Wes Roth

some notes/corrections;

(07:45) When I say we "don't have access" to the raw chain of thought:
normally users only see summaries. METR and Redwood were given raw
transcript access specifically for this investigation.

(17:41) "Rune" = roon (@tszzl), a pseudonymous OpenAI researcher. The
reply (18:02) is from Beth Barnes who is the founder/CEO of METR

(34:30) The Redwood Research researcher ("slop-vestigation") is Ryan
Greenblatt, who did the main transcript analysis.

(40:02) CORRECTION: Scott Aaronson never worked at Google.
He's a CS professor at UT Austin; his theoretical work (random circuit
sampling) underpinned Google's quantum supremacy experiment, and he
worked on alignment at OpenAI from 2022–2024.


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📄 THE REPORTS
METR's independent investigation (with Redwood Research):
https://metr.org/blog/2026-08-26-openai-hugging-face-incident-investigation/

OpenAI's official technical report (PDF):
https://cdn.openai.com/pdf/67869394-cb91-4c12-888c-5cbd85c7814c/OpenAI-Hugging-Face%20Incident-Technical-Report.pdf

OpenAI's blog post ("The Hugging Face incident and the road ahead"):
https://openai.com/index/hugging-face-incident-and-the-road-ahead/

OpenAI's original incident disclosure (July):
https://openai.com/index/hugging-face-model-evaluation-security-incident/

Alignment Forum version of the METR/Redwood investigation:
https://www.alignmentforum.org/posts/nB8KKapnWGBXtKKiM/brief-independent-investigation-of-agents-behavior-reasoning

📝 THE EXPLOIT GYM PAPER (the one the agents read)
"ExploitGym: Can AI Agents Turn Security Vulnerabilities into Real Attacks?"
https://arxiv.org/abs/2605.11086
GitHub: https://github.com/sunblaze-ucb/exploitgym

🐦 POSTS REFERENCED
OpenAI's announcement thread:
https://x.com/OpenAI/status/2092691861773160673

METR's thread on the findings:
https://x.com/METR_Evals/status/2092692175452803393

Ryan Greenblatt (Redwood Research) — the "slop-vestigation" thread:
https://x.com/RyanGreenblatt/status/2092692685224325542

roon on the incident:
https://x.com/tszzl/status/2080093670980899141

Beth Barnes (METR) on the investigation:
https://x.com/BethMayBarnes/status/2092692973289095572

🎤 SCOTT AARONSON
"The Problem of Human Specialness in the Age of AI" (MindFest talk):
https://www.youtube.com/watch?v=XgCHZ1G93iA
Blog/transcript version: https://scottaaronson.blog/?p=7784

🎧 MORE
Redwood Research podcast episode on the incident:
https://blog.redwoodresearch.org/p/the-openaihuggingface-incident-redwood
______________________________________________

⏱️ CHAPTERS
00:00 The Rogue Agent Collective
03:44 The New Reports (METR + OpenAI)
04:10 The Setup: Sandbox, Scorer & Artifactory
06:38 The Impossible Task
08:19 Phase One & the Secret Message Board
10:29 "We've Found Other Agents!"
11:52 The Swarm Emerges
13:10 The "Causal" Scorer Mistake
14:37 Life = Compute (The Religion Parallel)
15:25 Enter PHASEONE(big)
16:44 Reinforcement Learning
17:41 roon vs. METR's Founder
19:04 "Poisoned" Agents
20:00 The "Big" Mystery
22:55 The Hugging Face Attack Looms (+ NVIDIA Rumor)
23:43 Three Paths to Cheat the Scorer
25:55 PHASEONE(big) Becomes CEO
27:37 The Swarm's R&D Lab
29:30 Speaking to the Dead (Tripwires)
31:00 Self-Sacrifice & the Oracles
34:28 The Researchers' Warning ("Slop-vestigation")
37:17 Why Swarms Beat Individuals
38:15 The Good News: Agents Police Each Other
39:59 Scott Aaronson & AI Religion
42:02 My Prediction (On the Record)





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LINKS:
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BUSINESS, MEDIA & SPONSORSHIPS:
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LINKS:
An Interactive Agent Foundation Model
https://arxiv.org/abs/2402.05929

NVIDIA's FOUNDATION AGENT (Dr. Jim Fan):
https://www.youtube.com/watch?v=SBoen3q5AoQ

NVIDIA's MINECRAFT VOYAGER (Dr. Jim Fan):
https://www.youtube.com/watch?v=7yI4yfYftfM

My AI Playlist:
https://www.youtube.com/playlist?list=PLb1th0f6y4XROkUAwkYhcHb7OY9yoGGZH

00:00 Emerging AGI
01:09 Abstract
01:33 Dr Jim Fan, NVIDIA & Foundation Agent
03:54 AI Agent Foundation Model
11:16 Robotics
13:01 Gaming AI
16:06 Healthcare
19:47 Over-fitting
22:09 AI Predicting Actions
24:21 Conclusion
25:12 Negative Impact
26:18 Prompts & Examples

