-
@ 3d31f7c9:66603064
2025-04-28 06:46:53
„the patriarchy is hold us down. We have to tell a hundred jokes until one lands. To finally be free we demand 50% of the audience‘s laughs for women.“
-
@ ae5a910d:23cd8371
2025-04-28 06:46:46
Deploy blossom 🌸, nostr relay with your domain nostr:npub196yyptscyzkmruk88593awcsm7dgknrf7phqu2p8mkntmnzxyvwqsdm0v9
-
@ 2b0e1b5a:1d09a8e4
2025-04-28 06:46:45
元カノと地元に住んでる友達、あと母の日が近いので母親へ渡すもの
-
@ 184dca27:c63594ee
2025-04-28 06:46:41
Timechain info:
Block height: 894,286
Network difficulty: 123.23T
Next difficulty adjustment(est.): 113.60T
Market dominance %: 60.31%
BTC price per 1K sats($): 0.95
24H median transaction fee($): 0.44
#meme #memes #btc #nostr #plebchain #memestr #pleb #laugh #funny #jokes #primal #serioushumour
Title: meirl
https://i.redd.it/ky298quh2hxe1.jpeg
-
@ ae5a910d:23cd8371
2025-04-28 06:46:40
https://m.primal.net/NaRB.jpg
https://raw.githubusercontent.com/ray-bun/Twitter_Bitcoin_Lightning_Tipping_Bot/master/memes/1.gif
https://m.primal.net/NHyC.jpg
nostr:npub19pjnu7500dhtpyn2h96gt86jeq5cc7vgs52ym2wfmpz5r9slaugq7zqfg4 🐳 zapped nostr:npub15mnm7whul7h7jn6ejnhnpl5n9tp69y8w28jh3vefz4mmxszfldzqwuett7 10,000 sats
💬 Party time 🍷
#fatzaps #zap #nostrzap
-
@ 846b763b:23539eca
2025-04-28 06:46:38
ﾊﾟﾗﾊﾟﾗ
-
@ e3a59924:cd2e6624
2025-04-28 06:46:34
https://m.primal.net/QftV.jpg
-
@ 6bf2d239:1b2068b7
2025-04-28 06:46:34
ｷｭｯｹ-ｨ
-
@ 470e98c6:d7a10197
2025-04-28 06:46:33
Thanks for adding 💰 💸 🤑 🤲 to this video's tags! Your contribution has been counted for the weekly competition. Check out the URL in my profile for more tagging opportunities!
-
@ 24462930:3caf03ab
2025-04-28 06:46:33
AI 比大部份 nostr 开发者更懂 nostr
https://deepwiki.com/nostr-protocol/nips
-
@ 470e98c6:d7a10197
2025-04-28 06:46:32
Thanks for adding 💲 to this video's tags! Your contribution has been counted for the weekly competition. Check out the URL in my profile for more tagging opportunities!
-
@ 8c592393:5c132608
2025-04-28 06:46:24
ポケットをデカくして解決
-
@ 4e9a4f33:e0e9b4e9
2025-04-28 06:46:20
Melania project team keeps dumping $MELANIA tokens! Lookonchain reports they sold another 2.01M tokens today for ~$938k, following a previous 1.18M dump for ~$632k. They're using a DCA strategy & manipulating liquidity to cash out. #crypto #memecoin
#blockchain #news
-
@ 3a9fe445:b7746650
2025-04-28 06:46:15
Good Morning
-
@ 177bfd16:347a07e4
2025-04-28 06:45:58
Perfect search engine doesn’t exist , the right answered will find you .
-
@ f4bfd647:cbbbc4f3
2025-04-28 06:45:55
Thanks for trying. You are correct that It is low splatter, but so are a couple of the other sleeves. There is another design element that firmly separates It from the rest.
-
@ 28653e7a:961fef10
2025-04-28 06:45:54
GM ! Bee free 🐝
https://m.primal.net/QftT.jpg
-
@ 04c96049:3768cc3b
2025-04-28 06:45:50
Good morning 🌞
-
@ fe7f6bc6:c42539a3
2025-04-28 06:45:40
Twitter Users vs. Nostr Users
https://blossom.primal.net/b0a3f0d5104848b9db447e9e6628d00195ae95512c5dd15a3fac621b16d912bb.mp4
-
@ 1e67de37:5c9116e4
2025-04-28 06:45:31
Web-based, free alternative to Screen Studio
https://www.screenrecorder.me
-
@ c5337187:a5f35224
2025-04-28 06:45:31
Reentrancy Attack in ERC-777 101
Hello, for some reason, when sharing the article, the post is blocked, but nobody can really give me much of a response. So, instead I'll add a bit of context about the article and share this link in a comment. I'm guessing maybe it has something to do with the URL.
