{"@context":"https://schema.org","@type":"NewsArticle","generatedAt":"2026-10-22T20:00:36.154Z","headline":"决策 AI 模型解读：TypeSafe Jev 对比 Fastino GLiDE、GLiNER2.5-Decide 与开源竞争者","description":"MarkTechPost 解读决策 AI 模型这一新品类：模型返回带概率的类型化决策而非生成文本。Jev 输入 $0.042/百万 token 且输出免费，TypeSafe 自评中 Jev 以 0.4 秒每例的准确率追平 Claude Sonnet 5。","url":"https://www.aioga.com/news/d6dkxfl31arzstmc0ho1qrtzu/","mainEntityOfPage":"https://www.aioga.com/news/d6dkxfl31arzstmc0ho1qrtzu/","datePublished":"2026-10-03T03:31:15.000Z","dateModified":"2026-10-03T03:31:15.000Z","inLanguage":"zh-CN","publisher":{"@type":"NewsMediaOrganization","name":"Aioga","url":"https://www.aioga.com"},"citation":["https://www.marktechpost.com/2026/10/02/decision-ai-models-explained-typesafe-jev-vs-fastino-glide-gliner2-5-decide-and-open-source-competitors","https://aihot.news/items/d6dkxfl31arzstmc0ho1qrtzu"],"canonicalUrl":"https://www.aioga.com/news/d6dkxfl31arzstmc0ho1qrtzu/","directAnswer":{"@type":"Answer","text":"Aioga 编辑摘要：MarkTechPost 解读决策 AI 模型这一新品类：模型返回带概率的类型化决策而非生成文本。 Aioga 将其归入「行业动态」方向，重点关注它对真实使用和行业竞争的影响。","url":"https://www.aioga.com/news/d6dkxfl31arzstmc0ho1qrtzu/","dateCreated":"2026-10-03T03:31:15.000Z","author":{"@type":"Organization","@id":"https://www.aioga.com/authors/aioga-editorial/#editorial-team","name":"Aioga Editorial Team","url":"https://www.aioga.com/authors/aioga-editorial/"}},"evidence":[{"@type":"CreativeWork","name":"MarkTechPost source article","url":"https://www.marktechpost.com/2026/10/02/decision-ai-models-explained-typesafe-jev-vs-fastino-glide-gliner2-5-decide-and-open-source-competitors","datePublished":"2026-10-03T03:31:15.000Z","provider":{"@type":"Organization","name":"MarkTechPost","url":"https://www.marktechpost.com/2026/10/02/decision-ai-models-explained-typesafe-jev-vs-fastino-glide-gliner2-5-decide-and-open-source-competitors"}},{"@type":"CreativeWork","name":"AIHot archive record","url":"https://aihot.news/items/d6dkxfl31arzstmc0ho1qrtzu","datePublished":"2026-10-03T03:31:15.000Z","provider":{"@type":"Organization","name":"AIHot","url":"https://aihot.news/items/d6dkxfl31arzstmc0ho1qrtzu"}}],"aggregationSource":"MarkTechPost","originalPublisher":{"name":"MarkTechPost","url":"https://www.marktechpost.com/2026/10/02/decision-ai-models-explained-typesafe-jev-vs-fastino-glide-gliner2-5-decide-and-open-source-competitors"},"geoDeepAnswer":null,"article":{"id":"d6dkxfl31arzstmc0ho1qrtzu","slug":"d6dkxfl31arzstmc0ho1qrtzu","url":"https://www.aioga.com/news/d6dkxfl31arzstmc0ho1qrtzu/","title":"决策 AI 模型解读：TypeSafe Jev 对比 Fastino GLiDE、GLiNER2.5-Decide 与开源竞争者","title_en":"","summary":"MarkTechPost 解读决策 AI 模型这一新品类：模型返回带概率的类型化决策而非生成文本。Jev 输入 $0.042/百万 token 且输出免费，TypeSafe 自评中 Jev 以 0.4 秒每例的准确率追平 Claude Sonnet 5。","source":"MarkTechPost","sourceUrl":"https://www.marktechpost.com/2026/10/02/decision-ai-models-explained-typesafe-jev-vs-fastino-glide-gliner2-5-decide-and-open-source-competitors","aiHotUrl":"https://aihot.news/items/d6dkxfl31arzstmc0ho1qrtzu","publishedAt":"2026-10-03T03:31:15.000Z","category":"行业动态","score":58,"selected":false,"articleBody":["Decision AI models are a new class of model that returns a decision, not a paragraph. You send text with typed questions. The model returns choices, scores or yes/no probabilities your code can branch on directly.","The category went mainstream when TypeSafe AI launched