Daishiro Hirashima

Measuring Reverse-Specification Quality Without Ground Truth: A Three-Layer Framework and a Pre-Registered Study of Scale-Induced Failure Modes in Autonomous Coding Agents

Tool-using LLM coding agents can reverse-generate specifications from source, but the quality of those specifications is hard to assess when no reference specification exists. We present a ground-truth-free, deterministic-first framework that measures three layers - inventory cov...