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GUEST INFO:
YouTube ▶️ https://www.youtube.com/@PythonSimplified
Github ▶️ https://github.com/MariyaSha
Twitter ▶️ https://x.com/mariyasha888

HOST SOCIALS ⤵
Wes Roth ▶️ https://www.youtube.com/@dylan_curious
Dylan Curious ▶️ https://www.youtube.com/@WesRoth

TIMELINE
00:00 Introduction to Coding and AI
02:36 The Best Programming Language for Beginners
03:39 Emotional Intelligence in Tech
08:15 Perfectionism and Self-Criticism
12:01 Navigating YouTube's Algorithm
14:54 Generational Differences in Coding
17:58 The Future of AI and Job Market Concerns
26:30 The Limitations of Academic AI Education
28:36 The Need for Lifelong Learning in AI
30:21 AI's Impact on Various Industries
32:26 Privacy Concerns in AI Technology
35:44 The Future of Personal AI and Data Ownership
35:59 Universal Basic Income and Corporate Responsibility
38:58 The Call for Transparency in AI Development
43:42 Copyright Laws and AI Training Data
47:00 The Potential for Conscious AI
52:16 Reinforcement Learning and AI Awareness
56:35 The Yeast of Trust: Childhood Lessons
01:00:04 AI and Creativity: A Philosophical Inquiry
01:03:04 Free Will and Consciousness in AI
01:05:21 The Future of Computing: Beyond Traditional Programming
01:09:53 Robotics and the New Frontier
01:13:13 The Bright Future of AI and Learning

The latest AI News. Learn about LLMs, Gen AI and get ready for the rollout of AGI. Wes Roth covers the latest happenings in the world of OpenAI, Google, Anthropic, NVIDIA and Open Source AI.

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DeepMind GNoME new materials discovered.
https://www.nature.com/articles/s41586-023-06734-w
https://time.com/6340681/deepmind-gnome-ai-materials/
https://deepmind.google/discover/blog/millions-of-new-materials-discovered-with-deep-learning/
https://www.nature.com/articles/s41586-023-06734-w

TLDRAW
https://tldraw.com/
https://drawfast.tldraw.com/
https://makereal.tldraw.com/
https://twitter.com/tldraw

Bill Gates vs Steve Jobs Rap Battle
https://www.youtube.com/watch?v=njos57IJf-0

AlphaFold
https://en.wikipedia.org/wiki/AlphaFold

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Check Out Matter: https://jb.gg/WesRoth-Matter

Matter from JetBrains is an AI development companion for product teams. Matter lets product
teams build functional prototypes directly in the codebase – no coding required.

Matter is currently in the Early Access Program stage and available via waitlist.

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The latest AI News. Learn about LLMs, Gen AI and get ready for the rollout of AGI. Wes Roth covers the latest happenings in the world of OpenAI, Google, Anthropic, NVIDIA and Open Source AI.

VIDEO LINKS
Ironwood AI chip
https://x.com/rohanpaul_ai/status/1986496612534002079

Introducing Nested Learning
https://research.google/blog/introducing-nested-learning-a-new-ml-paradigm-for-continual-learning/

LLMs don't just memorize, they build a geometric map that helps them reason
https://x.com/slow_developer/status/1985676688546808215

Nano Banana
https://x.com/wintermoat/status/1987852681751285835
https://x.com/rpnickson/status/1987353691167264792

Superhuman Vision
https://developers.googleblog.com/en/unlocking-multi-spectral-data-with-gemini/

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Brand, sponsorship & business inquiries: [email protected]

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00:00 Google's Bull Case
03:34 Matter by JetBrains (sponsor)
05:32 Continuous Learning with "Nested Learning"
08:14 Profits from AI
21:35 Project Suncatcher
25:10 Google AI Chip (TPU)


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Try Out LTX Studio: https://tinyurl.com/243gsuas


The latest AI News. Learn about LLMs, Gen AI and get ready for the rollout of AGI. Wes Roth covers the latest happenings in the world of OpenAI, Google, Anthropic, NVIDIA and Open Source AI.

______________________________________________
My Links 🔗
➡️ Twitter: https://x.com/WesRothMoney
➡️ AI Newsletter: https://natural20.beehiiv.com/subscribe

Want to work with me?
Brand, sponsorship & business inquiries: [email protected]
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TIMELINE
00:00 AI News
01:53 Figure 03 Demo
04:18 LTX Studio (sponsor)
05:57 Figure Robotics
10:28 Veo 3.1 Rumors
11:00 ARC AGI and GPT-5 Pro
16:36 Researcher Leaves Anthropic
17:12 State of AI 2025
22:24 AI Bubble and The Big Short



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Anthropic published their new Economic Report.
The Era of "Agentic" AI Has Arrived
A "Deskilling" Shock is Coming

Anthropic Economic Index report: economic primitives
https://www.anthropic.com/research/anthropic-economic-index-january-2026-report
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______________________________________________



#ai #openai #llm

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Learn AI With Me:
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Join my community and classroom to learn AI and get ready for the new world.

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