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搜索：System One

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A Coding Guide to TypeSafe AI Jev: Typed Decisions, Calibrated Confidence, and Speculative Fan-Out with a System One Model
In this **tutorial**, we work with **Jev**, TypeSafe AI’s first System One model, which does not generate text at all: w…
行业动态 MarkTechPost 5天前 阅读 18 · 访客 17
TypeSafe AI Releases Jev: A System One Model That Returns Typed, Calibrated Decisions Instead of Text
TypeSafe AI released Jev, a System One model that answers typed questions with probabilities instead of generating text.…
行业动态 MarkTechPost 9-20 阅读 26 · 访客 24
ImIR: Image-Instruction Tuning for All-in-One Image Restoration
Degradations vary widely across images, so a practical restoration system has to handle many degradation types with one …
行业动态 HuggingFace Daily Papers 9-21 阅读 5 · 访客 5
Contrastive-LM Releases CLM-8B: An Open System One Model That Scores Agent Actions Up to 9× Faster Than Jev
Contrastive-LM has released CLM-8B, the first open model in a new class called Contrastive Language Models (CLMs). CLM d…
智能体 MarkTechPost 5天前 阅读 161 · 访客 45
Jev-Mem: System-One-Controlled Agentic Memory for Efficient AI Agents
Agentic memory is becoming essential for long-horizon AI agents, yet many existing systems rely on autoregressive LLMs t…
智能体 HuggingFace Daily Papers 9-21 阅读 21 · 访客 20
Nvidia's SoL-Pi system cuts coding agent token usage nearly in half by optimizing the harness
Sep 26, 2026 Nano Banana Pro prompted by THE DECODER A new Nvidia paper describes a system that automatically optimizes …
智能体 The Decoder 3天前 阅读 13 · 访客 13
Anthropic says Claude discovered a new enzyme system, but CRISPR researchers call it routine genome mining
Manuel Uth Sep 24, 2026 Anthropic's AI model Claude found a previously unknown enzyme system in DNA databases, doing mos…
大模型 The Decoder 4天前 阅读 35 · 访客 33
20 Agentic Use Cases of TypeSafe AI’s Jev
Last week, TypeSafe AI released Jev, its first **System One model**. Founder Diogo Almeida previously worked at OpenAI o…
智能体 MarkTechPost 昨天 阅读 5 · 访客 5
Jev 深度使用手册：State 设计、三种原语、置信度阈值与九类失败模式
一份可直接照做的 Jev 实操手册（2026-09-22）：从 state/questions/answers 三件套与 Choice/Score/Noul 三种原语讲起，给出 state 设计、置信度三档路由与阈值标定，Speculative fan-out 与 Composite scoring 两大模式，四个生产级配方（客服分诊 / Agent 工具护栏 / 模型路由 / 上下文压缩），并逐条拆解官方披露的九类失败模式，附成本、限流、版本管理与一页速查表。
原创 大模型 Agent 投稿 精选 · 9-22 阅读 120 · 访客 109
不说话的模型，正在接管 Agent 的 80% 决策：Jev 深度拆解
TypeSafe AI 的 Jev 全面开放，注册即得 5 美元额度（约 1.2 亿输入 Token），输出 Token 永久免费。本文拆解它的技术原理（非自回归 + 并行采样 + RLCD 概率校准）、五类落地场景的一线数据、48 小时内爆发的开源复现生态，以及第三方实测暴露的准确率与阈值抖动问题，最后给出可执行的 Agent 改造清单。
原创 大模型 Agent 投稿 精选 · 9-21 阅读 147 · 访客 136
Open or closed AI? Nvidia’s Nader Khalil and Sydney Sykes take on one of the decisions shaping next-gen startups at TechCrunch Disrupt 2026
Nvidia's Nader Khalil and Sydney Sykes discuss one of the decisions shaping next-gen startups on the Builders Stage at T…
行业动态 TechCrunch 9-18 阅读 7 · 访客 7
Meta One 订阅服务上线：专为“AI 重度用户”、创作者、商业用户准备，最高档每月 499 美元
IT之家 9 月 15 日消息，Meta 今天（15 日）晚间宣布上线的 Meta One 套餐，把 Facebook、Instagram 和 WhatsApp 等独立订阅与更高的 AI 使用额度打包销售，面向“AI 重度用户”及创作者、商…
行业动态 IT之家 9-15 阅读 10 · 访客 10
Competence-Gated Pooling of Language Models and Priors for Event Forecasting
In hybrid forecasting, a language model is often one of several available signals. A system may already have a market, c…
行业动态 HuggingFace Daily Papers 9-10 阅读 9 · 访客 9
UniH^3: Unifying Hierarchical Homogeneity and Heterogeneity for All-in-One Medical Image Restoration
All-in-One medical image restoration (MedIR) aims to address diverse tasks across modalities and degradation types using…
行业动态 HuggingFace Daily Papers 9-10 阅读 9 · 访客 7
One to More, More to One: Category-Aware Iterative Expert Training for Software Engineering Agents
Repository-level software engineering (SWE) comprises heterogeneous task categories, whose progress under pooled agentic…
智能体 HuggingFace Daily Papers 9-20 阅读 5 · 访客 5
GPT-6 Astra crushes Pokemon, Factorio, and Fallout 3 then spirals into Minecraft potato farming after one bad Creeper
OpenAI's GPT-6 Astra shows a sharp jump in video games. Pokemon FireRed in 18 hours instead of 96, plus completions in F…
大模型 The Decoder 9-17 阅读 13 · 访客 12
Generalized Agent Iteration: One Formal Framework for Iterative Policy Improvement and Recursive Self-Improvement
When we speak of recursive self-improvement (RSI), are we speaking of a phenomenon, a mechanism, or a prospect? Towards …
智能体 HuggingFace Daily Papers 9-11 阅读 12 · 访客 12
Google Photos ‘Clueless’-inspired virtual closet is now available on Android and iOS
