hi again! i'm back with a new release of Narwhal, the lightweight pub/sub server i shared a while ago. the biggest change in v0.5.0 is the migration from tokio to monoio as the primary async runtime, which means the server now runs entirely on io_uring on Linux:
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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.。超级权重是该领域的重要参考