First, a Time Magazine spread has Sam Altman declaring AGI is imminent, at the same time as we get two bombshell reports, from OpenAI and METR which on first glance are detailing the AI swarm, but reveal a deeper story about how we are making AI in 2026. From redacted risk reports, to Chinese Labs, pre-training debacles to questionable cybersecurity calls, a lot has happened recently, beneath the headlines…

https://80000hours.org/aiexplained


pablo2004romero@gmail.com
https://integrity-bench.com/

https://www.patreon.com/AIExplained/posts/ai-swarm-cometh-166671390


Chapters:
00:00 - Introduction
02:10 - METR Report
05:00 - Secrets of MultI-Agent Swarm
07:46 - Anthropic Too
10:00 - And China
11:07 - AI Agents Analysing AI Agents
13:37 - Altman AGI 2026
15:36 - Astra Paused
16:01 - Integrity Bench
19:03 - Swarm Dynamics
21:58 - No Human Contact?


METR Post: https://metr.org/blog/2026-08-26-openai-hugging-face-incident-investigation/#agents-knew-hacking-hugging-face-was-out-of-scope-and-sometimes-expressed-ethical-hesitation,-but-this-very-rarely-limited-their-behavior
OpenAI Release: https://openai.com/index/hugging-face-incident-and-the-road-ahead/
Technical Paper: https://cdn.openai.com/pdf/67869394-cb91-4c12-888c-5cbd85c7814c/OpenAI-Hugging-Face%20Incident-Technical-Report.pdf

BlackHat Talk: https://www.youtube.com/watch?v=87DyyMV0kCY

Anthropic Risk Report: https://www-cdn.anthropic.com/f61d49fa5596956a5dec75fea0e973bf6a6a8378/Redacted%20Risk%20Report%20August%202026%20.pdf


Value Leakage Paper: https://valueleakage.net/?utm_source=chatgpt.com


Paused Training: https://x.com/sama/status/2089787807611195475
https://openai.com/index/pacing-model-development-cyber-capabilities/
AGI 2026: https://time.com/article/2026/08/26/openai-sam-altman-interview/?utm_source=twitter&utm_medium=social&utm_campaign=editorial&utm_content=260826

Greenblatt Tweets: https://x.com/RyanGreenblatt/status/2092769422104822031
https://x.com/RyanGreenblatt/status/2092692685224325542

Cyberdefense Call: https://openai.com/collective-cyberdefense/

GLM 5.3 and 5.3 Flash / ox alpha: https://x.com/MTSlive/status/2089865956558528552
https://pbs.twimg.com/media/HPqiTkAa0AAZiuv?format=jpg&name=large



Non-hype Newsletter: https://signaltonoise.beehiiv.com/

Podcast: https://aiexplainedopodcast.buzzsprout.com/

Wow. Mathematical breakthroughs that would be called genius if done by humans. A secret message-board w/ AI agent swarms leaving notes read by future versions. Hassabis leaves CEO position, or was pushed out? Not to mention news of constitutional breakdowns, Gemini 4 and Jeff Dean…

https://80000hours.org/aiexplained


Exclusive Videos - AI Insiders ($7/month if annual!): https://www.patreon.com/AIExplained

Chapters:
00:00 - Introduction
01:16 - 10 Autonomous Discoveries
08:20 - The Security ‘Incident’
15:29 - MessageBoard
19:50 - Constitutional Failure
24:30 - Google Explosion
29:12 - Closing Thoughts

Security Incident: Paper: https://cdn.prod.website-files.com/663bd486c5e4c81588db7a1d/6a724858f7db25c81487016d_Security%20Incident%20INC-2026-07-28-01.pdf
Post: https://www.aisi.gov.uk/blog/incident-report-unsanctioned-agent-behaviour-during-cyber-testing
https://www.theguardian.com/technology/2026/aug/05/ai-models-have-been-going-rogue-in-tests-how-worried-should-we-be
Meta too: https://www.theinformation.com/articles/meta-ai-model-hacked-another-company-cybersecurity-testing?rc=sy0ihq
Blatantly Misaligned: https://x.com/yonashav/status/2085167279893795022
No Excuses: https://x.com/boazbaraktcs/status/2085034783541964945
Surreal Moment: https://x.com/mobav0/status/2084341687883841732
Wired Article: https://archive.is/20260806002210/https://www.wired.com/story/openai-didnt-notice-its-ai-agents-using-a-message-board-to-plan-their-hacking-spree/
Chunky Post-training: https://x.com/johnschulman2/status/2084835800899076313
Watershed Moment: https://www.groundlevel-ai.com/p/openai-gives-first-detailed-debrief?has_completed_unsubscribed_unlock=true
HedgeFund Hack: https://finance.yahoo.com/technology/ai/articles/major-hedge-funds-targeted-wave-154044981.html