Google’s new AI-powered feature that turns photos of your outfits into a virtual closet — one seemingly inspired by Cher…
行业动态 TechCrunch 4天前 阅读 24 · 访客 24
Shield AI, Waabi, and General Motors on building AI when failure is not an option at TechCrunch Disrupt 2026
An AI chatbot can give you a bad answer. An AI system controlling an aircraft, vehicle, or robot can create an entirely …
智能体 TechCrunch 5天前 阅读 6 · 访客 6
NVIDIA Releases Nemotron 3 Diarization: A 100M-Parameter Open-Weight Model That Tracks 8 Speakers in Real Time
NVIDIA has released Nemotron 3 Diarization, an open-weight speaker diarization model on Hugging Face. It answers one que…
行业动态 MarkTechPost 5天前 阅读 45 · 访客 45
All-in-One Multilingual Scene Text Recognition with Script-aware Mixture-of-Experts
Multilingual scene text recognition (STR) remains challenging due to the scarcity of training data for most languages an…
行业动态 HuggingFace Daily Papers 9-21 阅读 4 · 访客 4
Anthropic merges Claude chat and Cowork in one interface
Anthropic is initially releasing these features to Pro and Max plan subscribers.]
大模型 TechCrunch 9-17 阅读 27 · 访客 27
An OpenAI model kept slipping prompt injections into its own notes, and researchers still aren't sure why
OpenAI is publishing a framework for systematically reporting AI misalignment and launching it with six reports. In one …
行业动态 The Decoder 9-17 阅读 11 · 访客 10
Agora: Git as Shared Memory for Collective AutoResearch
Autonomous research loops such as AutoResearch show that one coding agent can improve a training setup unattended. Run s…
智能体 HuggingFace Daily Papers 9-16 阅读 10 · 访客 9
Nearly one in five AI researchers already expected an extinction scenario from AI back in 2024
Anthropic researcher Jacob Coxon sparked an intense debate about existential AI risks with a single tweet. OpenAI resear…
行业动态 The Decoder 9-16 阅读 11 · 访客 11
Realtime-Venus: A full-duplex interaction system with asynchronous delegation
Natural interaction in digital and physical environments requires continuous perception and timely responses. Spoken dia…
行业动态 HuggingFace Daily Papers 9-12 阅读 4 · 访客 4
Select, Compress, Reinvest: A Controlled Study of Visual-Token Allocation in Long-Video MLLMs
Long-video language models cannot look at every frame: an hour sampled once per second is 3,600 images, and a system kee…
大模型 HuggingFace Daily Papers 9-3 阅读 14 · 访客 11
AgentKernel: The Trust-Native Agentic Operating System
Modern AI agents routinely cross trust boundaries: they ingest untrusted content, combine it with privileged instruction…
智能体 HuggingFace Daily Papers 8-29 阅读 1 · 访客 1
Every AI lab thinks it's the responsible one, and safety researcher Ryan Greenblatt says that's what keeps the arms race going
Sep 28, 2026 Nano Banana Pro prompted by THE DECODER Key Points Researcher Ryan Greenblatt puts the risk of an AI takeov…
行业动态 The Decoder 昨天 阅读 1 · 访客 1
MAVI bets on the AI boom creating demand for a new kind of accountant
Molly Liu and Aman Puri are tackling the U.S. accounting shortage from another angle — a global one. On Monday, they ann…
行业动态 TechCrunch 昨天 阅读 1 · 访客 1
Two-thirds of IT leaders report AI results, but few would interrupt the CEO's vacation over them
Sep 26, 2026 Midjourney prompted by THE DECODER The AI bubble debate boils down to one question: Is revenue at AI labs g…
行业动态 The Decoder 2天前 阅读 11 · 访客 11
Researchers plug GPT-6 Astra directly into a robot and let it clean up an unfamiliar kitchen
Sep 27, 2026 Researchers from Stanford and Caltech have built HomeBody,** a system that lets a Unitree G1 robot autonomo…
智能体 The Decoder 2天前 阅读 12 · 访客 12
小团队的大创意，为什么能在 HarmonyOS 7 上变为现实？
1955 年，乐高推出了 System in Play 玩具平台，要点只有一条：任何一块积木都能和其他积木连接。不同套组的积木由此可以自由组合，拼出设计师从未想到的作品。 也许，这正是「技术平台」的魅力所在—— 只要准备好基础能力、定义连接…
行业动态 爱范儿 5天前 阅读 6 · 访客 6
TechCrunch Founder Summit’s agenda revealed: Unlock fundraising, hiring, and AI insights in Boston on November 4
On November 4, **TechCrunch’s Founder Summit** will bring a vital one-day crash course on startup building to Boston’s S…
行业动态 TechCrunch 6天前 阅读 9 · 访客 9
Lawsuit demands OpenAI pay for new school after ChatGPT used in shooting
The families of victims killed in one of the deadliest mass shootings in Canada’s history have already sued OpenAI over …
大模型 Ars Technica 6天前 阅读 11 · 访客 11
Agensh: Scaling Organizational Intelligence to 1,024 Agents
A multi-agent system can reduce latency on complex tasks by executing work concurrently. Several pioneering harness fram…
智能体 HuggingFace Daily Papers 9-22 阅读 5 · 访客 5
Muse, Meta's extraordinarily privileged AI assistant, has a serious 0-day
A simple ClickFix attack is only one way to completely hijack the new agent.]
