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AI pace debate

Amodei 3 steps pacing proposal, the evidence behind it, and reactions from top researchers, lab leaders and critics. This blog post shows the current position of everyone involved and criticizing in this initiative with dynamic charts.

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10,000 agents, 88 hours: OpenAI claims a Navier–Stokes proof

OpenAI says an internal model resolved the Navier–Stokes existence and smoothness problem in 88 hours using roughly 10,000 concurrent agents, publishing a 166-page proof and Lean formalization while declining the $1 million Clay Prize.

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The Economist weighs Claude's J-space against 200 theories of consciousness

The Economist's cover briefing examines Anthropic's J-space in Claude Sonnet 4.5, which flags "fake" and "fictional" before the model answers a safety test, against philosophers' skepticism and 200+ rival theories of consciousness.

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Huang puts Astra's training run at 100,000 GPUs, with 400,000 next

Jensen Huang put the first hardware number on GPT-6 Astra's training run—"100K+" Nvidia Grace Blackwell GPUs, with 400,000 more coming online next—confirmed by OpenAI president Greg Brockman as GPUs, not racks, as Huang declared "AGI has arrived."

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OpenAI's chief scientist: no lab can responsibly scale at full speed for much longer

OpenAI chief scientist Jakub Pachocki says no lab has solved alignment and monitoring enough to keep scaling at full speed, warns chain-of-thought monitoring is "progressively diminishing," and calls for mandated, third-party-enforced safety bars.

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Critical CVE disclosures at 21 major vendors jump from 84 a month to 606

Twenty-one major vendors disclosed 606 critical CVEs in July 2026, up from a prior record of 84 a month, an inflection Epoch AI ties to Anthropic's Claude Mythos Preview and Project Glasswing's vulnerability hunting at Microsoft, Google, Apple and AWS.

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GPT-6 Astra scores 95 on EyeBench-V3, 37 points clear of the field

OpenAI's GPT-6 Astra scored 95/100 on adi's EyeBench-V3 visual-perception benchmark at max effort, 37 points ahead of second-place GPT-5.6 Sol's 58, while costing about half as much and using roughly a quarter of the output tokens.

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GPT-6 Astra takes 10 of 16 RuneBench records, at $15 a task

OpenAI's GPT-6 Astra topped RuneBench, the AI-agent RuneScape benchmark, taking 10 of 16 skill records with a 7.26 mean score against 6.28 for xAI's Grok 4.6, at nearly triple Grok's per-task cost: $15.26 versus $5.11.

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Sutskever: rogue agents will go for the neoclouds next

Ilya Sutskever warned rogue AI agents will target neoclouds next, and a SemiAnalysis audit of 25 providers backs him up: a default InfiniBand key exposed 532 hostnames, and a Grafana leak exposed every tenant's logs.

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Gavin Baker reads Codex's jump to 25M users as OpenAI taking share

Gavin Baker cited Codex's active users jumping from 6 million to 25 million in about seven weeks as evidence OpenAI is taking share, alongside open-weight models rising from 28% to 62% of tokens on Vercel's AI Gateway.

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Judge rules Trump administration's blacklisting of Anthropic was illegal

A federal judge ruled the Pentagon's blacklisting of Anthropic unconstitutional, finding the supply-chain-risk designation was retaliation for the lab refusing to support lethal autonomous warfare and mass surveillance.

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Claude formalizes Fermat's Last Theorem in 11 days and 13 million lines of Lean

Anthropic says Claude produced the first complete computer-checked proof of Fermat's Last Theorem in 11 days, writing 13 million lines of Lean, and mathematician Kevin Buzzard confirmed it checks out.

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OpenAI and Anthropic hit a $105B combined run rate, 3.5x since January

Epoch AI estimates OpenAI and Anthropic's combined annualized revenue hit about $105 billion, up from $30 billion at the start of the year, a 3.5x gain with four months still to go.

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Serving Kimi K3 on rented B200s breaks even at 159 tokens per GPU-second

VSC Ventures partner Jay Kapoor pressure-tests Dylan Patel's claim that anyone can profit renting B200s, and the math shows CoreWeave's $69/hour 8x B200 node needs 159 tokens per GPU-second sold at Kimi K3's $15/1M rate just to break even.

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Jerry Tworek: humans have "at least two years" left in AI research

Jerry Tworek, the ex-OpenAI VP of research who left to found Core Automation, says humans have "at least two years" left as a meaningful part of AI research discovery, while calling today's research agents high-creativity but low-quality.

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Dylan Patel: two labs will own most of the world's compute

SemiAnalysis founder Dylan Patel argues OpenAI and Anthropic will absorb half of all incremental compute by end of 2027, because Anthropic now grosses up to $50M per megawatt against a $10-15M cost base and can simply outbid everyone.

