Use this for the control-plane view of the experiment fleet.

Workflow

1. Load the local operator env:
   • . ~/.autolab/credentials
2. Sync the latest HF Jobs into Trackio:
   • uv run scripts/trackio_reporter.py sync --project autolab
3. Review the human-readable summary:
   • uv run scripts/trackio_reporter.py summary --max-jobs 25
4. Keep the live dashboard open when monitoring parallel runs:
   • uv run scripts/trackio_reporter.py dashboard --project autolab --mcp-server --no-footer
5. 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.