{"full_name":"NandhaKishorM/laya","owner":"NandhaKishorM","name":"laya","url":"https://github.com/NandhaKishorM/laya","description":"Non-autoregressive System 1 decision engine. Typed choice, score and yes/no decisions over any text in a single forward pass, in 100+ languages, with a router that picks the right checkpoint per request.","homepage":"https://huggingface.co/convaiinnovations/laya","topics":[],"language":"Python","license":"Apache-2.0","avatar":"https://avatars.githubusercontent.com/u/48623612?u=a44d7cc9b6bf1ea9df776b11c88a9e325a434291&v=4","created_at":"2026-09-18T04:46:33Z","pushed_at":"2026-11-09T06:53:58Z","metrics":{"stars":35325,"forks":3168,"watchers":122,"issues":219,"prs":1202,"releases":63,"issues_open":null,"issues_closed":null,"prs_open":null,"prs_closed":null,"prs_merged":null,"discussions":29},"growth":{"day":{"stars":62,"forks":8,"base_day":"2026-11-09"},"week":{"stars":446,"forks":49,"base_day":"2026-11-03"},"month":{"stars":4392,"forks":442,"base_day":"2026-10-11"}},"history":{"dates":["2026-09-29","2026-09-30","2026-10-01","2026-10-02","2026-10-03","2026-10-04","2026-10-05","2026-10-06","2026-10-07","2026-10-08","2026-10-09","2026-10-10","2026-10-11","2026-10-12","2026-10-13","2026-10-14","2026-10-15","2026-10-16","2026-10-17","2026-10-18","2026-10-19","2026-10-20","2026-10-21","2026-10-22","2026-10-23","2026-10-24","2026-10-25","2026-10-26","2026-10-27","2026-10-28","2026-10-29","2026-10-30","2026-10-31","2026-11-01","2026-11-02","2026-11-03","2026-11-04","2026-11-09","2026-11-10"],"stars":[3888,9387,15943,20063,22760,24469,25668,27600,28480,29756,30165,30434,30933,31178,31392,31694,31945,32138,32538,32740,32894,33038,33159,33257,33531,33687,33836,33967,34084,34183,34381,34466,34547,34632,34701,34879,34955,35263,35325],"forks":[344,785,1329,1709,1955,2102,2225,2406,2490,2580,2628,2658,2726,2752,2767,2809,2842,2853,2905,2932,2952,2968,2980,2985,3013,3027,3041,3055,3069,3076,3081,3091,3096,3101,3104,3119,3128,3160,3168],"watchers":[26,50,69,85,91,99,99,107,110,115,115,116,118,116,118,119,118,119,118,118,118,117,118,118,121,122,122,122,122,123,122,121,121,121,120,123,124,122,122],"issues_open":[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null],"prs_open":[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null]},"boards":{"monthly":124,"monthly_rate":117,"new":9},"same_owner":[],"issues":[{"number":390,"title":"Docs site: structure and the guides still to write","comments":21,"created_at":"2026-09-24T13:27:53Z"},{"number":102,"title":"Implemented the coarse-to-fine shortlist your docs recommend: BANKING77 54.3% → 60.8%, latency halved","comments":17,"created_at":"2026-09-21T16:02:44Z"},{"number":131,"title":"laya-multilingual never selects the first-listed score option — in English too (0/290), while laya does","comments":14,"created_at":"2026-09-22T05:56:31Z"},{"number":919,"title":"[feature]: serve your own checkpoints beside the built-ins, routed by what the request asks","comments":11,"created_at":"2026-10-04T05:31:34Z"},{"number":208,"title":"The committed 51-language sweep's ECE and confidence columns predate the #42 temperature clamp and no longer reproduce","comments":10,"created_at":"2026-09-23T04:33:18Z"},{"number":7,"title":"Feature Request: TypeScript / Node.js / Bun.js Support","comments":10,"created_at":"2026-09-19T01:08:02Z"},{"number":635,"title":"[feature]: Stability under option reorder or rename as an opt-in reliability signal, alongside min_confidence","comments":8,"created_at":"2026-09-27T20:02:39Z"},{"number":285,"title":"Re-benchmark the checkpoints and refresh README and BENCHMARKS.md on each release","comments":8,"created_at":"2026-09-23T19:49:30Z"}],"discussions":[{"number":1298,"title":"Integration report: fine-tuned Laya as a LangGraph router, vs