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All Tile trackers work similarly to AirTags. Like Apple’s, Tile’s platform-agnostic trackers can tap into a larger network — in this case, the Tile Network and Amazon Sidewalk, neither of which is as expansive as Apple’s or Google’s. However, when we tested Google’s Find Hub-compatible trackers, including the Chipolo Pop and Moto Tag, we found that Tile still did better at tracking items outside the home. The biggest downside is that Tile trackers lack ultra wideband support, which means they can’t guide you to a nearby item using distance and directional cues like an AirTag. The company did announce a tracker that supports UWB in 2021, but it’s yet to ship, likely because Apple is effectively blocking UWB compatibility for third parties in iOS and Tile’s priorities shifted after it was acquired by Life360.
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.