Gemini 4 Carbon, GPT-6.1 Terra, Anthropic's S-1 Filing and More

Google releases Gemini 4 Carbon
- Announced October 28 as Google's next frontier model, two weeks after Gemini 4 Argon.
- It focuses on cybersecurity and long-running coding and agent work. Google reports 88.2% on SEC-bench Pro and 71.0% on CWE-bench.
- Google says it makes about half as many unsupported claims as Argon, and checks sources and flags discrepancies before acting (internal testing).
- Pricing matches Argon at $2 input / $10 output per million tokens. Access goes first to a subset of cyber defenders.
Google blog: Introducing Gemini 4 Carbon
OpenAI launches GPT-6.1 Terra
- A mid-sized model released October 26, built for computer use: it understands what is on screen and takes actions across apps.
- API pricing is $1 input / $5 output per million tokens, half the price of the previous Terra and GPT-6.1 Sol.
- Available in ChatGPT (Plus, Pro, Enterprise, Edu) and Codex, and in the API as
gpt-6.1-terra. - OpenAI reports 50.3% on Terminal-Bench 4.0 (its own evaluation). For hard programming and deep research it still recommends its larger models.
OpenAI announcement: GPT-6.1 Terra
Anthropic files its S-1
- Anthropic, the maker of Claude, publicly filed its S-1 registration statement with the U.S. SEC on October 26. It plans to list on the Nasdaq under the ticker "ANT".
- The number of shares and the price range have not been set yet.
- The amendment filed November 2 was reported to show about $33.2 billion in revenue for the nine months through September.
Anthropic announcement · S-1 filing on SEC EDGAR
Google's AI and Search policy for schools
- Google said schools that turn off its AI tools might also lose access to Google Search, describing search and AI as deeply integrated.
- After pushback, it softened the rule so Search can be enabled on its own.
CNN: Google's AI and Search policy for schools
Liquid AI releases LFM3
- Released October 27: six open-weight models of about 2B parameters (text, vision, audio, omni and more), all branched from one backbone.
- They are small enough to run on phones and PCs without an internet connection, and the text model handles a 256K context.
- Liquid also published notebooks for fine-tuning on a single GPU.
Subvocal opens preorders for silent-speech glasses
- A Y Combinator startup making glasses that read the movement of your mouth and jaw as you speak silently, and turn it into text.
- US preorders opened October 30 ($499 early bird), with shipping planned for Q1 2027.
- The company claims over 200 words per minute, measured on its own prototypes with no independent testing yet.
Subvocal glasses: price and what is proven
Vercel Labs releases agent-desktop
- An open-source command-line tool (Apache-2.0) that lets AI agents control desktop apps directly.
- Instead of reading screenshots, it reads and operates buttons and menus through the operating system's accessibility tree, which is faster and more precise. It supports macOS, Windows and Linux.
- It ships no model of its own; you pair it with a coding agent such as Claude Code or Codex.
Binance hit by a ~$6.3 billion hack
- On October 29, about $6.3 billion in assets left Binance hot wallets. Binance blamed the North Korean group TraderTraitor; North Korea denied it.
- The attackers posed as recruiters and ran fake interviews. An engineer ran malicious code handed over as a test task, which opened the way into internal systems.
- Withdrawals resumed November 1, and Binance said it covered the losses from its own funds so users were not affected.
CNN: Binance withdrawals resume · Fortune: the fake interview tactic · Chainalysis analysis
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