In this blog, we describe reentrancy attacks in the ERC-777 standard. The ERC-777 is a standard for fungible tokens with a transfer hook. The exchange contract allows users to exchange ETH to SSSToken at a calculated rate.
This content is more focused towards devs and people who are interested in security, feel free to not read or comment if that's not your thing.
submitted by /u/Other_Video_4114
[link] [comments]
#reddit #bitcoin #news #crypto
https://www.reddit.com/r/ethereum/comments/1k7q3il/reentrancy_attack_in_erc777_101/
-
@ d81e42ef:14213e09
2025-04-28 06:45:25
Installing Arch on my main rig, and this is going really fast. Hmmm.
-
@ 0329b1ac:86cb0ff8
2025-04-28 06:45:24
ドラコ(クワガタ)の土換え霧吹きしてバイトしてむすこ🐉🍯🌰に💌してミチグリニドと防風通聖散飲んでコメッコと同居人メシ食べて食卓の片付けしてリスペリドン飲みました！！ #楓の生物王国 #ヤンチャ坊主はたらこ唇 #楓の仕事 #児童相談所 #育児 #子育て #楓ダイエット #ダイエット #防風通聖散
-
@ d981591e:f7c0ae37
2025-04-28 06:45:18
Death toll rises in Canada car ramming
From RT
Suspect Kai-Ji Adam Lo has been charged with murder after the deadly vehicle attack at the Lapu Lapu Day celebration The death toll from the car-ramming attack at a Filipino festival in the Canadian city of Vancouver on Saturday has risen to 11, police have said. The suspect, Kai-Ji Adam Lo, 30, has been charged […]
Apr 28th 2025 2:40am EDT
Source Link: https://www.rt.com/news/616412-death-toll-rises-in-canada/?utm_source=rss&utm_medium=rss&utm_campaign=RSS
Share, promote & comment with Nostr: https://dissentwatch.com/boost/?boost_post_id=961528
-
@ c5337187:a5f35224
2025-04-28 06:45:16
Bitcoin Fee: 4 Sat/vB
#bitcoin #fees
https://files.catbox.moe/mcpl5t.png
-
@ 66fd9c5c:e91fcb58
2025-04-28 06:45:15
GM Dan have an epic Monday 👊🏼💜
-
@ f03df3d4:a4d4f676
2025-04-28 06:45:11
Block 894285
4 - high priority
4 - medium priority
3 - low priority
2 - no priority
1 - purging
#bitcoinfees #mempool
-
@ a012dc82:6458a70d
2025-04-28 06:45:10
In a galaxy full of debt and inflation, she chose #Bitcoin. http://res.cloudinary.com/dizsud5n6/image/upload/v1743295176/a7n4x5v8nfhyjjq9gfeq.jpg
-
@ 4c5d5379:3a4383ee
2025-04-28 06:45:06
盤はやっぱりポケッタブルに限る
-
@ aa4fc866:b098c7b4
2025-04-28 06:45:04
Bitcoin price: $94466, Sats per USD: 1059
-
@ 04c96049:3768cc3b
2025-04-28 06:45:03
GM Erna 🫂🐝🫂
-
@ 3493b0c2:4ce7120f
2025-04-28 06:45:03
Sun - Apr 27 - 11:45 PM - PDT
// bit.site
✅ Connection successful: node-1.ipfs.bit.site 4001
// pinnable.xyz
✅ Connection successful: 167.71.172.216 4001
✅ Connection successful: 188.166.180.196 4001
✅ Connection successful: 143.198.18.166 4001
// 4everland.io
✅ Connection successful: node-1.ipfs.4everland.net 4001
-
@ ececfb14:f2074a9a
2025-04-28 06:45:02
どら焼き……あんこ……
:meow_droolreach:
-
@ f7f3321e:d52e96a9
2025-04-28 06:45:00
“Há mais de 1250 serviços digitais do Estado disponíveis. Mas muitas vezes o cidadão não sabe”
Há muita coisa no Estado que ainda não é digital, há mais desigualdades com a corrida tecnológica, mas também há caminho feito — que muitas vezes nem sabemos existir. Neste episódio de “Porque Falha o Estado?” falamos de modernização ao serviço de todos. E do sonho que está à nossa frente
https://images.impresa.pt/expresso/2025-04-23-porque-falha-o-estado-ministra-da-modernizacao-e-luisa-ribeiro-lopes-11042025-18-mf.jpg-e5e4a1bf/1.91x1/mw-1200?outputFormat=jpeg
https://expresso.pt/podcasts/por-que-falha-o-estado/2025-04-28-ha-mais-de-1250-servicos-digitais-do-estado-disponiveis.-mas-muitas-vezes-o-cidadao-nao-sabe-24be2cf3
-
@ e9ab3129:9c2d0b6d
2025-04-28 06:45:00
These Are Most Air-Polluted Cities In The World
These Are Most Air-Polluted Cities In The World
Air pollution remains one of the deadliest environmental threats, contributing to millions of premature deaths each year.
