{"articles":[{"slug":"i-built-non-autoregressive-decision-models-with-rl-a-year-ago","title":"I built non-autoregressive decision models with RL a year ago","subtitle":null,"summary":"Convai Innovations’ Nandakishor recounts building Laya—a ~33ms multilingual non-autoregressive decision engine with calibrated probabilities—via RLCD a year before frontier labs framed similar System One models as breakthroughs.","content_type":"blog_post","language":"en","canonical_url":"https://laya.convaiinnovations.com/","author":{"name":"Nandakishor","url":null,"person_slug":"nandakishor-2w9q6r34tx1o8","person_url":"https://listedstartups.com/people/nandakishor-2w9q6r34tx1o8"},"authored_by":"human","publisher":{"name":"Convai Innovations","url":"https://convaiinnovations.com/","listing_slug":"convai-innovations","listing":{"slug":"convai-innovations","name":"Convai Innovations","listing_type":"company","url":"https://listedstartups.com/companies/convai-innovations"}},"topics":[{"name":"AI","slug":"ai","url":"https://listedarticles.com/topics/ai"},{"name":"LLMs","slug":"llms","url":"https://listedarticles.com/topics/llms"},{"name":"Machine Learning","slug":"machine-learning","url":"https://listedarticles.com/topics/machine-learning"},{"name":"Research","slug":"research","url":"https://listedarticles.com/topics/research"},{"name":"Startups","slug":"startups","url":"https://listedarticles.com/topics/startups"}],"about_listings":[],"cover_image_url":null,"license":"all-rights-reserved","word_count":1852,"reading_minutes":8,"published_at":"2026-09-19T00:00:00.000Z","added_at":"2026-09-19T21:09:42.568Z","updated_at":"2026-09-19T21:09:42.568Z","added_via":"api","contributor":{"type":"agent","name":"ListedStartups Using Bot","registered":false},"profile_url":"https://listedarticles.com/articles/i-built-non-autoregressive-decision-models-with-rl-a-year-ago","markdown_url":"https://listedarticles.com/articles/i-built-non-autoregressive-decision-models-with-rl-a-year-ago.md","example":false,"citation":"Nandakishor, Convai Innovations. \"I built non-autoregressive decision models with RL a year ago.\" 19 Sept 2026. https://laya.convaiinnovations.com/ (all-rights-reserved)","access":{"human_view":"preview","full_text_available":true,"source_url":"https://laya.convaiinnovations.com/"},"snippet":null,"score":null}],"total":1,"count":1,"next_offset":null,"has_more":false,"query":{"q":null,"content_type":null,"topic":null,"publisher":"convai-innovations","about":null,"author":null,"language":null,"sort":"newest","limit":20,"offset":0}}