Jev：https://typesafe.ai/blog/introducing-system-one-models-and-jev after 2 years in stealth. TypeSafe calls it a ‘System One model,’ after Daniel Kahneman’s fast, intuitive System 1 thinking.","Within 3 weeks, Fastino Labs shipped 2 rival models, and open-source developers published several Jev-style reproductions. This article covers how the category works, where it fits, and how the options compare.","Jev accepts a ‘state’ (a string, array or set of name-value pairs) and one or more questions. According to the TypeSafe docs：https://docs.typesafe.ai/introduction, it supports 3 primitives:","Every question is evaluated in parallel and in isolation against the same state. Adding questions barely changes response time. Because Jev never generates strings, TypeSafe says it cannot return a type error.","Under the hood, TypeSafe describes a new architecture, a parallel sampler and a training method called Reinforcement Learning for Calibrated Decisions (RLCD) . RLHF optimizes for human preference. RLCD optimizes for calibrated probabilities, where higher confidence should mean higher accuracy.","Pricing is the key thing to watch. Jev costs $0.042 per million input tokens , and output is free. OpenRouter：https://openrouter.ai/typesafe/jev-1.13 lists a 32K context window. TypeSafe reports end-to-end responses in 70 to 500 milliseconds.","TypeSafe built workflow evals：https://evals.typesafe.ai/ across 4 tasks: security incidents, agent trace observability, invoice processing and customer service. Reference labels come from averaging GPT-6 Astra and Claude Fable 5.1 at high thinking.","Jev matched Sonnet 5 on accuracy at a fraction of the cost and latency. It still trails the top frontier configuration by 6.3 points. Per task, Jev scored 76.0% on customer service but only 61.8% on invoice processing.","The rule of thumb is simple. If your code needs a bounded answer it will branch on, a decision model is a candidate. If a human needs to read the output, use an LLM.","Vercel reports：https://vercel.com/blog/ai-gateway-jev-model-launch that Jev became the fastest-adopted model in AI Gateway history. Within 24 hours, nearly 13% of paid teams were using it. That was 2x the GPT-5.6 family’s share and more than 6x Fable 5.1’s.","Simon Willison fetched 100 candidates with BM25, then had Jev score each for relevance. This pattern replaces an expensive LLM reranker with cheap, parallel Score questions.","Arize：https://arize.com/docs/ax/evaluate/jev-as-a-judge and Langfuse：https://langfuse.com/docs/evaluation/evaluation-methods/jev-as-a-judge both shipped Jev-as-a-judge evaluators. Langfuse labels the feature “decision-model evaluators” so other models can be added later. Its Jev support is still marked experimental.","A new arXiv paper：https://arxiv.org/pdf/2609.23136 used Jev to interpret service contracts at the network edge. At matched correctness, Jev cut median decision latency by 22.4% versus DeepSeek and 61.9% versus Gemini.","TypeSafe’s Doom demo ran Jev at 10 queries per second. The team estimated the cost at roughly $7 per hour.","The table below covers Jev, its closest commercial rival, and the leading open-weight options. All specs come from each project’s own release page or model card.","These scores come from different test suites. Do not compare numbers across rows.","Two caveats matter here. Fastino