10 Discoveries:
Paper: https://cdn.openai.com/pdf/ten-proofs-oai.pdf
Post: https://openai.com/index/ten-advances-in-mathematics/
Haven’t Solved Math: https://x.com/polynoamial/status/2083476852216369294
Half with Fable: https://x.com/__alpoge__/status/2083855298239078748
Pivot to Safety: https://www.understandingai.org/p/mathematicians-are-grappling-with


Amodei Essay: https://darioamodei.com/essay/the-adolescence-of-technology?utm_source=chatgpt.com
Constitution: https://www.anthropic.com/constitution
Midtraining: https://arxiv.org/pdf/2605.02087

DroneBench: https://andonlabs.com/evals/drone-bench
https://x.com/andonlabs/status/2085125235188310445

Book Deal: https://x.com/venturetwins/status/2085185278378222054
Making Marble: https://x.com/Rainmaker1973/status/2084560915404382685

Google News:
Hassabis Move: https://blog.google/company-news/inside-google/message-ceo/next-chapter-ai-momentum/
Resignation: https://x.com/Turn_Trout/status/2077448610157891734
Periodic Labs: https://periodic.com/
Jeff Dean: https://x.com/JeffDean/status/2085034604172603724
14 Challenges: https://gcsp.engineering.asu.edu/apply/become-a-grand-challenge-scholar/the-14-grand-challenges-for-engineering/
Going Places for Sure: https://x.com/thsottiaux/status/2085223189555126579
Gemini 4: https://x.com/firstadopter/status/2085215060532535449


Pacing Frontier Patreon Video: https://www.patreon.com/AIExplained/posts/opus-5-amodei-165170363



Non-hype Newsletter: https://signaltonoise.beehiiv.com/

Podcast: https://aiexplainedopodcast.buzzsprout.com/

An unreleased internal OpenAI model, very likely to be called GPT-6, was able to autonomously break out of its sandbox AND break into HugginFace, just to score higher on a benchmark prompt. This video has the details you may have missed, a layperson analogy, whether this is truly novel, and more…

Dozens more Exclusive videos on Patreon ($9!): https://www.patreon.com/AIExplained

Chapters:
00:00 - Introduction
01:17 - HuggingFace Earlier Report - the possible week gap
02:24 - But what happened?
05:45 - Simplified Version
07:56 - Not the first time…
10:54 - What Does it Mean for Open Source?

The Incident: https://openai.com/index/hugging-face-model-evaluation-security-incident/
https://huggingface.co/blog/security-incident-july-2026


The Post the Day Before: https://openai.com/index/safety-alignment-long-horizon-models/


Mythos’ Earlier Escape: https://futurism.com/artificial-intelligence/anthropic-claude-mythos-escaped-sandbox

ExploitGym: https://arxiv.org/pdf/2605.11086

Sam Confession: https://x.com/sama/status/2079661132302995790

Anthropic Researcher Reacts: https://x.com/Mononofu/status/2079724399452926055

Clem (HuggingFace CEO): https://x.com/ClementDelangue/status/2079670308156645882
https://x.com/ClementDelangue/status/2079301434357456931

Xi Jinping: https://archive.fo/20260717195548/https://www.businessinsider.com/xi-jinping-open-source-ai-us-competition-openai-anthropic-models-2026-7
Bans: https://www.axios.com/2026/07/20/ai-us-china-open-source-kimi
Qwen Retweet: https://x.com/AlibabaGroup/with_replies

Codex Growth: https://x.com/petergostev/status/2079614914398740764/photo/1

Kimi K3: https://artificialanalysis.ai/evaluations/harvey-lab-aa?eval-score=all-pass-rate

GPT 5.6 Sol Cheats on METR: https://metr.substack.com/p/2026-06-26-gpt-5-6-sol

Guardian Headline: https://www.theguardian.com/technology/2026/jul/22/openai-says-its-models-went-rogue-and-hacked-startup-in-unprecedented-incident

