Add nine browser probes to endpoint-change checks, compare provider aliases side by side, and retain fingerprints as review evidence.

Adapt the loop of literature search, method and data proposals, training and testing, with monitoring before runs.

Put deterministic policy checks before Docker actions: require human approval for consequential steps and retain signed records for audit.

Move routing policy out of application code, then test cost, latency, privacy and locality signals against sampled production traffic.

Map programmable instruments to MHS and MCP-compatible harnesses, but evaluate safety controls before any real operational deployment.