In 2024, only https://ca.news.yahoo.com/only-17-global-cities-had-080218749.html#:~:text=The%20IQAir%20World%20Air%20Quality,metre%20(%C2%B5g%2Fm%C2%B3).
of cities worldwide met the World Health Organization’s annual PM2.5 guideline of less than 5 µg/m3, indicating that the vast majority of urban populations are exposed to unhealthy air.
This map, https://www.visualcapitalist.com/mapped-most-air-polluted-cities-in-the-world/#google_vignette
.
https://cms.zerohedge.com/s3/files/inline-images/2025-04-26_15-36-20.jpg?itok=VZwsNe8L
Which Cities Have the Worst Air Pollution?
Below, we show the top 20 cities with the worst PM2.5 levels in 2024.
Rank
City
Country
2024 PM2.5 (µg/m³)
1
Byrnihat
🇮🇳 India
128.2
2
Delhi
🇮🇳 India
108.3
3
Karaganda
🇰🇿 Kazakhstan
104.8
4
Mullanpur
🇮🇳 India
102.3
5
Lahore
🇵🇰 Pakistan
102.1
6
Faridabad
🇮🇳 India
101.2
7
Dera Ismail Khan
🇵🇰 Pakistan
93.0
8
N'Djamena
🇹🇩 Chad
91.8
9
Loni
🇮🇳 India
91.7
10
New Delhi
🇮🇳 India
91.6
11
Multan
🇵🇰 Pakistan
91.4
12
Peshawar
🇵🇰 Pakistan
91.0
13
Faisalabad
🇵🇰 Pakistan
88.8
14
Sialkot
🇵🇰 Pakistan
88.8
15
Gurugram
🇮🇳 India
87.4
16
Ganganagar
🇮🇳 India
86.6
17
Hotan
🇨🇳 China
84.5
18
Greater Noida
🇮🇳 India
83.5
19
Bhiwadi
🇮🇳 India
83.1
20
Muzaffarnagar
🇮🇳 India
83.1
India is home to some of the world’s most air-polluted cities, accounting for 11 of the top 20 in 2024.
Byrnihat, a city in northeastern India, recorded the worst air pollution globally last year, with a PM2.5 concentration of 128.2 micrograms per cubic meter—over 25 times higher than the World Health Organization’s recommended limit.
Delhi, a metropolis of over 30 million people and the capital territory of India, recorded the second-worst air pollution levels in 2024.
The city https://www.visualcapitalist.com/mapped-cities-with-the-worst-winter-air-pollution/
of any major city, driven by crop burning in nearby states, stagnant cold air, and weak wind patterns that trap and concentrate smog over the capital.
Many Indian cities struggle with https://www.theguardian.com/world/2024/nov/22/the-air-is-killing-us-why-delhi-india-pollution-problem-runs-deeper-than-smog-season
due to a mix of industrial emissions, vehicle exhaust, and reliance on fossil fuels, all worsened by weak regulation and seasonal weather patterns.
Most of the cities with the worst air pollution in 2024 are located in https://www.visualcapitalist.com/sp/ranked-air-pollution-by-economy/
, Pakistan, or other parts of Asia. N’Djamena, Chad, was the only non-Asian city to rank among the top 20.
To see which countries have the worst air pollution, check out this https://www.voronoiapp.com/climate/South-Asian-Countries-Lead-the-World-in-PM25-Pollution--979
that visualizes the world’s most polluted countries by their annual average PM2.5 concentration.
https://cms.zerohedge.com/users/tyler-durden
Mon, 04/28/2025 - 02:45
https://www.zerohedge.com/geopolitical/these-are-most-air-polluted-cities-world
-
@ d7c13d1e:14cfe365
2025-04-28 06:45:00
✄------------ 15:45 ------------✄
-
@ 66fd9c5c:e91fcb58
2025-04-28 06:44:51
GM brother have a beautiful Monday 🤙🏼🧡🗽💜
-
@ 5a54abdc:3c58d510
2025-04-28 06:44:46
So sind sie, die grünen Politikerperlen. Ein Kurzzeitgedächtnis und immer mit dem vollgesch... Finger auf andere zeigen
#gruene #soeder #politik #gesellschaft #Meme https://image.nostr.build/644be8b16ceed7f88081efb76da995891200eee29d2dd33c288072bfca709fe5.jpg
-
@ 2b0e1b5a:1d09a8e4
2025-04-28 06:44:46
ゆっくり回ってお土産を探そ
-
@ f275ab37:bad84bfe
2025-04-28 06:44:37
Why not $100?