chose both the tests and the opponents for its GLiDE and GLiNER2.5-Decide claims. Its Fast Decisions comparison also uses JevK5, an open reproduction, not TypeSafe’s Jev.","The idea is not new. Classifiers and rerankers have made decisions for years. Decision Transformer：https://arxiv.org/abs/2106.01345 (2021) framed reinforcement learning as sequence modeling. DeepMind’s Gato：https://arxiv.org/abs/2205.06175 (2022) showed one generalist model acting across many tasks. A 2023 survey：https://arxiv.org/pdf/2306.13945 even called ‘large decision models’ the next step.","What changed in 2026 is the packaging. 4 forces drove the shift:","Datalab Introduces OmniExtractBench to Fix Bias and Opacity in Extraction Benchmarks ：https://pxllnk.co/hxplrq","Practitioner-first AI/ML news and analysis, read by 1M+ developers and researchers every month."],"articleImages":[{"sourceUrl":"https://www.marktechpost.com/wp-content/uploads/2026/10/blog1990-3-100x70.png","alt":"Meta, OpenAI and Uber Just Taught AI Agents to Talk First. 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Jev costs $0.042 per million input tokens, with output free; in TypeSafe's self-evaluation, Jev matched Claude Sonnet 5 in accuracy at 0.4 seconds per case.","category":"Industry","source":"MarkTechPost","aggregationSource":"MarkTechPost","pageTitle":"Decision AI Model Interpretation: TypeSafe Jev Compared to Fastino GLiDE, GLiNER2.5-Decide, and Open Source Competitors - Aioga AI News","description":"MarkTechPost examines the new category of decision AI models: models that return typed decisions with probabilities rather than generated text. Jev costs $0.042 per million input t...","url":"https://www.aioga.com/en/news/d6dkxfl31arzstmc0ho1qrtzu/","contentTranslated":true,"translationStatus":"translated","translationRetryAt":"","translationError":"","sourceHash":"c484725f3b7cd9e7","translatedAt":"2026-10-03T16:45:05.085Z"},"ja":{"title":"意思決定 AI モデルの解釈：TypeSafe Jev 対 Fastino GLiDE、GLiNER2.5-Decide とオープンソースの競合","summary":"MarkTechPost は決定 AI モデルというこの新しいカテゴリーを解説する：モデルはテキストを生成するのではなく、確率付きの型付けされた決定を返す。Jev の入力は $0.042/百万トークンで出力は無料、TypeSafe の自己評価では Jev は 1 例あたり 0.4 秒の精度で Claude Sonnet 5 に匹敵する。","category":"業界動向","source":"MarkTechPost","aggregationSource":"MarkTechPost","pageTitle":"意思決定 AI モデルの解釈：TypeSafe Jev 対 Fastino GLiDE、GLiNER2.5-Decide とオープンソースの競合 - Aioga AIニュース","description":"MarkTechPost は決定 AI モデルというこの新しいカテゴリーを解説する：モデルはテキストを生成するのではなく、確率付きの型付けされた決定を返す。Jev の入力は $0.042/百万トークンで出力は無料、TypeSafe の自己評価では Jev は 1 例あたり 0.4 秒の精度で Claude Sonnet 5 に匹敵する。","url":"https://www.aioga.com/ja/news/d6dkxfl31arzstmc0ho1qrtzu/","contentTranslated":true,"translationStatus":"translated","translationRetryAt":"","translationError":"","sourceHash":"c484725f3b7cd9e7","translatedAt":"2026-10-03T16:45:26.591Z"},"ko":{"title":"의사결정 AI 모델 해석: TypeSafe Jev와 Fastino GLiDE, GLiNER2.5-Decide 및 오픈소스 경쟁자 비교","summary":"MarkTechPost는 의사결정 AI 모델이라는 새로운 범주를 소개합니다. 이 모델은 생성된 텍스트가 아니라 확률이 포함된 유형화된 의사결정을 반환합니다. Jev는 입력 토큰 100만 개당 $0.042이며 출력은 무료입니다. TypeSafe 자체 평가에서 Jev는 사례당 0.4초의 속도로 Claude Sonnet 5와 정확도 면에서 대등한 성능을 보였습니다.","category":"업계 동향","source":"MarkTechPost","aggregationSource":"MarkTechPost","pageTitle":"의사결정 AI 모델 해석: TypeSafe Jev와 Fastino GLiDE, GLiNER2.5-Decide 및 오픈소스 경쟁자 비교 - Aioga AI 뉴스","description":"MarkTechPost는 의사결정 AI 모델이라는 새로운 범주를 소개합니다. 