AINeutralarXiv – CS AI · 10h ago5/10
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PYTHALAB-MERA: Validation-Grounded Memory, Retrieval, and Acceptance Control for Frozen-LLM Coding Agents
PYTHALAB-MERA is a novel external controller system that enhances frozen local language models for code generation by integrating validation-grounded memory, adaptive retrieval, and reinforcement learning techniques. In a constrained benchmark, the system achieved 8/9 validation successes compared to 0/9 for baseline approaches, though the authors explicitly limit claims to this specific experimental setting.