastructure for all Americans and increased energy costs across the board. This naturally has a direct impact on bitcoin miners: increased energy costs make them less competitive globally.

Bitcoin mining represents a global energy market that does not require permission to participate. Anyone can plug a mining computer into power and internet to get paid the current dynamic market price for their work in bitcoin. Using cellphone or satellite internet, these mines can be located anywhere in the world, sourcing the cheapest power available.

Absent of regulation, bitcoin mining naturally incentivizes the build out of highly efficient and robust energy infrastructure. Unfortunately that world does not exist and burdensome regulations remain the biggest threat for US based mining businesses. Jurisdictional arbitrage gives miners the option of moving to a friendlier country but that naturally comes with its own costs.

Enter AI. With the rapid development and release of AI tools comes the requirement of running massive datacenters for their models. Major tech companies are scrambling to secure machines, rack space, and cheap energy to run full suites of AI enabled tools and services. The most valuable and powerful tech companies in America have stumbled into an accidental alliance with bitcoin miners: THE NEED FOR CHEAP AND RELIABLE ENERGY.

Our government is corrupt. Money talks. These companies will push for energy freedom and it will greatly benefit us all.

---

Microsoft Cloud hiring to "implement global small modular reactor and microreactor" strategy to power data centers: https://www.datacenterdynamics.com/en/news/microsoft-cloud-hiring-to-implement-global-small-modular-reactor-and-microreactor-strategy-to-power-data-centers/

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If you found this post helpful support my work with bitcoin.

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Crypto Insights

No Blind Trust : A New Proposal for Manually Creating Mnemonics

Eric Kvam proposed an improved method for generating and recovering seed phrase mnemonics. The goal is to allow users to create seed phrases manually and securely, eliminating reliance on a black box. It also allows for encoding derivation path in the mnemonics to simplify recovery.

Facing Spam: Are P2P Networks Fundamentally at a Disadvantage?

The author argues that P2P permissionless networks like Bitcoin and Nostr face a structural disadvantage in dealing with spam. In broadcast-style networks, spammers are often more motivated than regular users making P2P value transfers. Simply increasing the cost per action is not enough to deter spam, as the value gained by spammers far exceeds that of regular users. In contrast, mainstream internet spam control relies on identifying users and punishing bad behavior, but this goes against Bitcoin’s principles of decentralization and privacy. The author worries that without an effective solution, genuine users may eventually be pushed out while spammers persist.

Bitcointap: Real-Time Data Extraction from Bitcoin Core Tracepoints

Jb55 released Bitcointap — a Rust library and CLI tool that leverages Bitcoin Core’s EBPF-USDT tracepoints to extract data in real time, inspired by @0xB10C’s peer_observer project.

• Bitcointap GitHub Repo, and Demo Video

Tradeoffs Between Performance and Privacy in the Lightning Network

The Lightning developer community recently discussed the privacy impact of surfacing granular HTLC hold times via attributable failures. Carla followed up with further reflections, exploring how forwarding delays impact payment privacy. She also pointed out that no privacy-preserving forwarding delay mechanism is currently deployed in the Lightning Network.

Parasite Pool: A New Open Source Pool for Pleb Bitcoin Mining

Ordinal Maxi Biz founder ZK Shark has launched Parasite Pool, an open-source Bitcoin mining pool aimed at pleb miners who want to contribute to Bitcoin decentralization. It supports Lightning Network payouts, has a low entry threshold of just 10 sats, and allows individuals to earn directly and instantly. Its “Plebs Eat First” reward structure gives 1 BTC to the block finder, while the remaining 2.125 BTC and transaction fees are distributed via Lightning to pooled workers, making it especially attractive to plebs. Parasite Pool’s current hashrate is only 5 PH/s, representing just 0.000006% of the Bitcoin network—projected to take over 3 years to mine a block at current rates.

BitVMX Unveils 2025 Roadmap

BitVMX released its roadmap for 2025, outlining five core tracks: Research, Implementation, Security, Platform Integration, and Education & Outreach.