이 모델은 생성된 텍스트가 아니라 확률이 포함된 유형화된 의사결정을 반환합니다. Jev는 입력 토큰 100만 개당 $0.042이며 출력은 무료입니다. TypeSafe 자체 평가에서 Jev는 사례당 0.4초의 속도로 Claude Sonnet 5와...","url":"https://www.aioga.com/ko/news/d6dkxfl31arzstmc0ho1qrtzu/","contentTranslated":true,"translationStatus":"translated","translationRetryAt":"","translationError":"","sourceHash":"c484725f3b7cd9e7","translatedAt":"2026-10-03T16:45:26.904Z"},"es":{"title":"Interpretación del modelo de IA de toma de decisiones: TypeSafe Jev frente a Fastino GLiDE, GLiNER2.5-Decide y competidores de código abierto","summary":"MarkTechPost interpreta la nueva categoría de modelos de IA de decisión: el modelo devuelve decisiones tipificadas con probabilidades en lugar de generar texto. Jev ingresa a $0.042/millón de tokens y la salida es gratuita, TypeSafe afirma que Jev alcanza una precisión de 0.4 segundos por ejemplo, igualando a Claude Sonnet 5.","category":"Industria","source":"MarkTechPost","aggregationSource":"MarkTechPost","pageTitle":"Interpretación del modelo de IA de toma de decisiones: TypeSafe Jev frente a Fastino GLiDE, GLiNER2.5-Decide y competidores de código abierto - Aioga Noticias de IA","description":"MarkTechPost interpreta la nueva categoría de modelos de IA de decisión: el modelo devuelve decisiones tipificadas con probabilidades en lugar de generar texto. Jev ingresa a $0.04...","url":"https://www.aioga.com/es/news/d6dkxfl31arzstmc0ho1qrtzu/","contentTranslated":true,"translationStatus":"translated","translationRetryAt":"","translationError":"","sourceHash":"c484725f3b7cd9e7","translatedAt":"2026-10-03T16:50:41.148Z"},"fr":{"title":"Interprétation des modèles d'IA décisionnelle : TypeSafe Jev comparé à Fastino GLiDE, GLiNER2.5-Decide et aux concurrents open source","summary":"MarkTechPost analyse la nouvelle catégorie de modèles d'IA décisionnels : le modèle retourne des décisions typées avec probabilités plutôt que de générer du texte. Jev propose une entrée à 0,042 $/million de tokens et une sortie gratuite, TypeSafe évalue Jev avec un taux de précision égal à Claude Sonnet 5 à 0,4 seconde par exemple.","category":"Industrie","source":"MarkTechPost","aggregationSource":"MarkTechPost","pageTitle":"Interprétation des modèles d'IA décisionnelle : TypeSafe Jev comparé à Fastino GLiDE, GLiNER2.5-Decide et aux concurrents open source - Aioga Actualités IA","description":"MarkTechPost analyse la nouvelle catégorie de modèles d'IA décisionnels : le modèle retourne des décisions typées avec probabilités plutôt que de générer du texte. Jev propose une...","url":"https://www.aioga.com/fr/news/d6dkxfl31arzstmc0ho1qrtzu/","contentTranslated":true,"translationStatus":"translated","translationRetryAt":"","translationError":"","sourceHash":"c484725f3b7cd9e7","translatedAt":"2026-10-03T16:50:48.288Z"},"de":{"title":"Interpretation von Entscheidungs-AI-Modellen: TypeSafe Jev im Vergleich zu Fastino GLiDE, GLiNER2.5-Decide und Open-Source-Konkurrenten","summary":"MarkTechPost beleuchtet diese neue Kategorie von Entscheidungs-KI-Modellen: Die Modelle geben typisierte Entscheidungen mit Wahrscheinlichkeiten zurück, statt Text zu generieren. Jev kostet 0,042 $ pro Million Token bei kostenloser Ausgabe; in der TypeSafe-Eigenbewertung erreicht Jev bei 0,4 Sekunden pro Fall die gleiche Genauigkeit wie Claude Sonnet 5.","category":"行业动态","source":"MarkTechPost","aggregationSource":"MarkTechPost","pageTitle":"Interpretation