One foundation. Five research phases.
Five completed phases, with scientific limits preserved. A stable research release with explicit data and model limitations.
- 01Complete
Data foundation
Source audit, canonical data model, reproducible ingestion, validation and an honest explorer.
- 02Complete
Player DNA & similarity
Position-aware features and transparent similarity baselines, evaluated for sample sensitivity.
- 03Complete
League translation
Competition and team context, hierarchical models and temporal evaluation.
- 04Complete
Recruitment intelligence
Explainable candidate comparison, tactical context and explicit uncertainty.
- 05Complete
Production hardening
Versioned release, artifact integrity, accessibility, browser validation and operational documentation.