From Verification Failures to Reusable Guidance for Coding Agents
Coding agents need to establish that a program satisfies a specification and that the specification captures the requested behavior. We study how expert diagnosis of verification failures can become reusable guidance for this work. Our approach combines executable language definitions in the K framework with a kit of procedures for constructing specifications, repairing proofs, and auditing their adequacy. A human-guided development campaign on HumanEval, a benchmark of 164 Python programming tasks, achieves a 164/164 success rate with the semantics and the kit, measured by final AI audit Pass verdicts after two targeted repairs. To examine whether auditing detects problems that successfu...
| Authors | Yuqing Zhai, Xiaohong Chen, Lingming Zhang et al. |
|---|---|
| Primary category | cs.SE |
| Published | 30 September 2026 |
| Last updated at source | 7 October 2026 |
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