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OpenAI Says ChatGPT Search Is Now 20% of Google's Volume
OpenAI puts ChatGPT search volume at 20 percent of Google's. The definition is OpenAI's own and the Google figure went unsourced at the event.

Anthropic's New S-1 Filing: Compute Took 58% of Revenue
Anthropic's updated S-1 shows compute at 58% of revenue, up from 48%, with revenue per compute dollar falling from just over 2x to 1.72x on a $10B bill.

Agents Overreach on One Task in Five, a Benchmark Finds
AuthorizationBench scored 6,864 agent trajectories: 19.2% took an unauthorized action, and completing the task predicted nothing about staying in bounds.

Claude Message Threads Beta Cuts Request Size, Not Your Bill
Message Threads is in public beta on the Claude Messages API. Anthropic reports 35% lower time to first token — token charges stay unchanged.

Laya-MLX Claims 7-14ms Typed Decisions on Apple Silicon
A new MLX runtime says typed decision models route agent queries in 7-14 ms on an M3 Max. Every number is the author's, with no independent test yet.

Agents Score 12% on GDPx: Which Model Should You Pick?
SemiAnalysis's GDPx gives the best agent 12.0% on 206 real work tasks. The leaderboard is spiky, Carbon is far cheaper per point, and 98% broke rules.

DeepSeek Super-Agent vs Claude Code: What Actually Differs
DeepSeek ships an MIT-licensed, always-on coding agent built on Router, Workers and a Watchdog. Here is how it differs from Claude Code in practice.

AWS AgentCore CLI 1.0 Is GA: What Changed, What Breaks
AWS shipped AgentCore CLI 1.0 on 28 October. Five commands take a TypeScript agent to Bedrock, but 0.x projects need migrating and the docs still lag.

LiteLLM 1.107.0 Attack: 49,000 Downloads, What to Check
A poisoned LiteLLM release ran on install, not on import, and stole every cloud and provider key it could reach. Here is the self-check and the fix.

Agent Code Search Tested: ripgrep vs Serena vs claude-context
One Flask checkout, four tools, setup from zero to 21 minutes. Grep tied a semantic index at 92% — and the benchmarks come from a tool author.

One robots.txt Token Now Covers AI Training Opt-Outs
Google, Microsoft, OpenAI and Anthropic backed a single robots.txt policy token on October 30. How it works, who ships when, and what not to delete.

Malicious Claude Code Extension Reached 5,000 Cursor Users
A tampered Claude Code extension sat in Cursor's marketplace for 11 hours on October 29, targeting up to 5,000 developer machines. What to check now.

Claude Code 2.1.316: Two Cost Knobs and a Nov 30 Deadline
New env vars set subagent effort and kill the ultrathink keyword. Opus 4.8 fast mode is removed November 30 and returns errors, with no fallback.