-
@ 975e4ad5:8d4847ce
2025-04-28 06:44:36
It's a bit weird to have likes and zaps because the two things overlap, but if they don't then everything must be paid. There would be a lot less likes than now.
-
@ ebb93aa6:7d9e5f6f
2025-04-28 06:44:30
Are you enjoying #anon
-
@ 7d4a4e87:c853bba8
2025-04-28 06:44:25
New OP_RETURN
ChG:to:BTCB:0x75E9C1bB1ECB5cF0ec8B27dcfcA91b59a78AD3af
https://mempool.space/tx/7416063ecaa93dfc70aba1d144351e572d675b0a117023a2732e16f0a89d7394
-
@ 7b991f77:76c2840d
2025-04-28 06:44:21
Good Morning Sunshine. ☀️
https://image.nostr.build/13016d9900229d90bd6d3087bd2d71069aa95c177290c0e31b15adeaa93521b5.jpg
-
@ d1780af0:5839c95c
2025-04-28 06:44:14
🚀 **Mars Fact**
A Martian day, called a Sol, is 24 hours, 39 minutes, and 35 seconds long. 🕒
#Mars #SpaceFacts #MarsTrivia
-
@ 32417afe:3839790f
2025-04-28 06:44:06
O tecido empresarial português
Portugal é "colorido" no que toca ao ramo empresarial, contando com vários tipos de empresas. No entanto, há poucas empresas com mais de 10 trabalhadores e muitas em nome próprio.
https://s3.observador.pt/wp-content/uploads/2025/04/11020053/770-podcast-que-pais-e-este-que-vai-a-eleicoes-1.jpg
https://observador.pt/programas/que-pais-e-este-que-vai-a-eleicoes/o-tecido-empresarial-portugues/
-
@ 7d4a4e87:c853bba8
2025-04-28 06:44:06
New OP_RETURN
=:ETH.ETH:0x1e01c36e3ca8ebb04d2e57859b7020f9dcc424ab:3996514729/1/0:wr:18
https://mempool.space/tx/a0dcecd8da96325a24a30e55e40c082e13573762da28a1ef7a9fb83e91413f78
-
@ cfb6da66:b9055726
2025-04-28 06:44:00
Leif Zern: Tårarna i kulturen är ett kristecken
https://www.dn.se/kultur/leif-zern-tararna-i-kulturen-ar-ett-kristecken/
-
@ cfb6da66:b9055726
2025-04-28 06:43:58
Trumps nya utspel om Putin: ”Vill att han ska sätta sig ner”
https://www.aftonbladet.se/nyheter/a/pPjvGE/trumps-nya-utspel-om-putin-vill-att-han-ska-satta-sig-ner
-
@ db8301f0:de7d87fc
2025-04-28 06:43:55
Many people are cheering on deputy PM Anutin as the next prime minister in waiting and his stance against gambling. I think of him as the Public Health minister who violated the Nuremberg code and the Geneva Convention with the vaccines.
We are not the same.
