After each run (daily/weekly), gemma4 reviews the day's borderline
titles from the candidate log. support/non_clinical proposals are
written to sites/role_terms.auto.yaml automatically; target proposals
stay report-only because they would loosen the role gate.
- plan: role_audit config (enabled/model/max_titles/write/apply_roles)
- engine: _run_role_audit hook after report delivery, fatal-free
(Ollama down or no candidates → silent skip), link in run output
- role_audit: stopword/short-term guard for auto-applied terms
- CLI/scheduler print the audit report link; --model defaults to config
I Luk Kim