{"ok":true,"trend":{"id":442057,"platform":"mastodon","region":"global","key":"we shipped an llm-powered classification feature for a client last year. it worked well. three weeks... # python # ai #","title":"We shipped an LLM-powered classification feature for a client last year. It worked well. Three weeks... # python # ai #","url":"https://www.urbanmind.net/display/f7dd981d-28768b26-346460fccf076bd4","first_seen":"2026-09-30T04:40:06.362649Z","last_seen":"2026-09-30T04:40:06.362649Z","last_rank":5,"peak_rank":5,"last_volume":2,"peak_volume":2,"seen_count":1,"score":0.52046875,"category_hint":"ai","section":"technology","category":"ai","summary":"A developer recounts shipping an LLM-powered classification feature for a client last year that worked well, then writing about how to test such features so they don't regress in production. The piece covers testing practices for LLM integrations built with Python and Django, a topic gaining attention as more teams move AI features into real-world software and discover that conventional unit tests are not enough to catch subtle model failures.","why":"More teams are deploying LLM features in production and struggling with how to test and maintain them reliably.","tone":"neutral","entities":["LLMs","Python","Django"],"summarized_at":"2026-09-30T04:41:10.241682Z","meta":{"tag":"ai","via":"scan","kind":"status","lang":"en","instance":"mastodon.social","tag_uses":1855},"nw":null,"promo":null,"kind":null,"importance":null,"hidden":false,"hide_reason":null,"judged_at":null,"title_en":"How teams test LLM features to prevent regressions","section_name":"Technology","category_name":"AI","timeline":[{"captured_at":"2026-09-30T04:40:06.362649Z","rank":5,"volume":2}],"posts":[{"platform":"mastodon","url":"https://www.urbanmind.net/display/f7dd981d-28768b26-346460fccf076bd4","author":"hackaday@www.urbanmind.net","title":null,"snippet":"We shipped an LLM-powered classification feature for a client last year. It worked well. Three weeks... # python # ai # django # testing # software # coding # development # engineering # inclusive # community How We Test LLM Features So They Don't Regress in Production","posted_at":"2026-09-30T03:53:00Z","likes":2}],"elsewhere":[],"window":"7d"}}