Human Approval

projects

A WebMCP incident-response control room where a human and an AI agent share evidence, approval state, and an audit log.

projects

A local-first weekly planner with a human-approved AI assistant, bounded proposals, deterministic evaluations, and user-supplied model credentials.

writing

Agent-friendly interfaces should expose structured operations without taking the human operator out of the loop.