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Contradiction-Aware Strategy Synthesis in Agent Skills via Loop Engineering: A Controlled Empirical Comparison with Conventional Search
artificial intelligence not elsewhere classified, scholarship search, ai agent, agent skill, loop engineering, decision support, educational funding, empirical comparison, ablation study, contradiction detection.
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