CodeGrad improves code generation by routing structured critic feedback into up to two refinement rounds, but its formal-verification claim rests on AI-written proofs judged by the AI.
Hlspilot: Llm-based high- level synthesis,
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CodeGrad: Integrating Multi-Step Verification with Gradient-Based LLM Refinement
CodeGrad improves code generation by routing structured critic feedback into up to two refinement rounds, but its formal-verification claim rests on AI-written proofs judged by the AI.