LLM Confidence Gate in Production: Using Logprobs, Calibration Curves, and Refusal Thresholds to Control Low-Confidence Responses
A deep dive into engineering practices for LLM response confidence, from token logprob feature extraction to calibration curves and risk-coverage analysis, helping teams build replayable, grayscale, and auditable refusal gate systems that balance coverage and low-confidence interception.