{"ok":true,"trend":{"id":442255,"platform":"mastodon","region":"global","key":"confidence scores aren't error rates. zet sits on top of laya and marks every answer sure or unsure,... # ai # machinele","title":"Confidence scores aren't error rates. Zet sits on top of Laya and marks every answer sure or unsure,... # ai # machinele","url":"https://www.urbanmind.net/display/f7dd981d-3287a41e-ca2c2acbe0452328","first_seen":"2026-09-30T04:43:05.859221Z","last_seen":"2026-09-30T04:43:05.859221Z","last_rank":5,"peak_rank":5,"last_volume":3,"peak_volume":3,"seen_count":1,"score":0.52203125,"category_hint":"software","section":"technology","category":"software","summary":"Developers are discussing Zet, an open-source layer built on top of Laya, which evaluates every answer an AI system gives and labels it as sure or unsure. The project stresses that confidence scores are not the same as error rates, arguing that knowing when a model is uncertain matters more than raw accuracy numbers. It is pitched as a practical step toward more honest AI systems, with the code available in Python under an open-source license.","why":"Open-source tools that make AI systems flag their own uncertainty are drawing attention amid growing concern about overconfident AI answers.","tone":"neutral","entities":["Zet","Laya"],"summarized_at":"2026-09-30T04:45:05.292115Z","meta":{"tag":"opensource","via":"scan","kind":"status","lang":"en","instance":"mastodon.social","tag_uses":524},"nw":null,"promo":null,"kind":null,"importance":null,"hidden":false,"hide_reason":null,"judged_at":null,"title_en":"Zet adds confidence checking layer to open-source AI tool Laya","section_name":"Technology","category_name":"Software","timeline":[{"captured_at":"2026-09-30T04:43:05.859221Z","rank":5,"volume":3}],"posts":[{"platform":"mastodon","url":"https://www.urbanmind.net/display/f7dd981d-3287a41e-ca2c2acbe0452328","author":"hackaday@www.urbanmind.net","title":null,"snippet":"Confidence scores aren't error rates. Zet sits on top of Laya and marks every answer sure or unsure,... # ai # machinelearning # python # opensource # software # coding # development # engineering # inclusive # community Zet: an open-source layer on Laya that knows when to ask…","posted_at":"2026-09-30T03:10:19Z","likes":3}],"elsewhere":[],"window":"7d"}}