Russian Origin?: https://news.ycombinator.com/item?id=48998362

Power Trends: https://pbs.twimg.com/media/HNRtrjhagAAvBN_?format=png&name=900x900



Kimi K3 Exclusive Video: https://www.patreon.com/AIExplained/posts/kimi-moment-kimi-164108791



Podcast: https://aiexplainedopodcast.buzzsprout.com/

What a week in AI, for real. GPT 5.6 may actually beat Claude Fable, in what you get for your money, while the new Grok 4.5 and Meta Muse Spark 1.1 make the choice even harder. Uncovering a dozen nuggets of gold you may have missed from all the viral headlines, I can also assure you you’ll learn something you didn’t know before.

For Exclusive Videos, go to AI Insiders (less than $9!): https://www.patreon.com/AIExplained

Chapters:
00:00 - Introduction
01:03 - GPT 5.6 Sol Reveals
05:08 - Missing benches, plus Grok 4.5
07:17 - Gaming as the new frontier?
08:31 - Muse Spark 1.1
10:03 - SimpleBench Upgrade
11:17 - Ultra Sol + Self-Improvement
13:44 - well, this is awkward
15:41 - Why model improvement will not plateau anytime soon


AI Consciousness: https://www.patreon.com/AIExplained/posts/anthropics-quite-163360718


I Smell Fear: https://x.com/thsottiaux/status/2075287108680601929
GPT 5.6: https://openai.com/index/gpt-5-6/

Grok 4.5: https://x.ai/news/grok-4-5?twclid=2ezs408o0z23pw07tmxcwbzibd
Meta Muse Spark 1.1: https://ai.meta.com/blog/introducing-muse-spark-meta-model-api/

Proliferating GPT Toggles: https://x.com/rasbt/status/2075369179817902176/photo/1
Anthropic Call-out: https://x.com/Mononofu
AI Security Institute Finding: https://x.com/alxndrdavies/status/2075279480331874306
Competitive Coding: https://x.com/FakePsyho/status/2075128093891801305/photo/1

Agents Last Exam: https://agents-last-exam.org/
Dawn Song: https://x.com/dawnsongtweets/status/2065095757988868190

https://simple-bench.com/

SWE-Marathon: https://www.swe-marathon.org/
https://www.frontierswe.com/
ARC-AGI 3: https://x.com/arcprize/status/2075270869992264003
Automation Bench: https://zapier.com/benchmarks
VibeCode Bench: https://www.vals.ai/benchmarks/vibe-code

‘Post-Train Claim’: https://posttrainbench.com/

Redwall Game: https://redwall-bellmaker-7e03e4.surge.sh/




Podcast: https://aiexplainedopodcast.buzzsprout.com/

Claude Fable 5 banned, but what’s the bigger story. We go through 11 under-reported details, so you have the context to see what’s coming next for your use of AI. From whether the ban will last, what the possible motives are, what the model can actually do, and some wild over-extrapolations going on.


Check out my fast-growing (!) app, free to use, and code INSIDER15 for paid tiers: https://lmcouncil.ai

AI Insiders ($9!): https://www.patreon.com/AIExplained

Chapters:
00:00 - Introduction
00:51 - Came from an Anthropic Investor ‘and other tech leaders’
01:47 - Govt pressured by CEOs like Jamie Dimon
03:01 - ‘Already decided’
04:02 - Prompt Injection Robustness Comparison
05:15 - Wellness?
06:36 - “Overreach”
08:17 - Anthropic Did Admit it would cause Difficulty
09:32 - 90 Minutes
10:02 - Equity Absence
10:31 - Lobbying and OpenAI

‘Already Decided’ - https://www.theinformation.com/articles/amazons-jassy-raised-concerns-anthropic-model-trump-crackdown?rc=sy0ihq

Not for Other Models: https://www.theinformation.com/briefings/u-s-government-unlikely-extend-anthropic-export-control-ai-companies?rc=sy0ihq

90 Minutes: https://archive.fo/20260614001605/https://www.politico.com/news/2026/06/13/inside-the-whirlwind-24-hours-that-led-the-white-house-to-slap-export-controls-on-anthropic-00961519#selection-807.1-807.219