Top Reads on Blockchain and Beyond

The Cathedral and the Bazaar in the Age of AI Agents: Crypto’s Role in Low-Trust Environments

Borrowing the metaphor of "The Cathedral and the Bazaar," the author suggests that the network architecture of the AI agent era resembles a Linux-style open bazaar. In this model, countless untrusted agents with development capabilities provide services to one another through inter-agent calls, forming a loosely coordinated network. This low-trust environment is where cryptographic technologies shine—enabling value exchange without requiring trust. As such, crypto becomes a foundational component of this new AI-powered bazaar.

A Look Back at the 2015 Bitcoin Spam Attacks: Consensus Shifts and Today’s OP_Return Debate

BitMex’s article recounts four waves of spam attacks on Bitcoin in the summer of 2015, launched by a London-based company CoinWallet.EU. These spam floods severely degraded the user experience for Bitcoin payments, especially during the third wave from July 7 to July 11, 2015. The attacks sparked debate around miner filtering of spam transactions and block size limits. BitMex argues these events played a critical role in shaping views on spam mitigation and echo today’s debates over the OP_Return relay limit.

5-Step Survival Guide for Personal Data Breaches

a16z’s guide outlines immediate and long-term responses after a personal data breach:

1. Act Immediately

• Freeze your credit to prevent identity theft.

• Strengthen multi-factor authentication (MFA): Prefer app-based or hardware key methods over SMS. Enable SIM protection with your telecom provider.

• Replace compromised IDs: Contact relevant authorities.

2. Strengthen Online Account Security

• For Apple and Google accounts, enable advanced protections (e.g., Google Advanced Protection, Passkeys, YubiKey).

• Use a password manager; consider offline tools like KeePass, or services like Bitwarden and 1Password.

3. Secure Your Phone

• iPhone users: Set a strong alphanumeric password, enable Find My iPhone, activate Stolen Device Protection, and require Face ID for sensitive apps.

• Android users: Use a strong password or biometrics, enable Find My Device, activate theft detection lock and identity checks.

4. Defend Against Social Engineering

• Watch for phishing scams, suspicious login notifications, or fake calls/texts pretending to be from financial institutions.

5. Monitor Your Social Media Accounts

• Regularly check account access. If locked out, contact support immediately.

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加密洞见

无需盲信系统：手动创建助记词的新提案

开发者 Eric Kvam 提出了一种改进助记词生成和恢复流程的方法，目的是让用户能够手动、安全地生成种子短语助记词，从不必信任「黑盒」，并在助记词中编码派生路径以简化恢复过程。

应对垃圾信息，P2P 网络存在固有劣势？

作者认为，比特币和 Nostr 等类似 P2P 无许可网络在应对垃圾信息问题上存在固有劣势。由于广播式网络的特性，垃圾信息发送者在动机上远强于正常点对点价值传递的用户，仅通过提高每笔操作的成本难以有效遏制垃圾信息，因为垃圾发送者从中获得的价值远高于普通用户。相比之下，互联网主流是通过识别用户身份、并对不良行为实施惩罚的方式来治理垃圾信息，但这种方式违背了比特币的去中心化和隐私保护原则，并导致了严重的隐私侵犯。作者担心，如果不能有效解决垃圾信息问题，比特币等网络的正常用户可能会被迫离开，而垃圾发送者仍会留下。

Bitcointap：利用比特币核心跟踪点，实时提取数据

开发者 jb55 推出 bitcointap——一个 Rust 库和 CLI 工具。它利用 Bitcoin-Core 的 EBPF-USDT 跟踪点，实现数据的实时提取。Bitcointap 的开发受到 @0xB10C 的 peer_observer 项目的启发。

• Bitcointap 的 GitHub Repo，以及 Demo Video

闪电网络中性能和隐私间的权衡

闪电网络开发者社区最近讨论到 Pivacy impact of surfacing granular HTLC hold times via attributable failures 这一问题。Carla 对此进行了后续思考，进一步研究了转发延迟（forwarding delays）机制对付款隐私的影响。她也指出，现在的闪电网络中并没有部署任何转发延迟的隐私保护。

