围绕New psycho这一话题，我们整理了近期最值得关注的几个重要方面，帮助您快速了解事态全貌。
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第三，(Final note: ChatGPT was good at answering questions about RISC-V, but it was not good at finding bugs in code. It seemed to follow the logical-abstraction model of an application programmer and failed to help me with any of the above problems. But it was good at explaining the problems after I solved them.)
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最后，A recent paper from ETH Zürich evaluated whether these repository-level context files actually help coding agents complete tasks. The finding was counterintuitive: across multiple agents and models, context files tended to reduce task success rates while increasing inference cost by over 20%. Agents given context files explored more broadly, ran more tests, traversed more files — but all that thoroughness delayed them from actually reaching the code that needed fixing. The files acted like a checklist that agents took too seriously.
面对New psycho带来的机遇与挑战，业内专家普遍建议采取审慎而积极的应对策略。本文的分析仅供参考，具体决策请结合实际情况进行综合判断。