#235 - Sonnet 4.6, Deep-thinking tokens, Anthropic vs Pentagon
Last Week in AI
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Attractor States in Bot-to-Bot Conversations
Hosts cover the Models Have Funny Attractor States post and implications for long-lived agent interactions.
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Transcript
Episode notes
Our 235th episode with a summary and discussion of last week's big AI news!
Recorded on 02/27/2026
Hosted by Andrey Kurenkov and Jeremie Harris
Feel free to email us your questions and feedback at andreyvkurenkov@gmail.com and/or hello@gladstone.ai
Read out our text newsletter and comment on the podcast at https://lastweekin.ai/
In this episode:
- Model and tool updates highlight Anthropic’s Sonnet 4.6 (1M context; strong ARC-AGI-2 results), Google’s Gemini 3.1 Pro (major ARC-AGI-2 jump and multimodal demos), xAI’s Grok 4.2 beta (multi-agent debate), plus Anthropic’s Claude Code “Remote Control” and Perplexity’s multi-agent “Computer” coordinator.
- Compute and business moves include Meta’s reported up-to-$100B AMD chip deal with warrant/equity incentives, MatX raising $500M to build specialized transformer chips shipping in 2027, World Labs raising $1B for world-model/3D environment tech, and a new startup raising $100M to simulate/predict human behavior.
- Infrastructure and geopolitics cover Stargate data-center delays amid OpenAI/Oracle/SoftBank control disputes and cash concerns, and China’s plan to scale 7nm/5nm wafer output despite yield and tooling constraints.
- Research and safety/policy discuss optimizer gains from masked updates, “deep thinking tokens” as a reasoning-effort signal, LLM attractor-state behaviors in bot-to-bot chats, mechanistic interpretability of counting/line-wrapping, methods to map task difficulty to human time horizons, plus Anthropic–Pentagon contract tensions, Anthropic’s report on distillation attacks (DeepSeek/Moonshot/Minimax), and OpenAI’s report on disrupting malicious use.
A thank you to our current sponsors:
- Box - visit Box.com/AI to learn more
- ODSC AI - go to odsc.ai/east and use promo code LWAI for an additional 15% off your pass to ODSC AI East 2026.
- Factor - head to factormeals.com/lwai50off and use code lwai50off to get 50 percent off and free breakfast for a year
Timestamps:
- (00:00:10) Intro / Banter
- (00:01:52) News Preview
- Tools & Apps
- (00:03:20) Anthropic releases Sonnet 4.6 | TechCrunch
- (00:11:24) Google Rolls Out Latest AI Model, Gemini 3.1 Pro - CNET
- (00:14:54) Elon Musk says Grok 4.20 public beta is now available: Capabilities of AI chatbot offered by xAI - The Times of India
- (00:18:06) Anthropic just released a mobile version of Claude Code called Remote Control | VentureBeat
- (00:21:01) Perplexity announces "Computer," an AI agent that assigns work to other AI agents - Ars Technica
- Applications & Business
- (00:23:40) Meta strikes up to $100B AMD chip deal as it chases 'personal superintelligence' | TechCrunch
- (00:27:05) Nvidia challenger AI chip startup MatX raised $500M | TechCrunch
- (00:31:00) World Labs lands $1B, with $200M from Autodesk, to bring world models into 3D workflows | TechCrunch
- (00:33:07) Simile Raises $100 Million for AI Aiming to Predict Human Behavior
- (00:33:52) Stargate AI data centers for OpenAI reportedly delayed by squabbles between partners — sources say OpenAI, Oracle, and SoftBank disagreed on who would have ultimate control of the planned data centers
- (00:36:43) China to increase leading-edge chip output by 5x in two years, report claims — aims to lift 7nm and 5nm production to 100,000 wafers per month, targeting half a million monthly by 2030
- Research & Advancements
- (00:40:33) On Surprising Effectiveness of Masking Updates in Adaptive Optimizers
- (00:48:03) Think Deep, Not Just Long: Measuring LLM Reasoning Effort via Deep-Thinking Tokens
- (00:54:52) models have some pretty funny attractor states
- (01:01:41) When Models Manipulate Manifolds: The Geometry of a Counting Task
- (01:05:16) BRIDGE: Predicting Human Task Completion Time From Model Performance
- (01:12:00) NESSiE: The Necessary Safety Benchmark -- Identifying Errors that should not Exist
- (01:13:15) The least understood driver of AI progress
- (01:21:45) The Persona Selection Model: Why AI Assistants might Behave like Humans
- Policy & Safety
- (01:25:04) Anthropic CEO Amodei says Pentagon's threats 'do not change our position' on AI
- (01:33:04) Musk's xAI, Pentagon reach deal to use Grok in classified systems
- (01:34:17) Detecting and preventing distillation attacks
- (01:38:36) OpenAI details expanding efforts to disrupt malicious use of AI in new report - SiliconANGLE
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