AI Evaluation

What "Reliable" Actually Means for an LLM-as-Judge System

I Built a System to Grade My AI Grader. I Never Gave It Anything to Grade Against: The Missing Benchmark for an AI Interview Evaluator

I built a complete system to measure whether MockEvalio's AI evaluator is accurate — comparison logic, deviation thresholds, a calibration worker, an admin dashboard. I never built the one piece that would let it run.