firmware

Bring up the supported hardware and software stack one dependency at a time, then prove correctness and recovery at increasing scale.

Diagnose a multi-node regression by comparing host and GPU transfer paths, active registration mechanisms and the tested software stack.

Protect running work, validate a supported upgrade bundle, and expand through measured cohorts with a tested recovery path.

Collect stable device identities, versions and freshness, then compare them with approved configurations and retain the history for investigations.

Investigate a firmware-correlated regression with matched metrics, mapped paths and a controlled canary. Separate a configuration hypothesis from evidence that confirms it.