XGBoost, BERT and Gemini","comments":0,"category":"Show and tell","created_at":"2026-10-20T17:43:18Z"},{"number":1270,"title":"Licensing question: training data composition + commercial deployment of laya-multilingual","comments":1,"category":"Q&A","created_at":"2026-10-17T10:13:25Z"},{"number":1198,"title":"Recommended settings for CPU-only training with limited RAM","comments":0,"category":"General","created_at":"2026-10-13T02:04:58Z"},{"number":1048,"title":"Laya dotnet NuGet","comments":1,"category":"Q&A","created_at":"2026-10-08T09:58:54Z"},{"number":1036,"title":"Thank you, and a free guide for builders in India","comments":0,"category":"Show and tell","created_at":"2026-10-07T17:15:13Z"},{"number":952,"title":"Laya on Rockchip: FP16 RKNN adapter and full-API benchmarks","comments":0,"category":"Show and tell","created_at":"2026-10-05T13:41:51Z"},{"number":839,"title":"Why is REINFORCE used here? It seems like it would be equivalent to simply cross-entropy plus Gini impurity as a regularizer.","comments":1,"category":"General","created_at":"2026-10-01T19:36:52Z"},{"number":796,"title":"Build an official docker image","comments":0,"category":"Ideas","created_at":"2026-10-01T09:41:10Z"}],"latest_release":{"name":"v0.4.30","tag":"v0.4.30","published_at":"2026-11-08T18:27:19Z","body":"## What's Changed\n* fix(vega): read a fit gold the way laya's fine-tune reads it by @aashish254 in https://github.com/NandhaKishorM/laya/pull/1474\n* fix(vega): refuse an answer number that is not finite before it becomes a decision by @aashish254 in https://github.com/NandhaKishorM/laya/pull/1475\n* fix(vega): refuse a malformed question by name, through laya's own question check by @aashish254 in https://github.com/NandhaKishorM/laya/pull/1476\n* fix(vega): a gold keyed to no question id is refused, not dropped by @aashish254 in https://github.com/NandhaKishorM/laya/pull/1477\n* fix(video): a duration the tool reports as N/A is 0.0, not a crash, in probe's banner fallback by @aashish254 in https://github.com/NandhaKishorM/laya/pull/1478\n* fix(vega): run the hook lifecycle predict's docs promise by @aashish254 in https://github.com/NandhaKishorM/laya/pull/1480\n* fix(video): report the time each sampled frame actually came from by @aashish254 in https://github.com/NandhaKishorM/laya/pull/1481\n* build(deps-dev): bump vitest from 5.0.5 to 5.1.0 in /laya-ts by @dependabot[bot] in https://github.com/NandhaKishorM/laya/pull/1482\n* build(deps): bump the codeql-action group with 3 updates by @dependabot[bot] in https://github.com/NandhaKishorM/laya/pull/1483\n* build(deps-dev): bump @types/node from 26.6.5 to 26.6.6 in /laya-ts by @dependabot[bot] in https://github.com/NandhaKishorM/laya/pull/1484\n* build(deps): bump actions/setup-dotnet from 6.0.0 to 6.1.0 by @dependabot[bot] in https://github.com/NandhaKishorM/laya/pull/1485\n* build(deps): bump actions/setup-java from 6.1.0 to 6.2.0 by @dependabot[bot] in https://github.com/NandhaKishorM/laya/pull/1486\n* fix(policy): refuse a manifest that is not a name-to-hash object by name by @PerryLink in https://github.com/NandhaKishorM/laya/pull/1487\n\n\n**Full Changelog**: https://github.com/NandhaKishorM/laya/compare/v0.4.29...v0.4.30"},"readme":true,"readme_zh":false,"news":[{"title":"Laya: Multilingual, non-autoregressive System 1 decision engine","url":"https://github.com/NandhaKishorM/laya","hn":"https://news.ycombinator.com/item?id=49919517","source":"Hacker News","lang":"en","date":"2026-10-01","points":2,"comments":0},{"title":"JEV, LAYA and CLEF - System One Models Bring a New AI Architecture","url":"https://startupfortune.com/jev-laya-and-clef-system-one-models-bring-a-new-ai-architecture/","source":"startupfortune","lang":"en","date":"2026-10-03"},{"title":"Open Source Is