AI review loop
Added artifact-first review to reduce uncertainty in generated outputs.
Case notes
These notes describe recurring engineering shapes without identifying clients or systems.
Added artifact-first review to reduce uncertainty in generated outputs.
Converted undocumented restart paths into checks, logs and rollback commands.