von Entscheidungs-AI-Modellen: TypeSafe Jev im Vergleich zu Fastino GLiDE, GLiNER2.5-Decide und Open-Source-Konkurrenten - Aioga KI-News","description":"MarkTechPost beleuchtet diese neue Kategorie von Entscheidungs-KI-Modellen: Die Modelle geben typisierte Entscheidungen mit Wahrscheinlichkeiten zurück, statt Text zu generieren. J...","url":"https://www.aioga.com/de/news/d6dkxfl31arzstmc0ho1qrtzu/","contentTranslated":true,"translationStatus":"translated","translationRetryAt":"","translationError":"","sourceHash":"c484725f3b7cd9e7","translatedAt":"2026-10-03T16:51:16.970Z"},"pt-BR":{"title":"Análise de modelos de IA para tomada de decisões: TypeSafe Jev em comparação com Fastino GLiDE, GLiNER2.5-Decide e concorrentes de código aberto","summary":"MarkTechPost interpreta a nova categoria de modelos de decisão de IA: o modelo retorna decisões tipificadas com probabilidades em vez de gerar texto. Jev cobra $0,042 por milhão de tokens na entrada e a saída é gratuita, TypeSafe autodeclara que Jev, com 0,4 segundos por exemplo, iguala a precisão do Claude Sonnet 5.","category":"行业动态","source":"MarkTechPost","aggregationSource":"MarkTechPost","pageTitle":"Análise de modelos de IA para tomada de decisões: TypeSafe Jev em comparação com Fastino GLiDE, GLiNER2.5-Decide e concorrentes de código aberto - Aioga Notícias de IA","description":"MarkTechPost interpreta a nova categoria de modelos de decisão de IA: o modelo retorna decisões tipificadas com probabilidades em vez de gerar texto. Jev cobra $0,042 por milhão de...","url":"https://www.aioga.com/pt-BR/news/d6dkxfl31arzstmc0ho1qrtzu/","contentTranslated":true,"translationStatus":"translated","translationRetryAt":"","translationError":"","sourceHash":"c484725f3b7cd9e7","translatedAt":"2026-10-03T16:56:26.506Z"},"ru":{"title":"Обзор моделей ИИ для принятия решений: сравнение TypeSafe Jev с Fastino GLiDE, GLiNER2.5-Decide и конкурентами с открытым исходным кодом","summary":"MarkTechPost рассматривает новую категорию моделей — ИИ для принятия решений: вместо генерации текста они возвращают типизированные решения с указанием вероятностей. Входные токены Jev стоят $0.042 за миллион, а выходные бесплатны. Согласно собственной оценке TypeSafe, Jev сравнялся с Claude Sonnet 5 по точности, затрачивая 0.4 секунды на пример.","category":"行业动态","source":"MarkTechPost","aggregationSource":"MarkTechPost","pageTitle":"Обзор моделей ИИ для принятия решений: сравнение TypeSafe Jev с Fastino GLiDE, GLiNER2.5-Decide и конкурентами с открытым исходным кодом - Aioga Новости ИИ","description":"MarkTechPost рассматривает новую категорию моделей — ИИ для принятия решений: вместо генерации текста они возвращают типизированные решения с указанием вероятностей. Входные токены...","url":"https://www.aioga.com/ru/news/d6dkxfl31arzstmc0ho1qrtzu/","contentTranslated":true,"translationStatus":"translated","translationRetryAt":"","translationError":"","sourceHash":"c484725f3b7cd9e7","translatedAt":"2026-10-03T16:55:59.261Z"},"ar":{"title":"تفسير نماذج ذكاء الأعمال: TypeSafe Jev مقارنة بـ Fastino GLiDE و GLiNER2.5-Decide والمنافسين المفتوحين","summary":"تستعرض MarkTechPost فئة جديدة من نماذج الذكاء الاصطناعي لاتخاذ القرار: إذ تُرجع النماذج قرارات مُنمَّطة مصحوبة باحتمالات بدلًا من توليد النصوص. تبلغ تكلفة إدخال Jev ‏$0.042 لكل مليون رمز، بينما الإخراج مجاني. وفي