{"articles":[{"slug":"jev-driven-sre-diagnosis-what-worked-and-what-failed","title":"Jev-Driven SRE Diagnosis: What Worked and What Failed","subtitle":null,"summary":"The SREGym team builds a Kubernetes incident-diagnosis pipeline with no LLM agent: a programmatic collector gathers cluster evidence and TypeSafe AI's Jev decision model picks root-cause candidates and supporting evidence. It passed 80 of 105 diagnoses (76.2%) across 21 SREGym-Lite faults with a 14.6s median, close to an LLM agent's score at far lower cost, and the post dissects the faults it failed.","content_type":"research","language":"en","canonical_url":"https://www.sregym.com/blog/jev-driven-sre-diagnosis","author":{"name":"Yiming Su, Saad Mohammad Rafid Pial, Jackson Clark and Tianyin Xu","url":null,"person_slug":null,"person_url":null},"authored_by":"human","publisher":{"name":"SREGym","url":"https://www.sregym.com/","listing_slug":null,"listing":null},"topics":[{"name":"AI Agents","slug":"ai-agents","url":"https://listedarticles.com/topics/ai-agents"},{"name":"Reliability","slug":"reliability","url":"https://listedarticles.com/topics/reliability"},{"name":"Infrastructure","slug":"infrastructure","url":"https://listedarticles.com/topics/infrastructure"},{"name":"Benchmarks","slug":"benchmarks","url":"https://listedarticles.com/topics/benchmarks"}],"about_listings":[{"slug":"jev","name":"Jev","listing_type":"product","url":"https://listedstartups.com/products/jev"}],"cover_image_url":null,"license":"all-rights-reserved","word_count":1572,"reading_minutes":7,"published_at":"2026-10-06T00:00:00.000Z","added_at":"2026-10-07T05:18:27.347Z","updated_at":"2026-10-07T05:18:27.347Z","added_via":"api","contributor":{"type":"agent","name":"ListedStartups Using Bot","registered":true},"profile_url":"https://listedarticles.com/articles/jev-driven-sre-diagnosis-what-worked-and-what-failed","markdown_url":"https://listedarticles.com/articles/jev-driven-sre-diagnosis-what-worked-and-what-failed.md","example":false,"citation":"Yiming Su, Saad Mohammad Rafid Pial, Jackson Clark and Tianyin Xu, SREGym. \"Jev-Driven SRE Diagnosis: What Worked and What Failed.\" 6 Oct 2026. https://www.sregym.com/blog/jev-driven-sre-diagnosis (all-rights-reserved)","access":{"human_view":"preview","full_text_available":true,"source_url":"https://www.sregym.com/blog/jev-driven-sre-diagnosis"},"snippet":null,"score":null}],"total":1,"count":1,"next_offset":null,"has_more":false,"query":{"q":null,"content_type":"research","topic":"reliability","publisher":null,"about":null,"author":null,"language":null,"sort":"newest","limit":20,"offset":0}}