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Functional success in coding agents is misleading鈥攐ver 34% of patches that pass tests still fail to meet critical review constraints.
Mainstream LLMs miss 40% of defects in multi-round code reviews, revealing their limitations in real-world software development contexts.
Training on just 10% of carefully curated trajectories can lead to performance improvements of over 24% in software issue resolution tasks.
