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HAPO: Hyper-reflection for Automatic Prompt Optimization

An improvement of GEPA (automatic prompt optimization) through "hyper-reflection", enabling compact LLMs to achieve performance closer to frontier models on complex tasks like SQL query equivalence generation and refutation.

Preparing submission for IJCAI-2026 with Dr. Xifeng Yan.