面向草根挖矿的新开源矿池 Parasite Pool

Ordinal Maxi Biz 创始人 ZK Shark 推出开源比特币矿池 Parasite Pool，专为希望为比特币去中心化做出贡献的家庭矿工而建。支持闪电网络支付，门槛低至 10 聪，允许个人直接即时赚钱。它有一个「平民先吃」（Plebs Eat First）的奖励结构，将 1 BTC 奖励给找到区块的人，并将剩余的 2.125 BTC 加上手续费通过闪电支付分配给其余非获胜参与者。小规模矿工由此可以获得相对于其哈希算力的巨额奖励，这让 Parasite Pool 对他们而言特别具有吸引力。目前 Parasite Pool 指向矿池的哈希率只有 5 PH/s，只占整个比特币网络的 0.000006%，预计可能需要 3 年多才能到达一个区块。

BitVMX 公布 2025 路线图

BitVMX 公布了 2025 年路线图，呈现了在研究、实施、安全、平台集成以及教育和对外扩展五条核心轨道上的计划：

精彩无限，不止于链

AI 代理时代的大教堂与集市，加密技术在低信任场景中的未来

作者借用经典的「大教堂与集市」比喻，认为 AI 代理时代的网络形态是一个 Linux 式的开放集市——这里会有大量具有独立开发能力的自动代理人，通过相互调用，为彼此提供服务，由此形成松散的协作网络。这样一个低信任的场景，正是加密技术最擅长的环境———在无需信任的环境中交换价值，因此加密货币将成为 AI 代理人集市中不可或缺的基础要素。

回顾 2015 比特币垃圾邮件攻击：共识变革与当今 OP_Return 辩论的呼应

BitMex 的这篇文章介绍了 2015 年夏天针对比特币的四轮垃圾邮件攻击。这些攻击由一家名为 CoinWallet.EU 的伦敦公司发起。垃圾邮件对当时进行比特币支付的人的用户体验产生了重大的不利影响，尤其是在 2015 年 7 月 7 日至 2015 年 7 月 11 日的第三轮攻击中。这次攻击引发了关于矿工过滤垃圾邮件交易和区块大小限制的辩论。在 BitMex 看来，这次攻击在形成许多人关于如何处理垃圾邮件的观点方面发挥了关键作用，并且与今天关于 OP_Return 中继限制的辩论有有趣的相似之处。

个人数据泄露后的 5 步生存手册

a16z 的这篇指南梳理了在个人数据泄露后，如何立即应对与长期防护，重点包括：

1. 立即采取行动

• 冻结信用：防止身份被盗用开设新账户。

• 加强多因素认证（MFA）：在所有金融与社交账户启用 MFA，优先使用 App 或硬件密钥而非短信认证，并向电信商申请 SIM 卡保护。

• 更换身份证件：联系相关部门申请补发。

2. 强化线上账户安全

• Apple 和 Google账户，启用高级保护措施（如 Google Advanced Protection、Passkeys、YubiKey 等）。

• 使用密码管理器，推荐离线工具 KeePass，或 Bitwarden、1Password 等第三方服务

3. 锁定手机安全

• iPhone 用户：设置自定义字母数字密码、启用Find My iPhone、开启 Stolen Device Protection，敏感应用要求Face ID。

• Android用户：设置强密码或生物识别、启用Find My Device、开启盗窃检测锁和身份检查。

4. 防范社交工程攻击

• 警惕钓鱼诈骗、可疑登录通知、冒充金融机构的短信或电话。

5. 监控社交媒体账户

• 定期确认账户存取权，若被锁定立即联系客户服务。

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Blackstone, the world’s largest alternative asset manager, has entered the Bitcoin space with a $1.08 million investment in BlackRock’s Bitcoin ETF. This is a big deal for both Wall Street and the Bitcoin world.

Blackstone has made its first direct investment in bitcoin through regulated financial products. A May 20, 2025, SEC filing revealed that the firm purchased 23,094 shares of the iShares Bitcoin Trust (IBIT), BlackRock’s spot Bitcoin exchange-traded fund (ETF).

BlackStone has bought 23,094 shares of BlackRock’s IBIT — SEC

While $1.08 million is a small drop in the bucket compared to Blackstone’s $1.2 trillion in assets under management, this is a big deal for the private equity giant which has been skeptical of bitcoin in the past.

In 2019, the company’s CEO, Steve Schwarzman, said he didn’t understand Bitcoin. “I was raised in a world where someone needs to control currencies,” he said, admitting he struggled to understand the technology.

Fast forward to 2025, and it is now one of the many institutional investors taking bitcoin seriously — but doing so through cautious, regulated channels.

