Exact risk analysis finds students inherit teacher bias
On 231,521 CFPB complaints, outcome-trained students beat the teacher's decision cost by 8%.
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- Mentions · 7d0
- Mentions · 30d6
- All mentions22
- First seenSep 16, 2026
- Last mentioned13d ago
Timeline
22 articles · newest firstAI Decision Models and Their Impact on AI SOC Platforms
Decision models from TypeSafe, OpenAI, and Cribl offer scored answers aimed at SOC alert triage.
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Jev as a judge: How counterfeit policy steers Jev
Datadog tests whether prompt injection can steer TypeSafe’s Jev and bypass LangChain tool-risk gating.
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[AINews] TypeSafe/Jev at >$100M ARR, $7.5B valuation 3 weeks after launch
TypeSafe says Jev crossed $100M ARR and a $7.5B valuation three weeks after launch as rivals ship decision models.
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The maker of non-text AI model Jev valued at $7.5B just weeks after launch
TypeSafe AI raised $870 million at a $7.5 billion valuation weeks after launching decision model Jev.
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llm-openai-decisions 0.1a0
Simon Willison released llm-openai-decisions 0.1a0, a plugin for OpenAI's new Decisions API.
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Decision AI Models Explained: TypeSafe Jev vs Fastino GLiDE, GLiNER2.5-Decide and Open-Source Competitors
TypeSafe's Jev and rivals return calibrated choices and scores instead of text, at much lower cost and latency.
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OpenAI’s Jev clone could help the frontier lab stop its swarming agents
OpenAI previewed a Decisions API resembling TypeSafe's Jev for fast, cheap classification of agent actions.
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670 Jev Domains Registered After Launch as Fake AI Marketplaces Target Users
About 670 lookalike Jev domains appeared days after launch, with fake shops marking up API access.
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20 Agentic Use Cases of TypeSafe AI’s Jev
TypeSafe AI launched Jev, a closed decision model that returns typed, calibrated choices for agent loops.
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Jevmem – automatic project memory for Claude Code, built on Jev
Jevmem adds automatic project memory to Claude Code, built on the Jev memory layer.
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Show HN: Jev Plays Pokémon Red
A Show HN page lets an AI named Jev play Pokémon Red, alongside a Frigade advertisement.
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What Is RLCD? The Secret Behind Jev
A blog explains Jev's RLCD as calibrated multiway Plackett-Luce preference modeling rather than scalar rewards.
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Nokia Open-Sources AnyJev: A Training-Free Layer That Turns Any Open LLM Into a Calibrated Decision Model
Nokia open-sources AnyJev, a training-free library that converts any open LLM into a calibrated decision model for classification tasks.
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Jev – a curation of Jev demos on X, tools, skills, and integrations
A Hacker News post links a GitHub curation of Jev demos, tools, skills, and integrations.
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Jev introduces a new shape of LLM - System One, aka Decision Models
TypeSafe AI introduces Jev, a new LLM category that returns numeric decisions for yes/no questions, ratings, and confidence scores.
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Muse, Meta's extraordinarily privileged AI assistant, has a serious 0-day
Meta's AI assistant Muse has a serious zero-day vulnerability allowing app and terminal commands to control its account token.
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TypeSafe AI Releases Jev: A System One Model That Returns Typed, Calibrated Decisions Instead of Text
TypeSafe AI launched Jev, a transformer-based 'System One' model API returning typed, calibrated decisions with probabilities, claiming 193x faster and 445x cheaper than LLMs.
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Laya the open source version of Jev
Convai Innovations released Laya, an open-source Apache 2.0 family of non-autoregressive decision models claiming 6-8x faster inference than TypeSafe AI's Jev.
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A new kind of AI model from a ChatGPT inventor is thrilling developers
TypeSafe AI, founded by ex-OpenAI RLHF inventor Diogo Almeida, released Jev, a non-LLM transformer outputting calibrated probabilities for cheap software automation.
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[AINews] not much happened today
Latent Space AI news digest covers Anthropic's Claude Code Projects, Google's managed agent APIs, TypeSafe's Jev classifier, and OpenAI's Astra for Law launch.
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Former OpenAI researcher builds an AI model that judges options instead of writing text
TypeSafe AI launches Jev, a judgment-only model built by ex-OpenAI staff that classifies inputs with 70-500 ms latency instead of generating text.
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Appears with
- TypeSafe AIvendor · 11
- Jevai model · 10
- TypeSafe AIorganization · 7
- Vercelorganization · 6
- OpenAIvendor · 6
- OpenAIorganization · 5
- TypeSafevendor · 4
- Claude Codeproduct · 4
- OpenRouterorganization · 3
- Decisions APIproduct · 3
- Vercelvendor · 3
- GPT-6 Astraai model · 3
- Cloudflarevendor · 3
- LangChainorganization · 3
- Codexproduct · 3
- Hugging Facevendor · 2
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