Case in point: When using AI to screen job applicants, the tool could filter out candidates of a particular race. In addition to harming job applicants, this could expose a company to expensive litigation.
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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The Dreamie is a white pill-shaped gadget with a modern, inconspicuous look and no external branding. It has a circular display with a clock face, adaptive brightness, and touchscreen controls that are easy to navigate in a daze. The Dreamie needs to be hooked up to your home's WiFi so it can download software updates, but you can't use it to check notifications or access the web. It's corded, so you don't need to worry about recharging any batteries.
N (integers per problem)4Number of integers in each Countdown problem