The investment was made through Blackstone’s $2.63 billion Alternative Multi-Strategy Fund (BTMIX), which invests in a wide range of financial instruments.

Instead of buying bitcoin directly, Blackstone chose to get exposure through a bitcoin ETF — which is how many large institutions are approaching the digital asset. Spot Bitcoin ETFs like IBIT allow investors to track the price of bitcoin without having to hold the digital asset itself.

There are several advantages to this approach. ETFs trade like stocks, are regulated by the SEC and take care of complex issues like custody and compliance. This makes them more attractive for firms that are new to Bitcoin or still wary of the risks.

Related: Bitcoin ETFs Provide Convenient Price Exposure, But At What Cost?

Blackstone’s choice of a bitcoin ETF shows how effective these products are at connecting traditional finance to the digital age.

In addition to IBIT, Blackstone also disclosed smaller investments in two other digital-asset-related companies:

• 9,889 shares of the ProShares Bitcoin Strategy ETF (BITO), valued at about $181,166.
• 4,300 shares of Bitcoin Depot Inc. (BTM), a bitcoin ATM operator, worth approximately $6,300.

Together, these are a tiny fraction of Blackstone’s portfolio but show growing interest and exploration into the space.

Since its launch in January 2024, BlackRock’s IBIT ETF has become the top-performing Bitcoin ETF in the U.S. As of mid-May 2025, the fund has seen over $46.1 billion in net inflows with no outflows since early April.

IBIT is ahead of other major ETFs like Fidelity’s FBTC and ARK’s 21Shares Bitcoin ETF.

But the trend is clear: big firms are getting comfortable with regulated bitcoin products. Industry insiders see Blackstone’s move as part of a broader shift in institutional sentiment towards bitcoin.

This is a small investment but it matters because of who is making it. Blackstone is known for being conservative and risk-averse.

Its decision to put even a tiny amount of capital into Bitcoin ETFs means tradfi companies are getting more confident in bitcoin as an asset class. Blackstone is dipping its toe in the water, and even a small step is significant given its size and influence.

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Bitcoin Magazine

Adam Back Said It’s Still Early For the Retail Investors To Buy Bitcoin

At the 2025 Bitcoin Conference in Las Vegas, the Head of Firmwide Research at Galaxy Digital Alex Thorn, Founder and Managing Partner of Pantera Capital Dan Morehead, Managing Partner, CEO, CIO of 10T Holdings + 1RoundTable Partners Dan Tapiero and the Co-founder & CEO of Blockstream Adam Back discussed the future of Bitcoin treasury companies.

Dan Tapiero started by sharing his opinion on how he sees Bitcoin in comparison to gold: 

“I really have always believed in that physical ownership that the individual has the right and should be able to own his own asset and so I started this physical gold business years ago,” said Tapiero. “I think our focus today is further adoption and the elevation of Bitcoin. I think the understanding of Bitcoin as an important asset.”

Adam Back was asked what he thought about Bitcoin treasury companies and he responded, “in effect, Blockstream is one of the first Bitcoin treasury companies. We have been around since 2014 and we work with our investors to put Bitcoin in a balance sheet back then and since then. I think the way to look at the treasury companies is Bitcoin is effectively the harder rate. It’s very hard to outperform Bitcoin most people that invest in things since Bitcoin around thought I should put that in Bitcoin and not in the other thing.”

Then Adam continued by explaining what treasury companies do.

“That’s why you get companies switching to the Bitcoin standard because it’s the only way for them to keep up with Bitcoin,” stated Back. ”They start with a Bitcoin capital base. They use the operating in-revenue to buy more Bitcoin and then they are able to participate in this kind of micro arbitrage.”

Finishing the panel, Alex Thorn asked, “Five years from now what is the price of Bitcoin?”

Dan Morehead predicted $750,000k, Tapiero $1,000,000 and Back said, “a million easy.”

Adam back closed by saying, “It’s still early for the retail investors.”

You can watch the full panel discussion and the rest of the Bitcoin 2025 Conference Day 2 below:

This post Adam Back Said It’s Still Early For the Retail Investors To Buy Bitcoin first appeared on Bitcoin Magazine and is written by Oscar Zarraga Perez.

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