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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.。新收录的资料对此有专业解读
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“It would be weird if the restaurant sold the reservations to the highest bidder,” Kessler said. “That would seem weird—[for] the same reason, like, Taylor Swift doesn’t sell tickets to her tour for $3,000 a piece, because that would seem too high, even though that’s what the secondary market says the prices kind of should be.” The super-popular restaurant could auction off reservations, too, but we think that would be weird too, Kessler added.