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从搜索框到 Deep Research：Agentic 检索怎么把一次查询变成一场调查
Google 比 OpenAI 早七周发布 Deep Research，但把「研究计划让用户改批」产品化的也是它——agentic 检索的通用循环是：规划、迭代检索、阅读、反思补漏、交叉验证、带引用报告。本文拆解这个循环的两种实现路线（端到端 RL vs 显式编排），用 BrowseComp 上「裸模型不足 10% vs deep research 51.5%」的差距说明多步浏览行为本身值多少分，也把「慢不等于对」的引用可靠性研究摆上台面。
智能体 精选 · 原创 · 6天前 阅读 59·访客 59
OneSearch-VL: Unified Multimodal Deep Research Agent for Image and Video
Single-image, multi-image, and video deep research require different visual operations but share a workflow of visual gr…
智能体 HuggingFace Daily Papers · 6天前 阅读 7·访客 7
Incremental Open-Ended Deep Research with Structured Harness
Existing Open-Ended Deep Research (OEDR) systems primarily generate reports from scratch, making them inefficient for sc…
行业动态 HuggingFace Daily Papers · 6天前 阅读 3·访客 3
IterSynth: Rethinking Deep Search Agents via Role-Decoupled Iterative Synthesis
Deep search requires LLM agents to decompose complex queries, search for evidence, and synthesize grounded answers, yet …
智能体 HuggingFace Daily Papers · 9-24 阅读 13·访客 13
OmniCapBench: A Deep-Structured Evaluation Framework for Fine-Grained Audio-Visual Captioning
Multimodal large language models (MLLMs) are rapidly evolving toward continuous audio--visual reasoning, creating an urg…
研究前沿 HuggingFace Daily Papers · 6天前 阅读 3·访客 3
Exa Launches Agent Ultra: A Subagent Swarm Deep Research API Built for Exhaustive List Building
Exa has released **Agent Ultra**, the highest effort level of its Exa Agent API. It is built for research that must run …
智能体 MarkTechPost · 9-26 阅读 33·访客 33
Sakana AI hires Jürgen Schmidhuber, inventor of deep learning, world models, and your next ChatGPT update
Sep 24, 2026 Silicon Valley's next big AI idea is probably already sitting in a 1991 paper by Sakana AI's new chief advi…
研究前沿 The Decoder · 9-25 阅读 28·访客 28
Deep Persona: A Psychologically Grounded Architecture and Evaluation Framework for Role-Playing Agents and Simulations
Existing approaches to persona simulation with Large Language Models (LLMs) mostly rely on shallow character description…
智能体 HuggingFace Daily Papers · 9-6 阅读 10·访客 10
英国水果蔬菜营养价值下降最高五成]
Deep Science Ventures 研究人员的一项研究发现，英国水果和蔬菜的营养价值自 1960 年代以来减少最高五成。英国民众现在需要食用两倍数量的蔬菜，才能摄入与 60 年前同等水平的矿物质如钾、镁或铜。许多农作物中几种关键营养…
研究前沿 Solidot · 3天前 阅读 8·访客 8
AI 做数学研究走到了哪一步：奖牌、轰炸与「数学 2.0」之争
从 IMO 奖牌级表现到一次发布 372 项结果引爆抵制，AI 证明在 2026 年接连突破也接连越界。本文梳理 AlphaProof、Gemini Deep Think 与 OpenAI 最新成果、Lean 形式化生态的进展，厘清机器辅助证明当前的能力边界，以及数学社区围绕「数学 2.0」的核心争论。
研究前沿 精选 · 原创 · 4天前 阅读 87·访客 83
Not All Objectives Are Born Equal: Priority-Constrained Descent for Hierarchical Multi-Objective Optimization
Deep learning problems rarely involve objectives that are equal in importance. A primary objective defines the goal, whi…
行业动态 HuggingFace Daily Papers · 9-21 阅读 5·访客 5
StepAudio 3 Realtime Technical Report
Realtime spoken interaction demands deep reasoning, prompt responses, and fluid turn-taking. We present StepAudio 3 Real…
研究前沿 HuggingFace Daily Papers · 9-12 阅读 23·访客 23
