Adding a bounded AI worker looks like a subprocess feature. It rarely is. The real work is integrating package identity, lifecycle admission, host authority, provider capability enforcement, process supervision, payload storage, and empirical CLI behaviour — without turning the worker layer into a s...

A control that has only ever returned green has not yet proven it can catch what it claims to catch. Passing results are necessary. They are not sufficient. The missing half is executable negative evidence: a mechanism that fails against the real unfixed baseline, runs on the content you claim to ha...

Restoring a clean high-severity dependency gate sounds like a package upgrade. Often the code change is tiny—a lockfile override, a regenerated lock, two files touched. The hard part is proving you fixed the right thing without weakening CI policy, broadening scope, or writing acceptance criteria fo...

After two structural fixes had landed, the honest answer to "is this fast enough now?" was still: we don't actually know. The fixes looked right. Nothing obviously misbehaved. But "it feels better" is a feeling, not a finding. The next piece of work wasn't another fix — it was figuring out whether a...