
AI & Machine Learning17 min
MCP Token Audience Check: expectedResource Tested (2026)
I tested the MCP TypeScript SDK's new expectedResource option for token audience validation. It is off by default and Express adapter 2.0.1 ignores it (2026).
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AI & Machine Learning17 min
I tested the MCP TypeScript SDK's new expectedResource option for token audience validation. It is off by default and Express adapter 2.0.1 ignores it (2026).

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.

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.

AI & Machine Learning19 min
The MCP Tasks extension defines three methods for async tool calls, but the official SDK still ships an older shape. Here is a tested server that gets it right.

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.

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.

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.

AI & Machine Learning15 min
ThinkingBox is a new AI agent reliability benchmark: the best model scores 65.36% pass@1 but only 25.25% pass^20 across 507 stateful business agent tasks.

News13 min
A2A is joining the Agentic AI Foundation, announced August 17, 2026, placing agent-to-agent messaging beside MCP. What the consolidation means for agent teams.

AI & Machine Learning37 min
MCP server not showing up in Claude Desktop? Check the Connectors menu, the config's JSON, a full quit, mcp.log, and the file the app reads — in that order.
Tooling & Productivity14 min
Agent Plugins 1.0 packages Agent Skills and MCP servers into one portable folder that loads in nine AI clients. Vercel holds the spec's deciding vote.

Security & Privacy22 min
Claude inference hooks put an inline DLP verdict inside Anthropic's inference path. What the AI security server sees, and the gaps the beta still leaves.