Trio-Spark

MachineFi's hosted decision model on the /v1/systemone shape (Choice, Score, Noul) for text, images, or sampled video frames, one probability per answer in one pass. MachineFi-run evals put v1.3 at 90.9% across 13 public-dataset tasks, ECE 0.019 on the ten where calibration is measured (release post). $0.042/M input, output free, closed weights.