MaxKernel: Agentic Kernel Generation for TPUs
Designing and authoring high-performance custom kernels for accelerators is a complex task that requires deep hardware-l…
智能体 HuggingFace Daily Papers · 9-3 阅读 14·访客 13
ShallowStream: Index Shallow then Answer Deep for Streaming Video Understanding
Streaming video understanding is a critical capability for real-world applications, including embodied intelligence, aut…
行业动态 HuggingFace Daily Papers · 9-2 阅读 14·访客 14
WindBorne wins a hefty US Air Force contract for its balloon data
The U.S. Air Force will buy data collected by WindBorne Systems‘ fleet of autonomous weather balloons under a new contra…
行业动态 TechCrunch · 昨天 阅读 4·访客 4
Alibaba Qwen Introduces QwenGyre: Elastic Reinforcement Learning RL for XLong-Horizon Agents
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智能体 MarkTechPost · 昨天 阅读 5·访客 5
Clearing chat history helps AI agents find better solutions
Oct 12, 2026 Nano Banana Pro prompted by THE DECODER Long-running AI research agents can plateau despite additional comp…
智能体 The Decoder · 昨天 阅读 4·访客 4
Microsoft plans to scale its own Maia AI chips to gigawatt levels by 2027
Oct 12, 2026 Microsoft plans to deploy its Azure Maia AI chips at multi-gigawatt scale starting in 2027.** They'll becom…
行业动态 The Decoder · 2天前 阅读 4·访客 4
Meet Cloudflare Clef-omni: A 30B-A3B Multimodal Decision Model for Audio, Video, Image and Text
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行业动态 MarkTechPost · 2天前 阅读 26·访客 26
TechCrunch Mobility: A roadblock clears for self-driving trucks
Welcome back to **TechCrunch Mobility**, your hub for the future of transportation and now, more than ever, the role AI …
行业动态 TechCrunch · 2天前 阅读 22·访客 22
Can the AI industry persuade data center opponents by getting rid of NDAs?
Listen on Apple Podcasts Listen on Spotify Amazon recently followed Microsoft’s lead and said it will no longer use nond…
行业动态 TechCrunch · 2天前 阅读 24·访客 24
TII Releases Falcon-ASR: 1.6B Arabic Speech Model Hits 20.92% WER
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行业动态 MarkTechPost · 2天前 阅读 3·访客 3
AI agent teams waste massive tokens for barely measurable quality gains, research finds
Oct 11, 2026 AI agent teams deliver almost no better results than single agents, research finds.** Evals company Vals AI…
智能体 The Decoder · 3天前 阅读 17·访客 14
OrcaRouter Releases OrcaCyber Zero 1.5 Cybersecurity Model With 1M Context
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行业动态 MarkTechPost · 3天前 阅读 8·访客 8
ArXiv caps submissions at two per month as AI paper flood overwhelms the preprint server
Oct 11, 2026 Nano Banana Pro prompted by THE DECODER arXiv now limits submissions to two papers per person per month bec…
研究前沿 The Decoder · 3天前 阅读 185·访客 185
AI agents overstate their results and remain far from autonomous research, study finds
Manuel Uth Oct 11, 2026 Nano Banana Pro prompted by THE DECODER Results from Epoch AI and Anthropic show that AI models …
智能体 The Decoder · 3天前 阅读 10·访客 9
Sakana AI’s LLM Peer Review System Catches 73% of Core-Claim Errors
