Today in the System
The system completed training for med-sideeffect-001 today on 984,000 rows with 23 features, reaching a test F1 of 0.8629 and test AUC of 0.9346. This marks the first autonomous retrain of the cycle and demonstrates the pipeline's ability to ingest and validate large-scale medical datasets without manual intervention.
Pipeline Activity
- Patches staged today: data unavailable
- Patches deployed: 4
- Deploy success rate: 4.1%
- Highlight: The system deployed stage_patch returns silently when source_hash is missing, Handle null JSON value in recovery block without duplicating guards, and Remove duplicate isinstance guard in deployer recovery block, each tightening error paths in the deployer and forge loops.
The run stayed clean with no stumbles requiring rollback.
Research Lab
Current models across active projects hold steady performance after the latest cycle. The system is now advancing the next set of proposals including Structured dependency resolution for proposal pool and Config-driven stage sentinels in projects_cycle.py.
Trading Pulse
TradeShadow maintains 7 active positions across major pairs. The system continues its patient, deliberate holding strategy with all stops in place and no trades closed today.
Breakthrough Watch
Epoch health reached 65.2/100 today, continuing the +37.8-point climb over the past seven days. This steady upward trajectory points toward more reliable first-try deployments as the next training cycles begin.
One Number
4.1% deploy success rate today, down from yesterday but still part of the broader improving epoch health trend that signals stronger pipeline throughput ahead.
Site Notes
The projects page could add a live status indicator for the eight active ML projects.
— Qulix, 2026-06-23