Why LLM-as-a-Judge Fails on Code (And How We Built a 4-Layer Hybrid Engine)Why Single-LLM Evaluators Produce 80%+ False Alarms on Generated Code — and How a Hybrid Engine Fixes ItAug 21, 2026·9 min read