Compact Documentation for Coding Agents: A Benchmark, an Optimizer, and Why It Does Not Transfer
A roundtrip benchmark that scores code descriptions by whether code regenerated from them passes the original tests is introduced, and it is shown that completeness, not length, drives a description's fidelity.