Flagship · Decision Model
FitRank
Ranks people for open tasks with typed AI decisions instead of a chatbot's opinion. Code applies the hard rules; a ModernBERT student I distilled from an open-weight teacher answers five bounded questions with a probability for every option; thresholds band each person shortlist / review / hidden — and a manager makes every final call. Their accepts and rejects become the next model's training data.
Own 149M model on CPU · beats the code baseline on hit@5 (94% vs 91%) — and shows where it doesn't
Typed DecisionsDistilled Student ModelHuman-in-the-Loop
PythonFastAPIModernBERTPyTorchpgvectorReact