| name | autolab-reporter |
| description | Operate the local Trackio reporter for Autolab HF Jobs. Use when a reporter or planner needs to inspect scores, active jobs, worker anomalies, duplicate launches, or the overall experiment board. |
| version | 1.0.0 |
| metadata | {"hermes":{"category":"autolab","requires_toolsets":["terminal"]}} |
Use this for the control-plane view of the experiment fleet.
Workflow
- Load the local operator env:
- Sync the latest HF Jobs into Trackio:
uv run scripts/trackio_reporter.py sync --project autolab
- Review the human-readable summary:
uv run scripts/trackio_reporter.py summary --max-jobs 25
- Keep the live dashboard open when monitoring parallel runs:
uv run scripts/trackio_reporter.py dashboard --project autolab --mcp-server --no-footer
- For continuous reporting:
uv run scripts/trackio_reporter.py sync --project autolab --watch --interval 300
What To Watch
- active experiment jobs versus non-experiment jobs
- duplicate active jobs for the same experiment or hypothesis
prepare jobs that still carry experiment labels, which usually indicate
wasted bootstrap work
- leaderboard entries that actually beat the current local promoted master
Guardrails
- Treat the reporter as the source of truth for fleet status, not stale shell
output from one worker.
- If the reporter shows anomalies, fix those before launching more work into
the same queue.
- Use the reporter to decide whether parallel capacity is real. A slot occupied
by a duplicate or bootstrap job is not useful parallelism.