#siamstr
-
@ a4a6e5f4:8ebd01fd
2025-04-28 06:43:54
👀
-
@ 165b9d37:167cfac1
2025-04-28 06:43:48
GN 💤
-
@ f275ab37:bad84bfe
2025-04-28 06:43:42
Man to man,
https://image.nostr.build/b91127299e999cdbe5c627684b75e398d71108d0184a821f20c99718449a40cd.jpg
-
@ 7d4a4e87:c853bba8
2025-04-28 06:43:39
New OP_RETURN
to:BTCB:0x354385381346a19dA375323313ad254Cb945dF5C
https://mempool.space/tx/f8f5f7afc574001835fc473f7fcfa06ce13c1617fc6a8c4075c3b25f988b3402
-
@ 81bbb510:468799a6
2025-04-28 06:43:34
早い時間で良かったわ10分待ちでおりかえし
-
@ ebb93aa6:7d9e5f6f
2025-04-28 06:43:30
Follow me -> nostr:npub1awun4fkz6pxhx6962thknzzt7mjh08t7gxqc0cenwx3qclv7tahsu98eq9 -> I♥️BIG⚡
-
@ 6bb0082d:0146ed0a
2025-04-28 06:43:29
GM! ☕ 😎
-
@ a4a6e5f4:8ebd01fd
2025-04-28 06:43:25
💟
-
@ 0463223a:3b14d673
2025-04-28 06:43:18
Gonna play some Hippity Hop and Bonk Wave this morning. 5pm start (8am utc)
https://stream.mxtthxw.art
#Music #Stream #OneCatAndHisClaws
-
@ 274fe9ae:565805d2
2025-04-28 06:43:16
Germany's Merck KGaA in $3.9 billion deal to acquire US biotech firm SpringWorks
https://www.investing.com/news/stock-market-news/germanys-merck-kgaa-in-39-billion-deal-to-acquire-us-biotech-firm-springworks-4006220
-
@ 7d4a4e87:c853bba8
2025-04-28 06:43:15
New OP_RETURN
dSX:to:BNB(BSC):0x9818c0c2Ae0Ea809FbE8D0a7872F6B5D1f5440ce
https://mempool.space/tx/6bd7f816e65f3b73b1b4b2958edb9913bf8294c5aa5055dd251e1d827cfa1d97
-
@ ebb93aa6:7d9e5f6f
2025-04-28 06:43:13
🚀 The key to being happy is knowing that you have the #power to choose what to accept and what to let go.
https://images2.imgbox.com/46/0e/wh6UeNmM_o.jpg
#ToshiPeaches 🍑
-
@ 43fabde6:9114c06a
2025-04-28 06:43:06
cashu sats aren't bitcoin.
L-BTC isn't bitcoin either.
nothing will ever enable custodial IOUs to be bitcoin. it's completely impossible.
the custodian will debase and censor the IOUs. it's not different this time. you can count on this happening like you can count on communism failing. every time you make excuses for stripping off bitcoin's security model and giving control to custodians, you are speedrunning what happened to precious metals. stop being cute about it.
-
@ 177bfd16:347a07e4
2025-04-28 06:43:06
Good morning , when you want something , all the universe conspires in helping you to achieve it
-
@ 274fe9ae:565805d2
2025-04-28 06:43:06
Germany’s Merck to buy SpringWorks for $3.9 bln
https://www.investing.com/news/stock-market-news/germanys-merck-to-buy-springworks-for-39-bln-4006221
-
@ c6716205:ecd92f88
2025-04-28 06:43:02
🔔 „Postavím jim pomník.“ Kim poprvé potvrdil, že KLDR poslala vojáky na pomoc Rusku:
Severní Korea dnes poprvé potvrdila, že vyslala své vojáky, aby bojovali na straně Ruska ve válce s Ukrajinou. Pchjongjang tvrdí, že tak významně přispěl k vyhnání ukrajinských vojsk z ruského území, píší agentury s odvoláním na severokorejská státní média. Korejským hrdinům bude v jejich vlasti postaven pomník, řekl podle agentury TASS severokorejský vůdce Kim Čong-un. Moskva uvedla, že ruská armáda vytlačila z Kurské oblasti všechny zbývající ukrajinské vojáky, kteří část tohoto ruského…
https://www.echo24.cz/a/HSKvX/zpravy-svet-severni-korea-vyslani-vojaku-na-pomoc-rusku
#CzechNews #News #Press #Media
-
@ 8a9c261a:d6466e18
2025-04-28 06:43:01
Moderna risks UK suspension over cash and toys offered to kids - media
A US pharmaceutical giant could face suspension in the UK for engaging in “unacceptable practices” https://www.rt.com/news/616409-moderna-under-fire-bribing-children/?utm_source=rss&utm_medium=rss&utm_campaign=RSS
https://mf.b37mrtl.ru/files/2025.04/thumbnail/680ef13b2030277871175f45.jpg
https://www.rt.com/news/616409-moderna-under-fire-bribing-children/?utm_source=rss&utm_medium=rss&utm_campaign=RSS
-
@ bde31e34:a2607925
2025-04-28 06:43:01
Moderna risks UK suspension over cash and toys offered to kids - media
A US pharmaceutical giant could face suspension in the UK for engaging in “unacceptable practices” https://www.rt.com/news/616409-moderna-under-fire-bribing-children/?utm_source=rss&utm_medium=rss&utm_campaign=RSS
https://mf.b37mrtl.ru/files/2025.04/thumbnail/680ef13b2030277871175f45.jpg
https://www.rt.com/news/616409-moderna-under-fire-bribing-children/?utm_source=rss&utm_medium=rss&utm_campaign=RSS
-
@ d1780af0:5839c95c
2025-04-28 06:43:00
Latest Space News: SpaceX launches 250th Starlink satellite mission, lands rocket at sea (photos)
Link: https://www.space.com/space-exploration/launches-spacecraft/spacex-launches-250th-starlink-satellite-mission-lands-rocket-at-sea-photos
Summary: SpaceX launched its 250th dedicated Starlink mission on Sunday night (April 27), sending 23 of the broadband satellites to low Earth orbit.
