LiveOps RL Decision Agent Operations Console

Operations console with health checks, runtime mode, manual recommendation tools, single-agent policy trace cards, OPE, audits, logs, 7-day progress, and Q&A.
FastAPI | One RL Decision Agent | Tabular Q-learning | Red safety/risk gate | Deterministic fallback | Optional BigQuery/Gemini | explanation console
Back to arena simulatorAPI docs
Runtime modeloading
Projectnot configured
BigQuery datasetnot configured
BigQuerydisabled
Explanation modenot configured
Policy loadedloading
Data sourcerepo
Offline episodesrepo_csv

Start here

Pick a scenario, then press play. The app runs one RL Decision Agent path: state intake, Q-policy scoring, red safety/risk gate, simulation replay, OPE evidence, rollout check, and explanation.

Runtime mode

Deterministic fallback uses bundled repo files. Cloud auto can use BigQuery/Gemini only when explicitly configured.
1Serve policy action
2Replay 7-day progress cards
3Show OPE and audit evidence
Manual tools

Focused checks

Use these when you want one specific result.

Cloud/GCP

Recommendation scenarios

Custom player state

Results

No request yet
Choose a scenario on the left, then press Play Experiment. The console will show the single RL Decision Agent path, red safety gate, day-by-day progress cards, OPE, and audit evidence. Manual tools are available below the play controls.
Player state
Served policy action
Simulation replay
OPE evidence
Audit decision

RL Agent Q&A / Explanation Console

Ask follow-up questions about what the RL Decision Agent served, what the red safety/risk gate blocked, which policy rule applied, metrics, and rollout evidence. This console explains results only; it does not choose actions.

Explanation: checking
RL explanation console ready.

Raw JSON

{}