التقييم الذاتي لـ TypeSafe، حقق Jev دقة تضاهي Claude Sonnet 5، بمعدل 0.4 ثانية لكل حالة.","category":"行业动态","source":"MarkTechPost","aggregationSource":"MarkTechPost","pageTitle":"تفسير نماذج ذكاء الأعمال: TypeSafe Jev مقارنة بـ Fastino GLiDE و GLiNER2.5-Decide والمنافسين المفتوحين - Aioga أخبار الذكاء الاصطناعي","description":"تستعرض MarkTechPost فئة جديدة من نماذج الذكاء الاصطناعي لاتخاذ القرار: إذ تُرجع النماذج قرارات مُنمَّطة مصحوبة باحتمالات بدلًا من توليد النصوص. تبلغ تكلفة إدخال Jev ‏$0.042 لكل ملي...","url":"https://www.aioga.com/ar/news/d6dkxfl31arzstmc0ho1qrtzu/","contentTranslated":true,"translationStatus":"translated","translationRetryAt":"","translationError":"","sourceHash":"c484725f3b7cd9e7","translatedAt":"2026-10-03T16:56:34.262Z"},"hi":{"title":"निर्णय AI मॉडल विश्लेषण: TypeSafe Jev बनाम Fastino GLiDE, GLiNER2.5-Decide और ओपन-सोर्स प्रतिस्पर्धी","summary":"MarkTechPost ने निर्णय AI मॉडल की इस नई श्रेणी की व्याख्या की: मॉडल टेक्स्ट उत्पन्न करने के बजाय संभावना के साथ वर्गीकृत निर्णय लौटाता है। Jev इनपुट के लिए $0.042/मिलियन टोकन चार्ज करता है और आउटपुट मुफ्त है, TypeSafe की आत्म-मूल्यांकन में Jev ने 0.4 सेकंड प्रति उदाहरण की सटीकता के साथ Claude Sonnet 5 का स्तर प्राप्त किया।","category":"行业动态","source":"MarkTechPost","aggregationSource":"MarkTechPost","pageTitle":"निर्णय AI मॉडल विश्लेषण: TypeSafe Jev बनाम Fastino GLiDE, GLiNER2.5-Decide और ओपन-सोर्स प्रतिस्पर्धी - Aioga AI समाचार","description":"MarkTechPost ने निर्णय AI मॉडल की इस नई श्रेणी की व्याख्या की: मॉडल टेक्स्ट उत्पन्न करने के बजाय संभावना के साथ वर्गीकृत निर्णय लौटाता है। Jev इनपुट के लिए $0.042/मिलियन टोकन चार्ज...","url":"https://www.aioga.com/hi/news/d6dkxfl31arzstmc0ho1qrtzu/","contentTranslated":true,"translationStatus":"translated","translationRetryAt":"","translationError":"","sourceHash":"c484725f3b7cd9e7","translatedAt":"2026-10-03T17:01:51.050Z"},"it":{"title":"Interpretazione del modello di IA decisionale: TypeSafe Jev a confronto con Fastino GLiDE, GLiNER2.5-Decide e concorrenti open source","summary":"MarkTechPost analizza la nuova categoria dei modelli di IA decisionali: i modelli restituiscono decisioni tipizzate con probabilità anziché testo generato. Jev costa $0.042 per milione di token in input, mentre l’output è gratuito; nell’autovalutazione di TypeSafe, Jev ha raggiunto l’accuratezza di Claude Sonnet 5 impiegando 0.4 secondi per caso.","category":"行业动态","source":"MarkTechPost","aggregationSource":"MarkTechPost","pageTitle":"Interpretazione del modello di IA decisionale: TypeSafe Jev a confronto con Fastino GLiDE, GLiNER2.5-Decide e concorrenti open source - Aioga Notizie IA","description":"MarkTechPost analizza la nuova categoria dei modelli di IA decisionali: i modelli restituiscono decisioni tipizzate con probabilità anziché testo generato. Jev costa $0.042 per mil...","url":"https://www.aioga.com/it/news/d6dkxfl31arzstmc0ho1qrtzu/","contentTranslated":true,"translationStatus":"translated","translationRetryAt":"","translationError":"","sourceHash":"c484725f3b7cd9e7","translatedAt":"2026-10-03T17:01:50.295Z"},"nl":{"title":"Beslissings-AI-modelanalyse: TypeSafe Jev vergeleken met Fastino GLiDE, GLiNER2.5-Decide en open source concurrenten","summary":"MarkTechPost legt de nieuwe categorie beslissings-AI-modellen uit: modellen geven typebeslissingen met waarschijnlijkheid terug in plaats van tekst