Pulling Away From JEV as Nandakishor Mukkunnoth's LAYA Hits 121 Contributors","url":"https://startupfortune.com/open-source-is-pulling-away-from-jev-laya-mukkunnoth/","source":"startupfortune","lang":"en","date":"2026-10-01"},{"title":"Making local Laya the 'decision-maker' for ChatGPT: From Mac auto-start to operation","url":"https://note.com/luckyman2023/n/n880ad72c9628?hl=en","source":"note","lang":"en","date":"2026-09-29"},{"title":"Introducing Clef: our open-source decision models, and new RL fine-tuning platform","url":"https://news.google.com/rss/articles/CBMiXkFVX3lxTE9RM1Ita1B0RS1icVRmLXktdXNCZlNsRk55ZlU1UE40NXBwV0RzMEh4OUJwU2VmZ1ZwdWl3ZGZmX0tZWUZfVTNES0xoblBZRGNvVWhfYU41RWl4bFVBaVE?oc=5","source":"Cloudflare Blog","lang":"en","date":"2026-10-01"},{"title":"OpenAI 重磅发布 dots，我在 GitHub 找到了一个开源版","url":"https://news.google.com/rss/articles/CBMiakFVX3lxTE1ra0Y5c2VKRUpBTVNDOXowaHpUWHRTSWlxRWJXdTIyaElSUGUtUzNpWnEwU0llSi1oanpBdVZpaF8ybFRKVHlzVm8wSkJmck11WjZlcUxWbzByejJsa01EelhJZ210X0o5UFE?oc=5","source":"53AI","lang":"zh","date":"2026-09-30"},{"title":"Stanford and NVIDIA release CLM-8B, 9 times faster than Jev","url":"https://news.google.com/rss/articles/CBMifkFVX3lxTE45WnhZNWpJb2E1blE3Y20wX1Y4OW5JVUI5THQ0LTNqSXlGeDB6WjBIMzE1R3hHRGtiMlM0UGs1VnNxSjNaaDBhcDZPaTFacDFrZ1RlUmdRc3BPZTVna0d3enZSamEyMXdTUEpmaDlyWnRtLXFPRmIyamZ3NU9jQQ?oc=5","source":"Pasquale Pillitteri","lang":"en","date":"2026-09-28"},{"title":"浅谈 AI 进化史","url":"https://news.google.com/rss/articles/CBMiVkFVX3lxTE5hNHY3NGRTVFVMN19WUUlodXAxSm43c0tCbm9LNnZFeURkYTFhOFdJUXVKSFdlYktFbExSQ3lfMVFmaHlMZ1AtazRrRkdFNk5Udngzb2dR?oc=5","source":"QQ News","lang":"zh","date":"2026-09-27"},{"title":"The Developer Who Says He Built Jev First Just Gave Everyone a Free Version","url":"https://news.google.com/rss/articles/CBMipgFBVV95cUxNcDBqQWNQRDA5U2s0Q1U1c2hmVkFQbzlZOGhtVFh5d1N1cDZKZFpQODQ4bC1jUDJ6TjdsOXZuTVBMc1ZNaEloM1NMUXhiSWN3UldMb2NZT2JydTc2SE80T3NmQUp5cmpTNVpKdmhvQ0JqcnZWOERiV0txZkpZdkljZk9JUWRaQkN5YW5oeFd5WGMyTDBVS3djWWlZUzRldUJaZXdXLWR3?oc=5","source":"Startup Fortune","lang":"en","date":"2026-09-24"},{"title":"本地版Jev 1G内存就能跑！四舍五入等于不要钱啊","url":"https://news.google.com/rss/articles/CBMiSEFVX3lxTE96dWRSLTFOTmRDZWNOd3NrTDdVdkZPZFV1NlIxVHFoSjBMT0YzdkNidmR6Vml3Z0sxNGloWnBBanFyVVctR1dnWQ?oc=5","source":"智源社区","lang":"zh","date":"2026-09-23"},{"title":"Laya 详解：一种零输出 token 的决策模型","url":"https://news.google.com/rss/articles/CBMidEFVX3lxTE5QNGtvQVp3UG93a3RiU05mLS1OejVsODg1TkFOMDc2MnpuWW9hRjlObkhqbUdkRzM4ZHJ6MjVWdzVjemdLbUlMR3gwVVJmSWVOTEU1QW1Vc01Udmp4cGhwSU1yS3hlYjV3QUxYUURBZWxWeS03?oc=5","source":"OrcaRouter","lang":"zh","date":"2026-09-23"},{"title":"The Laya-MLX model can run on 1GB of local memory, enabling fast decision-making.","url":"https://news.google.com/rss/articles/CBMiqgFBVV95cUxQSlZqdzNadjh5dXZuWmo0YUJrUDJ2bUlFdVVrbXlnUG5GVUljZG5hRm1WOXA2STE3NlBtaHF0eTlic1dSN1EwTHd6dnRPRmZHZHh3VjF2cHM3OHBOYkotY01ad3NndmVTaUl6UU16ZS03bW9iTUh5Q1R5NW1lNUdXcm85Wm5nbVlCV0kxX24wUVhDMW81dWk5YVk2VS0xZkFtQnNEQlpaYkNSUQ?oc=5","source":"KuCoin","lang":"en","date":"2026-09-22"},{"title":"Laya 开源：比Jev快4倍！421M 参数，33 毫秒完成 System 1 决策","url":"https://news.google.com/rss/articles/CBMiaEFVX3lxTE03R2xEenpDblAzQmJhR2ljc21LM1hFZUhCOWxTMXRwTVhlTjlIZG1tVWlaZ05sRzNvZlNsT3ExNXUzenpPd2JOWHNGNWQ0SkV4RlQ0aUFpeWpMNlBYSHc5cEpjQmgyTy1q?oc=5","source":"CSDN","lang":"zh","date":"2026-09-22"},{"title":"Laya登陆Apple Silicon，laya-mlx版本以每秒60步的速度玩贪吃蛇","url":"https://news.google.com/rss/articles/CBMiekFVX3lxTFBSeW42T3BtTmlZdlBwY0xMVi1nbnRiM2FUeTFtd19ZSDVFd0xPVXd1YjdUR2dnT28xZ2YxMW9aQkRRMDFGZ2t4aUoxczg5M09PeVQ4MDhEOUx6UU9Hak5ZZ3dKYUVXTjFRUGo4RnF3eFJuNG5BZ19kcFF3?oc=5","source":"Pasquale Pillitteri","lang":"zh","date":"2026-09-22"}],"stale":false,"snapshot_at":"2026-11-10T09:35:25Z","history_start":"2026-09-06"}