AI/ML · Security
Design and test few-shot examples without overfitting
Build minimal, privacy-reviewed few-shot demonstrations for classification, extraction, and constrained generation; prove their value against zero-shot baselines, sealed holdouts, slices, ablations, permutations, counterfactuals, adversarial tests, and reversible rollout.