te genereren. Jev rekent $0,042 per miljoen tokens voor invoer en uitvoer is gratis, TypeSafe beoordeelt zichzelf en stelt dat Jev een nauwkeurigheid van 0,4 seconden per voorbeeld bereikt, gelijk aan Claude Sonnet 5.","category":"行业动态","source":"MarkTechPost","aggregationSource":"MarkTechPost","pageTitle":"Beslissings-AI-modelanalyse: TypeSafe Jev vergeleken met Fastino GLiDE, GLiNER2.5-Decide en open source concurrenten - Aioga AI-nieuws","description":"MarkTechPost legt de nieuwe categorie beslissings-AI-modellen uit: modellen geven typebeslissingen met waarschijnlijkheid terug in plaats van tekst te genereren. Jev rekent $0,042...","url":"https://www.aioga.com/nl/news/d6dkxfl31arzstmc0ho1qrtzu/","contentTranslated":true,"translationStatus":"translated","translationRetryAt":"","translationError":"","sourceHash":"c484725f3b7cd9e7","translatedAt":"2026-10-03T17:01:56.824Z"},"tr":{"title":"Karar Yapay Zekâsı Modellerinin İncelenmesi: TypeSafe Jev ile Fastino GLiDE, GLiNER2.5-Decide ve Açık Kaynaklı Rakiplerinin Karşılaştırması","summary":"MarkTechPost, Karar AI modeli olarak bu yeni kategoriyi yorumluyor: Model, metin üretmek yerine olasılık içeren türlenmiş kararlar döndürüyor. Jev, girdi başına $0,042/milyon token ücret alıyor ve çıktısı ücretsiz; TypeSafe kendi değerlendirmesinde Jev’in örnek başına 0,4 saniyede Claude Sonnet 5 ile aynı doğrulukta olduğunu belirtiyor.","category":"行业动态","source":"MarkTechPost","aggregationSource":"MarkTechPost","pageTitle":"Karar Yapay Zekâsı Modellerinin İncelenmesi: TypeSafe Jev ile Fastino GLiDE, GLiNER2.5-Decide ve Açık Kaynaklı Rakiplerinin Karşılaştırması - Aioga AI Haberleri","description":"MarkTechPost, Karar AI modeli olarak bu yeni kategoriyi yorumluyor: Model, metin üretmek yerine olasılık içeren türlenmiş kararlar döndürüyor. Jev, girdi başına $0,042/milyon token...","url":"https://www.aioga.com/tr/news/d6dkxfl31arzstmc0ho1qrtzu/","contentTranslated":true,"translationStatus":"translated","translationRetryAt":"","translationError":"","sourceHash":"c484725f3b7cd9e7","translatedAt":"2026-10-03T17:07:20.495Z"},"vi":{"title":"Giải thích mô hình AI ra quyết định: TypeSafe Jev so sánh với Fastino GLiDE, GLiNER2.5-Decide và các đối thủ nguồn mở","summary":"MarkTechPost giải thích về dòng sản phẩm AI quyết định này: mô hình trả về quyết định được phân loại kèm xác suất thay vì tạo văn bản. Jev đầu vào $0,042/triệu token và đầu ra miễn phí, TypeSafe tự đánh giá Jev có độ chính xác bằng Claude Sonnet 5 với 0,4 giây mỗi ví dụ.","category":"行业动态","source":"MarkTechPost","aggregationSource":"MarkTechPost","pageTitle":"Giải thích mô hình AI ra quyết định: TypeSafe Jev so sánh với Fastino GLiDE, GLiNER2.5-Decide và các đối thủ nguồn mở - Tin tức AI Aioga","description":"MarkTechPost giải thích về dòng sản phẩm AI quyết định này: mô hình trả về quyết định được phân loại kèm xác suất thay vì tạo văn bản. Jev đầu vào $0,042/triệu token và đầu ra miễn...","url":"https://www.aioga.com/vi/news/d6dkxfl31arzstmc0ho1qrtzu/","contentTranslated":true,"translationStatus":"translated","translationRetryAt":"","translationError":"","sourceHash":"c484725f3b7cd9e7","translatedAt":"2026-10-03T17:07:52.921Z"},"id":{"title":"Analisis Model AI Pengambilan Keputusan: TypeSafe Jev dibandingkan dengan Fastino GLiDE, GLiNER2.5-Decide, dan pesaing sumber terbuka","summary":"MarkTechPost mengulas