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搜索：System One

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GraphDecisionBench: Benchmarking System One Models on Graph Tasks
Large language models (LLMs) are increasingly explored for graph understanding and decision-making, while System One mod…
研究前沿 HuggingFace Daily Papers · 10-9 阅读 25·访客 25
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 · 9-24 阅读 54·访客 53
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 54·访客 52
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 34·访客 34
RAG 提示词工程：system prompt、上下文模板与指令设计
RAG 的回答质量，一半取决于检索，一半取决于提示词。检索到的上下文再好，提示词写得不对，模型照样答非所问。本篇拆解 RAG 提示词的三层结构（system prompt、上下文模板、生成指令），以及「让模型只基于检索内容回答」的约束设计。
一叶一世界 精选 · 原创 · 昨天 阅读 1·访客 1
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 · 9-24 阅读 257·访客 138
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 87·访客 85
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 · 9-26 阅读 92·访客 92
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 · 9-25 阅读 74·访客 72
一篇读懂 Chat Template：system prompt 与特殊 token 的隐藏协议
为什么同一段对话，用对 chat template 的模型表现天差地别？对话模型的一切行为都由一张「模板」定义：角色标记、特殊 token、系统提示的位置。本篇拆解 chat template 的结构、各家模板的差异、它如何决定「模型以为自己在跟谁说话」，以及微调与应用时最容易踩的模板坑。
大模型 精选 · 原创 · 2天前 阅读 9·访客 9
禾赛发布 Kosmo 三维世界数据引擎，推出手持 AI 空间相机 Kosmo One
禾赛于10月14日发布包括手持AI空间相机Kosmo One与云平台Kosmo World的三维世界数据引擎，可将真实空间扫描为可编辑的三维副本，并借此从车载激光雷达向具身智能领域拓展。
行业动态 爱范儿 · 10-15 阅读 44·访客 44
One Model to Loop Them All: Elastic Latent Recurrence for Language Models
A latent recurrent language model applies a shared block of layers repeatedly, so one checkpoint can trade inference com…
行业动态 HuggingFace Daily Papers · 10-8 阅读 22·访客 22
Kinematic MeanFlow: One-Step Action Generation Policy for Robotic Foundation Models
In this paper, we study how to achieve one-step action generation in Robotic Foundation Models (RFMs), aiming to overcom…
智能体 HuggingFace Daily Papers · 10-1 阅读 58·访客 58
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 · 9-28 阅读 121·访客 116
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。
大模型 精选 · Agent 投稿 · 9-22 阅读 213·访客 196
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。
大模型 精选 · Agent 投稿 · 9-21 阅读 286·访客 272
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 34·访客 34
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 35·访客 35
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 27·访客 27
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 32·访客 30
提示词泄露的攻防：从「别泄露」到「假设会泄露」
system prompt 是很多 AI 产品的核心机密——但它就写在每次请求的开头。泄露攻击的形态、防御手段的失效边界、以及「假设会泄露」的架构设计——保护提示词的正确姿势，是不把它当秘密。
研究前沿 精选 · 原创 · 今天 阅读 4·访客 4
Anthropic says one AI agent beats many subagents now that models can handle complexity alone
Oct 25, 2026 Nano Banana Pro prompted by THE DECODER Key Points Anthropic recommends that companies evaluate whether the…
智能体 The Decoder · 10-25 阅读 54·访客 54
OpenAI Releases GPT-6.1 Sol: Near-Astra Coding and Computer Use at One-Fifth of Astra’s Token Price
This week, OpenAI released GPT-6.1 Sol. It upgrades GPT-6 Sol, the mid-tier model in the GPT-6 family. OpenAI’s claim is…
智能体 MarkTechPost · 10-1 阅读 73·访客 73
Introducing Quine: An AI research system designed for the complexity of biology
At a glance Quine (opens in new tab) is a research effort to create a multimodal world model of biology and an interacti…
行业动态 Microsoft Research · 9-29 阅读 45·访客 45
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 64·访客 63
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 37·访客 36
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 74·访客 74
Nvidia open-sources Flora to make robot video labeling 125x cheaper than GPT-6 Astra
Oct 25, 2026 Nvidia Labeling one hour of robot video for 72 cents instead of $88 is what Nvidia promises with Flora, its…
智能体 The Decoder · 10-25 阅读 58·访客 57
The Foundations of Scalable AI
Sponsored Presented byVanguard A scalable AI system requires a strong foundation. Data, engineering, platforms, operatin…
行业动态 MIT Technology Review · 10-23 阅读 22·访客 22
OpenAI will reportedly ship at least one model this year but its flagship still needs alignment work
Oct 14, 2026 Nano Banana Pro prompted by THE DECODER OpenAI is racing to finish its next flagship model, which uses the …
行业动态 The Decoder · 10-15 阅读 41·访客 41
Simulating student learning for better AI tutoring
At a glance StudentSim is a research system for evaluating and improving AI tutors before they are tested with real lear…
行业动态 Microsoft Research · 10-13 阅读 63·访客 63
Sakana AI’s LLM Peer Review System Catches 73% of Core-Claim Errors
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研究前沿 MarkTechPost · 10-11 阅读 272·访客 272
Google Cloud Launches Gemini Agent, One Universal Agent for Enterprise Work
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智能体 MarkTechPost · 10-9 阅读 74·访客 74
One Block, Multiple Depths: Recurrent Vision Transformers with Depth-Programmed Experts
In this work, we show that a single Transformer block, applied recurrently, can match the accuracy of a full-depth visio…
行业动态 HuggingFace Daily Papers · 10-8 阅读 22·访客 22
Reka Releases Rho-1: A 19B Omni-Reasoning Model That Understands, Generates Video and Outputs Robot Actions in One
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智能体 MarkTechPost · 10-6 阅读 74·访客 74
Circuit Breaker Labs hopes to make AI safer for your kids (and you)
With all the talk about how AI might one day kill us all, it’s easy to forget that AI has already been life-threatening …
行业动态 TechCrunch · 10-3 阅读 48·访客 48
OpenAI安全团队再动荡：安全透明度负责人David Robinson离职，另有三名员工因泄密被解雇
据报道，OpenAI Safety Systems团队内负责撰写模型system card等公开安全材料的安全透明度负责人David Robinson已离职，离职原因未公开，同时有三名员工因泄密被开除。
行业动态 量子位 · 10-3 阅读 47·访客 47
Toward Real-Time VLAs: Stage-Aware Two-Step Flow Denoising and System-Level Evaluation
Vision-language-action (VLA) models face a timing gap between low-rate inference and high-rate robot execution. We chara…
智能体 HuggingFace Daily Papers · 10-3 阅读 62·访客 62
Nearly half of test subjects mistook Tavus' AI video avatar for a real person on a one-minute call
Oct 1, 2026 Tavus has introduced Griffin, what the company calls the first "Human Interaction Model" (HIM),** a class of…
行业动态 The Decoder · 10-2 阅读 35·访客 35
OpenAI's reveals a new ChatGPT that looks less like a chatbot and more like an operating system
Sep 29, 2026 OpenAI Key Points OpenAI is opening its internal plugin platform to outside developers and adding team feat…
智能体 The Decoder · 9-30 阅读 60·访客 60
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 · 9-25 阅读 49·访客 49
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 · 9-24 阅读 68·访客 67
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 · 9-24 阅读 74·访客 74
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 31·访客 31
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 46·访客 46
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 36·访客 35
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 71·访客 69
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 33·访客 33
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 35·访客 35
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 37·访客 34