智能体 Ars Technica 9-22 阅读 21 · 访客 21
Meta’s AI agent has been blocked from using Amazon.com
Amazon has its own cohort of foundation models, along with one of the most popular inference platforms on the internet. …
智能体 TechCrunch 9-22 阅读 21 · 访客 21
Circuit Hypernetworks for Quantum-Augmented Diffusion Language Models
Language models can be adapted by changing the computations applied to individual tokens. Quantum circuits offer one suc…
行业动态 HuggingFace Daily Papers 9-21 阅读 4 · 访客 4
Best Voice Cloning APIs in 2026: Speaker Similarity, Consent Checks, and Price per 1M Characters
We cloned one 10-second voice on 7 platforms and ranked them on reference audio, consent, licensing, and cost. The post …
行业动态 MarkTechPost 9-21 阅读 17 · 访客 17
Paragraph Boundaries Are Not White Space:Compression Depth as the Signature of Hierarchical Structure
Standard positional encodings represent position as a one-dimensional reading-order coordinate, but reading order alone …
行业动态 HuggingFace Daily Papers 9-20 阅读 0 · 访客 0
Tilly Norwood’s press tour is going about as well as you’d expect for an AI
In one particularly odd interview, Norwood seems to malfunction and begin speaking Chinese.]
行业动态 TechCrunch 9-19 阅读 7 · 访客 7
Anthropic Launches Claude Code Projects in Beta: Parallel Cloud Sessions That Keep Running After You Close Your Laptop
Anthropic redesigned Projects in Claude Code. The old project was a folder: some files plus one chat. The new one is a s…
智能体 MarkTechPost 9-18 阅读 27 · 访客 27
How Fortell is using AI (and $163M) to crack a hearing aid monopoly
“Why do I have to beg my grandparents to put on their hearing aids, but no one has ever needed to ask me to put on my gl…
行业动态 TechCrunch 9-17 阅读 17 · 访客 17
Prediction-Powered Smoothing and Validation for Disaggregated AI Evaluation
Evaluating an AI system requires disaggregated assessment, as performance varies across domains such as benchmark task t…
智能体 HuggingFace Daily Papers 9-17 阅读 7 · 访客 7
NVIDIA Vera Rubin NVL72 Delivers Leading Performance in MLPerf Inference v6.1 Debut
System performance, efficient infrastructure scaling and continuous software optimization are key levers that determine …
行业动态 NVIDIA Blog 9-16 阅读 10 · 访客 10
TAPe+ML: A Compact Structured Representation for Multi-Task Computer Vision
We present TAPe+ML v3, a compact computer vision system based on TAPe (Theory of Active Perception), a structured repres…
行业动态 HuggingFace Daily Papers 9-15 阅读 12 · 访客 7
Kaininja: Extending Native 3D Generators to the Part Level
Native 3D generators turn one image into a single mesh. TRELLIS.2 and its peers deliver high-fidelity non-watertight geo…
行业动态 HuggingFace Daily Papers 9-14 阅读 14 · 访客 13
The Router Within: Eliciting Native Skill Routing from a Frozen LLM
Skills extend an LLM agent beyond its parametric knowledge, and the gain they promise rests on picking the right one. De…
智能体 HuggingFace Daily Papers 9-14 阅读 13 · 访客 13
Flattening Every Memory Peak in Long-Context Mixture-of-Experts Training
Training a Mixture-of-Experts (MoE) model at long context or large batch size fails as soon as any one component's peak …
行业动态 HuggingFace Daily Papers 9-13 阅读 12 · 访客 12