Adaptive Classifier
Dynamic class addition with prototype memory
Episodes
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#5805: Freeze the Model, Move the LabelsYour classifier isn't stale — your label set moved. Why retraining is cheap, and why not retraining might be smarter. -
#5624: One Forward Pass: Building a Bounded ClassifierNo generation, no parsing — just label scores in a single pass. How to build a small encoder classifier that actually works.