Add admin UI to tune the UCB formula live (c + reward range width). New /config/ucb GET+POST, bandit_config/ucb stored in Mongo + audited, applied to the live selector without redeploy; UCB Formula tab in admin. selection.py reads live params via get_ucb_params

Domain-scope trends/time-series + per-domain Strategy Performance panel

Record unmapped-intent suggestions + surface backlog in Admin

Remove Signals tab + signal correlation matrix (UI + code)

Remove admin-token gate — UI never prompts for a token

Add admin-token auth, security/streaming tests, DB design doc

Add RAG quality dashboard — find which topics our knowledge base is failing

Add customer_health: retention cohorts + NPS + engagement segments

Add instruction_quality dashboard — the missing signal consumer

Add signal correlation heatmap to analytics

Add three trend charts: platform activity, per-topic, per-user

Add Bandit State admin tab — per-user inspection of UCB cells + per-cell reset

Initial commit — APE Modulor for HF Spaces deploy