Calibrated Classification Enginelive

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A small AI model that knows when it isn't sure, and hands those decisions to a bigger model or a person. Shown here on a falling-block puzzle; built for everyday decisions like sorting intake forms, reading consult reports, choosing billing codes and checking which preventive screenings are due.

Four boards, same pieces: the small model off the shelf, the same model after training, and the trained model with two confidence settings. Below its setting, the engine hands the move to the expert instead of guessing. ★ marks the expert's choice. What this has to do with healthcare →

How a move worksCode lists every legal placement → the model scores all of them in one forward pass (no text generated) → code checks and drops the piece. All players get the same pieces in game N.