First deployment

README.md

@@ -46,6 +46,20 @@ Exit codes:
 - `0`: Command completed successfully (including runs that store zero new rows)
 - `1`: Fatal command failure (for example missing API keys or unrecoverable runtime error)
 
+## Quality and Test Suite
+
+Run local quality gates:
+
+```bash
+pip install -e .[dev]
+pytest
+ruff check backend tests
+```
+
+CI quality gates are defined in `.github/workflows/quality-gates.yml`.
+
+Monitoring baseline, thresholds, and alert runbook are documented in `docs/quality-and-monitoring.md`.
+
 ## Admin Maintenance Commands
 
 ClawFort includes an admin command suite to simplify operational recovery and maintenance.