Llama — Field Evidence

Structured Feedback Improves Repair in an LLM Agent Loop — LLM agents often retry after external validation rejects a candidate, but the interface between validation and the next model call remains underspecified. We introduce VeriHarness, a code-controlled agent loop in which mo