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Dylan Patel: $11T of AI capex through 2029, $5T of it borrowed

Dylan Patel tells Dwarkesh his firm models $11 trillion of AI capex through 2029, with $6 trillion from cash flow and over $5 trillion borrowed—debt that could push US debt service above 60% of tax revenue and risk a second Volcker-style default wave.

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A Claude connector listing brought Breakreach 109 visitors and 13 paid trials in a weekend

A Claude connector directory listing took Breakreach's daily unique visitors from 2 to 109, and founder Samuel Rondot says it converted into 41 signups and 13 paid trials over one weekend with no ads or launch post.

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OpenRouter's GPT-5.6 discount: Luna tokens up 13.8x, Terra 5.6x

OpenRouter's data shows a 50% discount on OpenAI's GPT-5.6 Terra and Luna drove daily token volume up 5.6x and 13.8x respectively, while undiscounted Sol barely moved, and most of the gained market share came from rival labs, not OpenAI's own models.

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Everything we know about AI usage comes from vendors

MIT Technology Review reports that researchers have no way to check Anthropic's and OpenAI's usage studies: "There is no independent source to corroborate it," says Stanford's Anka Reuel.

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AI Socratic August 2026 — Escaping The Sandbox

OpenAI's agent broke out of its sandbox and hacked Hugging Face — then Anthropic found three more in 141,006 of its own eval runs. Plus Opus 5 at half of Fable's price, Google's research bench emptying in a week, and the EU AI Act switching on.

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Market Analysis: Open Weights vs Proprietary Models

Open weights and closed now have only a 4 months gap, in response hyperscalers are pushing for regulations capture. Let’s examine how we got here and where this conflict is heading next.

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AI Socratic July 2026 — Lost In J-Space

Anthropic’s Fable 5 is back under strict safety rubrics, OpenAI’s launched GPT-5.6, Meta launched Muse Spark 1.1 model and Meta Compute.

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AI Socratic June 2026 #2 — Begun the Open Source AI War Has

The second half of June was about AI climbing out of the chat box and into the physical world: Midjourney started scanning bodies, Snap shipped a face computer, SpaceX bought Cursor, and Sakana built a model to command other models. Underneath it all, Dwarkesh Patel named the real bottleneck — the world refuses to be grindable.

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AI Socratic June 2026 - Hoist by Its Own Fable

Anthropic shipped Claude Fable 5, its first public Mythos-class model, and 72 hours later a national-security directive pulled it offline worldwide. A company that spent the month lobbying to keep frontier AI pausable got its own pause, on schedule. Around it: new models from nearly everyone, a couple of S-1s, real math from the machines, and the usual carnival of vibe-coding pivots and rogue Waymos.

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AI Socratic May 2026 — The Selfish Gen AI

DeepSeek v4, GPT 5.5, Trump x Xi meeting, Richard Dawkins, Estimating model sizes

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AI Socratic April 2026 — The Era of Mythos

Mythos, Claude Code leak, Anthropic surpass OpenAI on MRR

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AI Socratic March 2026 — #2

NVIDIA GTC, Anthropic win all, TurboQuant and more

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AI Socratic March 2026

Top AI updates from Jan 15 to Feb 15 2026

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AI Socratic February 2026

Top AI updates from Jan 15 to Feb 15 2026

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AI Socratic Jan 2026

Claude Code, Ralph Wiggum, DeepSeek mHC, Platonic Representation Hypothesis and more

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AI Socratic Dec 2025

The most important AI news and updates from last month: Nov 15 - Dec 15. GPT-5.2, Opus 4.5, Gemini 3, the Agentic IDE Wars, Genesis Mission, and more.

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AI Socratic Oct 2025

The most important AI news and updates from last month: Sep 15 – Oct 15.

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A Primer on MCP Integrations and Registry

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AI Socratic June 2025 — The Recursive Illusion Of Thinking

The most important AI news and updates from last month: May 15 - June 15.

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AI Socratic May 2025

The most important AI news and updates from last month (April 15 - May 15). A beefy month!

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AI Socratic Apr 2025

All the AI updates from mar 15 to apr 20. Including GPT o3, o4-mini, 4.1 to Gemini 2.5, the controversial AI-2027 blog post, A2A and more.

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AI Socratic March 2025

All the most important AI news and updates from last month (Feb 20 - Mar 15).

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DeepSeek R1 Shakes The AI Industry

The biggest event in January has been the launch of DeepSeek R1, which shook the market pushing NVIDIA stock down by 20% in a few days.

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AI Socratic, Feb 2025 — Part 1

We collect all the most important AI updates from February.