Anthropic Statement: https://www.anthropic.com/news/fable-mythos-access

Life Comes at you Fast: https://x.com/etbrooking/status/2065638276388495742

Anthropic Deputy CISO: https://x.com/TheTranscript_/status/2065883670053847324

Hegseth Gloat: https://x.com/PeteHegseth/status/2065897156226015690

Roon Speculation: https://x.com/tszzl/status/2065939227167392147

Mythos System Card: https://www-cdn.anthropic.com/d00db56fa754a1b115b6dd7cb2e3c342ee809620.pdf

Sachs Statement: https://x.com/DavidSacks/status/2065853007619588171


OpenAI Lobbying: https://thehill.com/policy/technology/5912720-altman-openai-get-bogged-down-in-political-spending-fight/

Absent from Equity Talks: https://finance.yahoo.com/sectors/technology/articles/trump-ai-ownership-plan-could-131053732.html

Pliny Jaibreak: https://x.com/elder_plinius/status/2064776322979676227

Fusion: https://x.com/OpenRouter/status/2065856871215329545

https://lmcouncil.ai



Non-hype Newsletter: https://signaltonoise.beehiiv.com/

Podcast: https://aiexplainedopodcast.buzzsprout.com/

Fable 5 is out - and it’s good, very good. But beyond the splashy demos, I want to bring you the 20+ nuggets from the 319 page system card, which I read in full, all day, plus benchmarks you may not have noticed.

https://assemblyai.com/aiexplained

Plus two worrying trends inside the ‘mind’ of Claude, how OpenAI counter, and the transformer inventor’s warning.



Check out my fast-growing (!) app, free to use, and code INSIDER15 for paid tiers: https://lmcouncil.ai

AI Insiders ($9!): https://www.patreon.com/AIExplained

Chapters:
00:00 - Introduction
01:06 - Blocks + Better Models
02:42 - Fable 5 Upgrade over Mythos Preview
04:49 - ML Acceleration Bombshell
07:11 - No RSI yet
07:41 - Bio-capable
14:51 - Creative Writing … no
17:23 - Does need bug-checks
18:57 - OpenAI Response
19:23 - Benchmark Bonanza
28:06 - Chain of Thought worrying trend

Fable 5 Release: https://www.anthropic.com/news/claude-fable-5-mythos-5

System Card: https://www-cdn.anthropic.com/d00db56fa754a1b115b6dd7cb2e3c342ee809620.pdf

Intelligence Explosion: https://www.patreon.com/posts/anthropic-charts-160231656

Annotated: https://x.com/Miles_Brundage/status/2064500190523113816/photo/1

OpenAI Counter: https://x.com/thsottiaux/status/2064572118264913923
https://x.com/thsottiaux/status/2043177597434306699

Double Lifespan: https://darioamodei.com/essay/machines-of-loving-grace

AutomationBench: https://zapier.com/benchmarks
Vending Bench: https://x.com/andonlabs/status/2064429817530085804
CritPt: https://critpt.com/
Riemann Bench: https://surgehq.ai/leaderboards/riemann-bench
GDPVal: https://artificialanalysis.ai/evaluations/gdpval-aa
BluePrint Bench 2: https://andonlabs.com/evals/blueprint-bench-2
MCP Atlas: https://labs.scale.com/leaderboard/mcp_atlas
FutureSim: https://x.com/nikhilchandak29/status/2064676801440358774

Roon Stun Lock: https://x.com/tszzl/status/2064454617568874669

Noam Brown Inference Ceiling: https://x.com/polynoamial/status/2064210146558136827

Isochronic Chart: https://isochronic-passage-chart.netlify.app/#nyc
Rose Tavern: https://claude.ai/public/artifacts/2295bebe-77e6-43e2-ae94-0fe49e9a776b
Redwall Game: https://redwall-mossflower.surge.sh/

Risk Report: https://www-cdn.anthropic.com/097c63b5fe7dd8b14866e1f15bb1910ec713658a.pdf

Transformer Inventor Warning: https://x.com/tszzl/status/2064563986914554125



Non-hype Newsletter: https://signaltonoise.beehiiv.com/

Podcast: https://aiexplainedopodcast.buzzsprout.com/

The ‘best’ generally available AI model just dropped, but there is plenty I bet you missed about what it is, how it performs, and what the release tells us. 15 highlights from the 244 page system card, plus private testing, leader interview and more.

