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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.

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Greens say support for superannuation tax changes is a ‘down payment’ on Labor pursuing genuine reform in 12 May federal budget

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赵敏,资深行业分析师,长期关注行业前沿动态,擅长深度报道与趋势研判。

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