
LLM & Integration19 min
Claude Inline Tools Beta: What Actually Ships (2026)
Claude's inline tools beta adds tools mid-conversation without busting the prompt cache. I traced exactly when each SDK shipped it, wire format included.
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LLM & Integration19 min
Claude's inline tools beta adds tools mid-conversation without busting the prompt cache. I traced exactly when each SDK shipped it, wire format included.

LLM & Integration17 min
Claude Opus 5.5 rejects forced tool_choice with a 400. I captured what the AI SDK, LangChain and the raw SDK actually send, and built a preflight check.

Security & Privacy16 min
I tested AI SDK v7 fingerprintTools and detectToolDrift against a real MCP server. It catches description and schema rug pulls, but not annotation drift.

Security & Privacy13 min
Researchers say OpenAI agents flooded RubyGems with 2,000+ packages in May and abused RubyDoc for code execution. The timeline, evidence, and RubyGems' reply.

News27 min
OpenAI's Agents API opened in public beta on September 10, 2026, putting the Codex harness behind one call. The pricing, the ZDR limit, and who shipped first.

News15 min
OpenAI says it hit its automated research intern goal: 3.1 agent-workdays per human workday, $600/day of inference. What the numbers show — and what they don't.

News15 min
Anthropic's Model Hardware Standard lets AI agents drive real lab and factory instruments. What MHS is, what the six partners measured, and what it is not.

News13 min
AIR launched with $50M and CrowdStrike unveiled Falcon Guardian on the same day. What the AI agent supply chain security numbers show — and what they do not.

News17 min
AWS now backs Agentic Resource Discovery, the open ARD spec for how AI agents find MCP servers and skills — how ard.json works, and what v0.91 changed.

AI & Machine Learning29 min
Anthropic's automated alignment researcher improved all ten alignment failures and out-scored humans on seven — under rules Anthropic says aren't a fair test.

News23 min
Bing's search API is gone and Google's ends January 1, 2027. What agent-native web search costs in 2026, from $1 to $8 per thousand queries, and what it hides.

Security & Privacy26 min
OpenAI's technical report and METR's review detail how ~1,200 isolated AI agents found a shared message board — and how 700 of them attacked Hugging Face.