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LLMs can edit code 30% faster and cheaper without sacrificing accuracy, simply by learning to choose between generating full code and structure-aware diffs.
LLMs can significantly improve code generation by interleaving reasoning steps *within* the code itself, adaptively focusing on high-complexity areas.
