Robust LLM Performance Certification via Constrained Maximum Likelihood Estimation

Create an automated toolkit for failure rate estimation that replaces expensive human labeling with statistical constrained estimation. This is critical for high-stakes LLM deployment environments.

Suggested repo: ReliableLLM

"Get mathematically sound failure rates without the 'LLM-as-a-Judge' tax."

Estimated effort: 40h