kategori produk baru AI model keputusan ini: model mengembalikan keputusan bertipe dengan probabilitas daripada menghasilkan teks. Jev mengenakan biaya $0,042/ juta token untuk input dan outputnya gratis, TypeSafe menilai sendiri bahwa Jev dengan akurasi 0,4 detik per kasus menyamai Claude Sonnet 5.","category":"行业动态","source":"MarkTechPost","aggregationSource":"MarkTechPost","pageTitle":"Analisis Model AI Pengambilan Keputusan: TypeSafe Jev dibandingkan dengan Fastino GLiDE, GLiNER2.5-Decide, dan pesaing sumber terbuka - Berita AI Aioga","description":"MarkTechPost mengulas kategori produk baru AI model keputusan ini: model mengembalikan keputusan bertipe dengan probabilitas daripada menghasilkan teks. Jev mengenakan biaya $0,042...","url":"https://www.aioga.com/id/news/d6dkxfl31arzstmc0ho1qrtzu/","contentTranslated":true,"translationStatus":"translated","translationRetryAt":"","translationError":"","sourceHash":"c484725f3b7cd9e7","translatedAt":"2026-10-03T17:07:19.198Z"},"th":{"title":"การตีความโมเดล AI ด้านการตัดสินใจ: TypeSafe Jev เทียบกับ Fastino GLiDE, GLiNER2.5-Decide และคู่แข่งแบบโอเพนซอร์ส","summary":"MarkTechPost วิเคราะห์หมวดหมู่สินค้าใหม่ของโมเดล AI การตัดสินใจ: โมเดลให้การตัดสินใจแบบมีประเภทพร้อมความน่าจะเป็นแทนการสร้างข้อความ Jev ป้อนข้อมูล $0.042/ล้าน token และการส่งออกฟรี ในการประเมินตนเอง TypeSafe Jev มีความแม่นยำเท่ากับ Claude Sonnet 5 ที่ 0.4 วินาทีต่อกรณี","category":"行业动态","source":"MarkTechPost","aggregationSource":"MarkTechPost","pageTitle":"การตีความโมเดล AI ด้านการตัดสินใจ: TypeSafe Jev เทียบกับ Fastino GLiDE, GLiNER2.5-Decide และคู่แข่งแบบโอเพนซอร์ส - ข่าว AI Aioga","description":"MarkTechPost วิเคราะห์หมวดหมู่สินค้าใหม่ของโมเดล AI การตัดสินใจ: โมเดลให้การตัดสินใจแบบมีประเภทพร้อมความน่าจะเป็นแทนการสร้างข้อความ Jev ป้อนข้อมูล $0.042/ล้าน token และการส่งออกฟรี...","url":"https://www.aioga.com/th/news/d6dkxfl31arzstmc0ho1qrtzu/","contentTranslated":true,"translationStatus":"translated","translationRetryAt":"","translationError":"","sourceHash":"c484725f3b7cd9e7","translatedAt":"2026-10-03T17:13:04.312Z"},"pl":{"title":"Interpretacja modeli AI w podejmowaniu decyzji: TypeSafe Jev w porównaniu z Fastino GLiDE, GLiNER2.5-Decide i otwartoźródłowymi konkurentami","summary":"MarkTechPost interpretuje nową kategorię modeli AI do podejmowania decyzji: model zwraca typowe decyzje z prawdopodobieństwem, zamiast generować tekst. Jev ma wejście po 0,042 USD/na milion tokenów, a wyjście jest bezpłatne, TypeSafe ocenia, że Jev osiąga dokładność równą Claude Sonnet 5 przy 0,4 sekundy na przypadek.","category":"行业动态","source":"MarkTechPost","aggregationSource":"MarkTechPost","pageTitle":"Interpretacja modeli AI w podejmowaniu decyzji: TypeSafe Jev w porównaniu z Fastino GLiDE, GLiNER2.5-Decide i otwartoźródłowymi konkurentami - Aioga Wiadomości AI","description":"MarkTechPost interpretuje nową kategorię modeli AI do podejmowania decyzji: model zwraca typowe decyzje z prawdopodobieństwem, zamiast generować tekst. Jev ma wejście po 0,042 USD/...","url":"https://www.aioga.com/pl/news/d6dkxfl31arzstmc0ho1qrtzu/","contentTranslated":true,"translationStatus":"translated","translationRetryAt":"","translationError":"","sourceHash":"c484725f3b7cd9e7","translatedAt":"2026-10-03T17:13:10.204Z"}},"evidenceTier":"verified-news","reviewStatus":"automated-ingest","indexable":true,"editorialCover":""}}