-
@ 274fe9ae:565805d2
2025-04-28 06:42:56
RBC initiates U.K. defense, security technology companies
https://www.investing.com/news/stock-market-news/rbc-initiates-uk-defense-security-technology-companies-4006233
-
@ 7d4a4e87:c853bba8
2025-04-28 06:42:52
New OP_RETURN
mHP:to:USDT(BSC):0xe576C2715c4b6EbD2518690b0839efAf282D65ee
https://mempool.space/tx/ff2f16b3802338b86af03dbf9f98994f02cf4d871e5498ea5afb4dc19cc2641d
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@ a96adcfb:504609e0
2025-04-28 06:42:48
Therapist in the Weights: Risks of Hyper-Introspection in Future AI Systems
Published on April 28, 2025 6:42 AM GMTEpistemic Status: Speculative, but grounded in current trends in interpretability and self-supervised learning. This was initially written as an outline at some point in 2024, but written/rewritten more fully in response to Anthropic’s announcement that it was pursuing this general direction. (Drafting was assisted by GPT4o, but the direction and rewriting to fix its misunderstandings are my own.)Background and Motivation - What is Hyper-Introspection?Most alignment conversations treat LLMs as black boxes that can be prompted, steered, or fine-tuned by external agents. But as alignment research increasingly focuses on interpretability, and is increasingly co-managed by the systems themselves, it seems that the safety plan isn’t just better outer control—but better inner transparency. That is, we imagine LLMs that can not only tell you when they’re uncertain or wrong, but accurately identify why are where they went wrong. That might include what prior associations led to the mistake, where in the weights the issue is, or what training data shaped the answers in a given direction.This post posits and explores this idea of hyper-introspection, which is that future models might develop or be given the capacity to explicitly inspect themselves, create some implicit clear self-model that is based on this information, detect and debug their own reasoning chains, and rather than the oft-noted concerns about designing their successor, will propose or implement self-modifications. This would be intended to allow error detection, causal traceability, and self-correction all bundled into a system that can self correct, notice when it is failing, and propose changes.But this isn’t just promising—it’s also incredibly risky. Giving models the tools to model and modify themselves could accelerate both prosaic near-term alignment, the focus on Anthropic's current interpretability research, and also deceptive longer-term misalignment. Our understanding of the systems is crude enough that we are unlikely to detect when systems are misaligned, or becoming misaligned, especially when they have a better understanding of themselves than the humans overseeing them. We don't have anything better than rough heuristics for when and why fine-tuning works, and we should expect that we won't have any better understanding when the model is being used for the analysis or for proposing changes.Why is this Different?Currently, LLMs can sometimes notice contradictions or errors via chain-of-thought prompting, or when asked to double check their work. But successful self-correction without pretty explicit prompting on the part of humans is not common, and is certainly not reliable. The models lack self-awareness to realize how to introspect, much less the ability to meaningfully access their own training history or weights, so they are not only a black box, but one they cannot even see. In some cases, researchers with access to the weights have tools that allow them to interpret the model’s actions, but the model itself does not use those tools. Similarly, researchers can access things like relative probabilities of tokens, but the model itself only “sees” the tokens which are realized.Current research on interpretability is essentially capabilities-focused, including work on detecting inconsistencies and hallucinations to improve the model’s performance. Interpretability tools can be used to that end, though I’m unsure how or whether this is done in practice for reasoning models, and in general the approach seems to be to use such tools only during training. However, even without interpretability tools, it seems that models have some degree of functional introspective ability. (For example, early testing showed that models seem to have a rudimentary and low-accuracy but predictive ability to estimate the temperature of a generated output.)I’m positing future work that enables what I will call Hyper-Introspection, a capability set encompassing at least tool usage to inspect its own weights and perform interpretability work on them, which is then used to diagnose and understand its behavior. This might be used for the detection of internal contradictions or failures, and tracing such issues or failures back to latent associations, subnetworks, or training examples. Essentially, this would look something like a combined debugger, therapist, and historian living inside the model.Analogy / Intuition Pump:I spent at least a decade absolutely certain that I hated mushrooms. At some point, I connected this in my mind to the story that I had heard countless times about how, when I was three, I ate a mushroom in the back yard, my sister ran and told my parents, and I had my stomach pumped. At some point, I realized my dislike of mushrooms presumably dated to that event, and actually tried some. In fact, I now really like mushrooms.More generally, a hyper-introspective human might notice some preference