·4 min read
Multi-agent systems fail at the seams, not the model
The largest study of multi-agent failures found the model almost never causes them. The leverage is cheap plumbing at the seams.
- ·8 min read
An agent that watches your agent: a drift tripwire, not a security guard
Claude Code has an undocumented observer agent that watches a worker in real time. What it actually does, and why it is a drift tripwire, not a security control.
- ·3 min read
More AI agents won't validate your idea
The obvious fix for a flattering AI is more AI: spin up ten agents, have them debate, take the verdict. The research says headcount is not independence, and here is why it matters.