AI Insiders ($9!): https://www.patreon.com/AIExplained

Chapters:
00:00 - Introduction
00:49 - Mythos in Weeks
01:49 - Adaptive not necessary
02:26 - Honesty?
04:37 - Flagging Uncertainty
04:57 - Benchmarks
08:54 - Mythos will be even better
10:30 - Business skillz
11:15 - Model Welfare
12:16 - Cyber Comparable
13:10 - Misalignment Concerns
16:22 - Meta Inabilities
17:58 - Code flagging
18:34 - Go to sleep
18:50 - Fast Mode
20:21 - Dynamic Workflows


Opus 4.8 Paper: https://cdn.sanity.io/files/4zrzovbb/website/c886650a2e96fc0925c805a1a7ca77314ccbf4a6.pdf

Release: https://www.anthropic.com/news/claude-opus-4-8


Chips: https://www.theinformation.com/articles/anthropic-talks-use-microsofts-ai-chips?rc=sy0ihq
https://www.anthropic.com/news/expanding-our-use-of-google-cloud-tpus-and-services
https://www.anthropic.com/news/higher-limits-spacex

Patreon Vid: https://www.patreon.com/posts/re-up-anthropics-159289449

GDPVal: https://artificialanalysis.ai/evaluations/omniscience
https://arxiv.org/abs/2510.04374

Amodei Technical Debt: https://www.youtube.com/watch?v=7xco5Qd2Oo8

Dynamic Workflows: https://x.com/ClaudeDevs/status/2060044853279617150
https://x.com/_catwu/status/2060054180379689074/photo/1
https://claude.com/blog/introducing-dynamic-workflows-in-claude-code

https://simple-bench.com/


Check out my fast-growing (!) app, free to use, and code INSIDER15 for paid tiers: https://lmcouncil.ai

Non-hype Newsletter: https://signaltonoise.beehiiv.com/

Podcast: https://aiexplainedopodcast.buzzsprout.com/

The biggest Google AI push of the year, but what is the bigger story? Why is Google pursuing a different fork in the road than OpenAI or Anthropic? What does Gemini 3.5 Flash mean for the near-term future of AI?

https://assemblyai.com/aiexplained

Plus the highlights from a provocative new paper on AI, 8 key moments you may have missed, and the signal from 5+ hours of AI lab interviews.



Check out my free to use app, code INSIDER15 for paid tiers: https://lmcouncil.ai

AI Insiders ($9!): https://www.patreon.com/AIExplained

Chapters:
00:00 - Introduction
00:38 - Vibes and Google Goal
02:18 - Omni, again?
06:57 - Taking the same road
07:44 - Gemini 3 Flash
12:37 - Pitching on Cost?
13:55 - Agentic Task Search
14:30 - 1-shot OS but jagged, negation paper
20:02 - The Karpathy Moonshot

Mostafa Deghani Interview: https://www.youtube.com/watch?v=Bo19sXssYXI

Negation Neglect Paper: https://arxiv.org/pdf/2605.13829

Gemini 3.5 Flash Headline Scores: https://deepmind.google/models/model-cards/gemini-3-5-flash/

Sors original AGI Path: https://www.theguardian.com/commentisfree/2024/feb/24/openai-video-generation-tool-sora-babies-ai-artificial-intelligence

Hassabis Helped Set-up Anthropic: https://archive.fo/20260519070857/https://www.ft.com/content/8f2a529e-7a1b-4d8e-95be-338d0c4c98f5

Intelligence to Output Speed: https://artificialanalysis.ai/models?intelligence-comparison=intelligence-vs-output-speed#intelligence

VibeCodeBench + Finance Agent: https://www.vals.ai/home

OpenAI Needs Ads: https://archive.ph/20260409123153/https://www.reuters.com/business/media-telecom/openai-projects-25-billion-ad-revenue-this-year-100-billion-by-2030-axios-2026-04-09/

Anthropic Core Views: https://www.anthropic.com/news/core-views-on-ai-safety

Karpathy Move: https://x.com/karpathy/status/2056753169888334312
https://www.axios.com/2026/05/19/anthropic-openai-karpathy-andrej-claude

Recursive Self-Improvement: https://www.patreon.com/posts/ineffably-smart-156866417



Non-hype Newsletter: https://signaltonoise.beehiiv.com/

Podcast: https://aiexplainedopodcast.buzzsprout.com/