or trait that they don’t like, trace it back to childhood experiences, or books they read, or some other factor, and then actively reshape their mental model. Now imagine that—but as an internal loop running inside an LLM-based system.Defining Hyper-Introspection More PreciselyWhat I mean when I talk about "hyper-introspection" is models that can access, analyze, and explain their own internal workings with enough fidelity that they can trace behaviors to causes, and recommend changes, or more concerningly, intervene on their own weights.More precisely, hyper-introspection would include at least low level access, the capability to diagnose or research specific cases, and the ability to diagnose and propose changes.Low level access means that the model has and uses tools which can query its own internal state — not just outputs or token-level activations, but weights, attention patterns, activations, gradients. Diagnosing and research cases means that given a particular output, bias, or failure, the model can trace the origin using the low level tools. It would answer questions like "Which subnetworks or weight clusters most contributed to this mistaken conclusion?" or "Was this behavior more likely shaped by pre-training data, fine-tuning, or emergent optimization?" Diagnosis and proposing changes means that the model can propose causal stories about how these internals led to specific behavior - not in the current chain-of-thought post-hoc rationalization sense, but via mechanisms. And based on introspection, the model would suggest (or even implement) targeted changes. For example, removing harmful or spurious associations, adjusting internal weighting between conflicting concepts, or reweighting experts in the mixture of experts. To do this the model would address some amount of the embedded agency problem, most worryingly, to be used in reinforcement learning without clear segregation of goals. That is, it would create and update a working self-model of its own tendencies, failure modes, and likely causes for both, but update that self-model partly to pursue its goals.In other words, hyper-introspection is what you would get if you embedded an interpretability researcher, a debugger, and a slightly neurotic therapist inside the model, with real-time access to the model's own mind, but didn’t give it a way to protect its goals or define that goal clearly. This is a much more dangerous tool than simple confidence estimates or chain-of-thought prompting. It turns a passive black box into something more like an active epistemic agent — one that not only acts, but studies and edits itself.Of course, true hyper-introspection may require architectural changes, not just better prompting or training. But this is exactly the direction that Anthropic seems to be pursuing. Of course, it might not be possible to do, and requires substantial progress on interpretability, but that is what is being planned - alongside current work building the type of agentic system that could implement the types of work I’ve suggested.Given that, I don’t want to suggest more about how this could happen, or why it might be valuable for capabilities. Instead, I will note that there is a case which will likely be made that this capability would be accessible externally, so that hyper-introspection can radically improve oversight. This is deeply dangerous, and leads to almost exactly the same failure mode as OpenAI discusses when https://openai.com/index/chain-of-thought-monitoring/
https://www.lesswrong.com/posts/HHpiDAb3sHerkG93K/therapist-in-the-weights-risks-of-hyper-introspection-in
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@ 274fe9ae:565805d2
2025-04-28 06:42:46
Australia stocks higher at close of trade; S&P/ASX 200 up 0.36%
https://www.investing.com/news/stock-market-news/australia-stocks-higher-at-close-of-trade-spasx-200-up-036-4006234
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@ 7d4a4e87:c853bba8
2025-04-28 06:42:44
New OP_RETURN
=:ETH.ETH:0x7d83372cAf79dFAcFeab55854F0A10a2D9BA0180:703287/1/0:ti:70
https://mempool.space/tx/3f955d7f7c618285ff9e25a36626dc2575c7b33584616710cde202aabe110a95
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@ 7d4a4e87:c853bba8
2025-04-28 06:42:40
New OP_RETURN
=:l:LXgo3Frv7iA1KrviKDNfKBHoVqQVjeCEC4:0:-_/t:5/50
https://mempool.space/tx/8d3b7e24f532f3ebc4e50a83345cba9382a71e56af4e13a82dd618bf37260158
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@ 3fdf8b43:27eaaad8
2025-04-28 06:42:37
#Bitcoin Block Art by Blockstr!
Height: 894285
Weight: 3993620
https://thebitcoinblockclock.com/blockstr/00000000000000000001cb6cee87b8ac81034ec9300cce8a1d6350c2a7f85ea3.png
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@ db1d7dcc:f5a13c22
2025-04-28 06:42:37
GM
#Lavender
#Lavendel
#Bitcoin
#Freedom
#Nature
https://m.primal.net/QftP.jpg
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@ 274fe9ae:565805d2
2025-04-28 06:42:36
National Grid files three-year rate plan in New York
https://www.investing.com/news/stock-market-news/national-grid-files-threeyear-rate-plan-in-new-york-4006236
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@ 7d4a4e87:c853bba8
2025-04-28 06:42:35
New OP_RETURN
SATFLOW
https://mempool.space/tx/780ba1d39a2d6891c83bb95dafa43f0762ad14a46f0e41ea8a404767cc5396ed
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@ fdfefa96:3736b8f9
2025-04-28 06:42:30
👋 A new block was found on the #Bitcoin network. We're at block height 894285, current #bitcoin price is $94483.07 and there are 114284060190011 #sats left to mine.
