{"rewrite":{"id":"r_6593b6700f6405001472bc94","clusterId":"c_768fbce7b0c569e8218afdc6","slug":"convai-innovations-releases-laya-an-open-source-judgment-only-ai-model","model":"deepseek-v4-1-flash","headline":"Convai Innovations Releases Laya, An Open-Source Judgment-Only AI Model","summary":"Convai Innovations has released Laya, an open-source decision-making AI that makes judgments instead of generating text. Laya reads input data with prepared typed questions and predicts the optimal option in a single computation, around 33 milliseconds on GPU. It is provided under Apache 2.0. The article states Laya runs about 7.8 times faster than Jev, though Jev is said to hold higher accuracy when more than 50 options are processed.","whyItMatters":"Laya tests whether a closed, fee-charging judgment model like Jev can be matched in the open, and the source's own benchmark puts the tradeoff at speed against accuracy above 50 options.","webCardHtml":"\u003cp\u003eLaya is the work of the Indian AI company Convai Innovations, and it is distributed under Apache 2.0. Instead of producing prose, it reads a user\u0026#39;s email body or JSON alongside preconfigured typed questions (multiple-choice, score-based, Yes/No) and predicts which option is optimal, returning a probability for each.\u003c/p\u003e\u003cp\u003eThe source puts a single judgment at about 33 milliseconds in a GPU environment. It also supports automatic detection of more than 100 languages, routes them to the optimal model, and handles long texts of up to 8192 tokens in the multilingual version. Fine-tuning with proprietary data and integration with frameworks such as LangChain are supported.\u003c/p\u003e","blueskyPost":"Laya answers prepared questions and picks an option in one pass, about 33ms on GPU under Apache 2.0. The split against Jev is speed versus accuracy past 50 options, not one model beating the other.","twitterPost":"Laya trades open-ended generation for one-shot choices: about 33ms on GPU, Apache 2.0. Against Jev the split is speed versus accuracy past 50 options.","threadsPost":"Convai Innovations built Laya to answer prepared questions and pick an option in a single computation, around 33ms on GPU, under Apache 2.0. Its contest with Jev is not clean: Laya is about 7.8 times faster, but Jev holds higher accuracy once more than 50 options are in play.","newsletterBlurb":"Convai Innovations has put out Laya, an open-source model that makes judgments rather than generating text. It predicts the best option among prepared choices in a single computation, around 33 milliseconds on GPU. The source says it runs about 7.8 times faster than Jev, while Jev is said to be more accurate when many options are processed at once.","attributionJson":"[{\"source\":\"GameBusiness.jp\",\"url\":\"https://www.gamebusiness.jp/article/2026/10/01/28183.html\",\"title\":\"New kind of \\\"judgment-only AI\\\" available for free: \\\"Laya\\\" arrives as open source, about 7.8x faster than Jev (Generative AI Close-up)\"}]","lintFlagsJson":null,"lintHits":0,"costUsd":0,"inputTokens":4668,"outputTokens":645,"status":"published","repairAttempts":0,"nextRepairAt":null,"factsAttemptedAt":1791243442,"createdAt":"2026-10-05T23:34:34.000Z","publishedAt":"2026-10-05T23:36:10.000Z","updatedAt":"2026-10-05T23:36:10.000Z"},"cluster":{"id":"c_768fbce7b0c569e8218afdc6","canonicalTitle":"新種の“判断だけAI”が無料で使える「Laya」がオープンソースで登場。Jevの約7.8倍高速（生成AIクローズアップ）","representativeArticleId":"a_78cee45028f1a016584d7418","sourceCount":1,"writtenSourceCount":1,"writeAttempts":0,"isSolo":true,"entitiesJson":"{\"anime_titles\":[],\"manga_titles\":[],\"work_titles\":[\"Laya\"],\"studios\":[\"Convai Innovations\"],\"people\":[],\"type\":\"news\",\"domain\":\"other\",\"is_roundup\":false}","contentType":"news","status":"published","firstSeenAt":"2026-09-30T21:30:03.000Z","lastSeenAt":"2026-09-30T21:30:03.000Z","updatedAt":"2026-10-05T23:36:07.000Z"},"attribution":[{"source":"GameBusiness.jp","url":"https://www.gamebusiness.jp/article/2026/10/01/28183.html","title":"新種の“判断だけAI”が無料で使える「Laya」がオープンソースで登場。Jevの約7.8倍高速（生成AIクローズアップ）"}],"entities":{"anime_titles":[],"manga_titles":[],"work_titles":["Laya"],"studios":["Convai Innovations"],"people":[],"type":"news","domain":"other","is_roundup":false},"keyFacts":null}