The Weekly AI Recap

This week in AI: Gemini 4 Carbon takes the top spot

November 1, 2026 · 4 min read

Good morning,

Google's new model took first place on a tougher leaderboard, two AI labs say their models disproved a pillar of computer science, and Anthropic opened its books for an IPO.

Gemini 4 Carbon takes first place, but you can't use it yet

The Gemini sparkle crowns the tallest of three towers on a sunny day, while the gate at its base is only open a crack, with a lime key in the lock.

Google announced Gemini 4 Carbon on Wednesday, two weeks after Argon opened to the public. It scores 59 on the new Artificial Analysis Index v5, one point ahead of Claude Opus 5.5.

  • Access: only selected cyber defenders for now. Google says developers and consumers get it "as soon as possible."
  • Price when it opens: $2 input and $10 output per million tokens, rising to $4 and $20 after an introductory period.

The model you can use today is OpenAI's GPT-6.1 Terra, out Monday. It costs $1 input and $5 output, half of GPT-6.1 Sol, and is in ChatGPT Work and Codex for Plus, Pro, Enterprise and Edu users. Artificial Analysis measured it as the cheapest of its top 10 models per completed task.

Early reports on Hacker News and Reddit praise its speed but say it quits long tasks early. One bug-fixing test found it strong only at maximum effort.

Use Terra for high-volume work like forms, documents and screenshots. Keep Sol or Opus for hard coding.

OpenAI and Anthropic say AI disproved a 27-year-old computing rule

A large hedge maze seen from above, with the OpenAI and Claude marks at its entrance and a dotted lime shortcut cutting straight to the center, under a magnifying lens checking the route.

The Exponential Time Hypothesis says some logic puzzles can't be solved much faster than trying every answer. Hundreds of research papers assume it is true.

On Monday, OpenAI said an internal model proved it false. Hours later, Anthropic posted its own proof, found by an internal Claude model with no human input.

Both proofs come with Lean files, a program that checks every step of the math. An independent replay confirmed both files pass.

What this was not:

  • Not a practical speedup. Anthropic says its method is unlikely to beat brute force on any problem with fewer than about 10 million variables.
  • Not settled. Lean checks the proof, not whether the formal statement matches the claim. Russell Impagliazzo, who proposed the hypothesis, told Science it is "not 100% certain."

OpenAI also released claimed results on the Kakeya conjecture and part of a Millennium Prize problem, the physics one still held back by expert reviewers.

Nothing changes in your software. What changed is that frontier labs now produce research faster than experts can check it.

Anthropic files for an IPO and shows its numbers

A classical stone building with the Claude mark above its entrance swings its big doors open to a warm interior, while an acid-lime bell hangs ready on the roof, not yet rung.

Anthropic filed to list on Nasdaq under the ticker ANT. Share count and price are not set.

The S-1 filing is the first full look at an AI lab's finances:

  • Revenue: $16.3 billion in the first half of 2026, up from $1.2 billion a year earlier.
  • Operations: a $693 million operating loss, close to break-even.
  • Net loss: $80.7 billion, mostly a $72 billion paper charge from revaluing convertible notes.

Growth is slowing. Quarterly revenue rose about 144% in the second quarter but roughly 47% in the third, CNBC reports.

About 80% of revenue comes from usage-based fees rather than subscriptions. Anthropic's growth depends on you running more tasks, so expect it to keep cutting cost per task. It says Opus 5.5 already cut it by about 40% versus Opus 5.

Quick hits 🗞️

  • A tampered Claude Code extension tried to backdoor up to 5,000 developers. It sat in Cursor's marketplace for about 11 hours on Thursday. If you installed version 2.1.312 or 2.1.313 there, run Cursor's check script and rotate your keys. Source

  • Paid AI plans got more room. OpenAI doubled Work and Codex usage on Pro 100 and Pro 500 and cancelled a planned Pro 200 cut. From December, ChatGPT and Codex will share one token-based allowance on Plus, Pro and Business. Anthropic renamed Max 20x to Ultra, with no five-hour limit for verified accounts. Source

  • Mistral released Large 4 as open weights. The trillion-parameter French model is free to use and modify, but companies selling it as a hosted API need a separate license. Source

  • A free AI model hacked Firefox using fixes not yet shipped. Epoch AI says Z.ai's GLM 5.3 built file-stealing attacks on six releases for about $1,000 each. Update to Firefox 159. Source

  • One robots.txt line may soon block AI training everywhere. OpenAI, Google, Microsoft and Anthropic back a shared opt-out signal. Anthropic already honors it; Google and Microsoft plan support next year. Source

Model leaderboard 🏆

Via Artificial Analysis, which tests models independently.

  • Smartest:
    • Gemini 4 Carbon (59), cyber defenders only for now
    • Claude Opus 5.5 (58)
    • GPT-6 Astra (57)
  • Best value: GPT-6.1 Terra (51) at about $2 per million tokens, the cheapest top-10 model per task.
  • Best open-weights: DeepSeek V4.1 Flash 1017 and Z.ai's GLM-5.3 (32, tied), free to download.
  • Moved this week: Artificial Analysis switched to a harder Index v5, so scores don't compare with last week's. Carbon entered at #1 and GPT-6 Astra rose to #3.

See you next week!

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