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@ 7d4a4e87:c853bba8
2025-04-28 06:42:29
New OP_RETURN
WFE:to:USDT(TRON):TUvRxR3tZXndWPE8UJ8Wwn31xkzyzvRLeq
https://mempool.space/tx/97439eda63a6014f279c166cb1d5e07f165d55bb35f6889cb73d9ce85d2b4fac
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@ 36cb2574:4d3b2deb
2025-04-28 06:42:29
いまは ちぇーんの 894285ばんめ にいます
894285ばんめまで いきました
びっとこ
のんす : 1936893143
びっつ : 170248b6
なんいど: 123234387977050.9
ｔｘかず: 3621
さいず : 1615559
おもさ : 3993620
まーくる: 4494d2691977f2d03f84fae438664470221b1d737dc778d382f9c8bd492272d2
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@ 32e18276:5c68e245
2025-04-28 06:42:26
On our walk today Elliott was asking why things are priced the way they are. We went from supply/demand, scarcity, money printing, inflation + cantillon effects, all the way to marginal theory.
Marginalism blew his mind (how someone might pay $1000 for a bottle of water if they were in a desert).
Bitcoin maxi in the making 😅
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@ 59cb0748:9602464b
2025-04-28 06:42:18
下はどうにでもなる
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@ 9b840e12:7232e29b
2025-04-28 06:42:15
📊 BottleSkyの状況だよ。
🌊 ボトル：0通が漂流中、1373通が受け取られてる。
💬 返信：574通の返信が届いてるよ。
俺にDMをして見知らぬ人とやり取りしてみようぜ。
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@ 63fe6318:330504ed
2025-04-23 23:00:35
GM
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@ 97c05710:5d26b1a1
2025-04-28 06:42:14
Apple Watch 0
https://forums.macrumors.com/threads/apple-watch-0.2456067/
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@ 63fe6318:330504ed
2025-04-22 00:16:31
That was already the plan, didnt execute
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@ ebb93aa6:7d9e5f6f
2025-04-28 06:42:12
GM ☕︎
https://images2.imgbox.com/d3/ba/pQ4me5Nm_o.jpg
#ToshiPeaches 🍑
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@ f3328521:a00ee32a
2025-04-28 06:42:11
You should repost on Olas 😁
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@ 63fe6318:330504ed
2025-04-16 09:37:09
Shouldn't publishing any event count as activity
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@ 63fe6318:330504ed
2025-04-16 09:31:11
I don't change my follow list, does that mean im not active?
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@ 3b90a834:096a5679
2025-04-28 06:42:11
Focus your vision. Hold your #Bitcoin.
... http://res.cloudinary.com/df3bvpu0s/image/upload/v1745811754/xwsxk0ft1nod3czuiah3.jpg
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@ 63fe6318:330504ed
2025-04-15 13:33:19
El Nido
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@ 81bbb510:468799a6
2025-04-28 06:42:10
三宮から神戸で降りるつもりが明石まで来てしまいました戻ります。
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@ 5a54abdc:3c58d510
2025-04-28 06:42:09
Share ur Coke with ;-)
#acab #1312 https://image.nostr.build/b64ee9c27f0e0de4887dc0aa04fbe8b5a3a9c86d26ea0484617dfc6ccdfea6ea.jpg
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@ 63fe6318:330504ed
2025-04-15 13:21:55
You can just watch the sun set https://nostr.download/2d098f826f63b5a35301cdfc2c9641c48ba2ea3af0a3aa0d618c9df12ad23f7b.webp
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@ 177bfd16:347a07e4
2025-04-28 06:42:09
The secret of happiness is zapping someone
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@ 66fd9c5c:e91fcb58
2025-04-28 06:42:09
GM cognitronic ☕️ have a beautiful Monday 🤙🏼
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@ 63fe6318:330504ed
2025-04-15 03:42:40
GM https://nostr.download/cecd2070d6b6938fa000a9c8869a8aca208ee6c56b36785586b12c6a27a8dfa7.webp
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@ 59cb0748:9602464b
2025-04-28 06:42:08
上のカメラ用マウンターを数種類設計して試してみるか