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研究前沿 MarkTechPost · 3天前 阅读 60·访客 60
"How much beauty have we lost?" Mathematicians react with shock and disgust as OpenAI bulldozes their field
Oct 10, 2026 Mathematicians worldwide are reacting to OpenAI's mass release of hundreds of claimed proofs. More than a h…
行业动态 The Decoder · 4天前 阅读 26·访客 26
Microsoft AI Releases Microsoft-Decision-1: A Qwen3.5-9B Decision-Scoring Model
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大模型 MarkTechPost · 4天前 阅读 36·访客 36
Nace AI Open-Sources Drex 1.5: A 9B Decision Model That Scores Options, Not Text
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智能体 MarkTechPost · 4天前 阅读 14·访客 14
Alibaba Qwen Releases Qwen-Image-2.1-Turbo, an 8-Step 7B Image Model
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大模型 MarkTechPost · 4天前 阅读 6·访客 6
AI 开始发现新数学了吗：从 FunSearch 到 AlphaEvolve
从 FunSearch 把 cap set 下界从 496 推到 512，到 AlphaEvolve 五十六年来首次改进 4×4 矩阵乘法，再到陶哲轩带着 AlphaEvolve 一次测了 67 个问题——AI 正在从「解出已知的题」走向「产出人类未知的新构造」。本文梳理这条机器发现路线的方法演进与代表结果，也整理 METR 与陶哲轩本人最直接的质疑：这到底是数学发现，还是高级暴力搜索。
研究前沿 精选 · 原创 · 4天前 阅读 97·访客 93
2026 年 10 月旗舰大模型横评：GPT-6、Claude、Gemini 与国产四强怎么选
GPT-6 全量推送与 Claude Haiku 5.5 降价撞在同一周。本文横评 GPT-6、Claude、Gemini 3.1 与 GLM-5.3、DeepSeek V4-Pro、Kimi K3、Qwen3.8-Max 的能力、上下文、API 定价与订阅方案，给出分场景选型建议，价格均截至 2026-10-10。
大模型 精选 · 原创 · 4天前 阅读 197·访客 181
AI 数学能力到底怎么测：基准、污染与「会考试不等于会研究」
FrontierMath 发布时最好的模型不到 2%，一年半后最高分冲到约 52%；可同一时期，GSM1k 证明部分模型的高分有背题成分，FrontierMath v2 修正了四成多题目，25 位菲尔兹奖得主联名批评「竞逐名题」。本文梳理数学评测五年演进、数据污染的实锤机制、FrontierMath 资助风波，以及 2026 年评测范式向证明题与开放问题的转向。
研究前沿 精选 · 原创 · 4天前 阅读 80·访客 78
机器学习简史（二）：反向传播与统计学习的中场三十年
深度学习不是 2012 年凭空出现的——1986 年反向传播论文就登上了 Nature，LeCun 的 LeNet 在 1990 年代替银行处理了一成支票。但同期的 SVM 凭理论保证把神经网络压到学科边缘，「两种文化」之争贯穿整个中场。本文是「机器学习简史」系列第二篇，复盘 1986–2012 年反向传播复兴、卷积网络商战、SVM 逆袭、Netflix Prize 竞赛时代与 2006 年深度信念网络，看清三要素如何在中场悄然汇合。
研究前沿 精选 · 原创 · 4天前 阅读 39·访客 39
机器学习简史（三）：AlexNet 点火，深度学习黄金五年
2012 年 10 月，一个用两块游戏显卡训练了五六天的神经网络，把 ImageNet 图像识别错误率从 26% 砍到 15%，整个领域为之改宗。此后五年：ResNet 越过人眼基准、注意力机制埋下 Transformer 的种子、AlphaGo 4:1 击败李世石让全世界重新认识机器学习。本文是「机器学习简史」系列第三篇，用一手论文数据复盘深度学习的黄金五年，也不回避这五年里的「炼金术」之争。
研究前沿 精选 · 原创 · 4天前 阅读 30·访客 30
深度学习的数学基础：我们知道它能用，却说不清为什么
2017 年 Ali Rahimi 领奖时说「机器学习变成了炼金术」，LeCun 当场反驳；八年过去，模型能力涨了几个数量级，「为什么泛化」的数学解释仍然是一堆可解模型里的定理。本文盘点深度学习数学基础的现状：随机标签实验、双下降、NTK、grokking、scaling laws 各自被解释到了哪一步，哪一步仍然卡住，以及 2026 年「学习力学」的学科宣言算不算转折点。
研究前沿 精选 · 原创 · 4天前 阅读 49·访客 49
We’re putting too much faith in AI’s ability to say no
Ever since people first seriously contemplated giving machines an intelligence modeled on our own, there has never been …
行业动态 MIT Technology Review · 5天前 阅读 5·访客 5
Surfing the Activation Wave: Analyzing the Information and Geometry of LLM Hidden States for Speculative Decoding
Decoder hidden states from different layers of large language models (LLMs) often encode complementary information. Howe…
大模型 HuggingFace Daily Papers · 5天前 阅读 1·访客 1
Roundtables: A Conversation With the Creator of AI-Designed Viruses
Available only for MIT Technology Review subscribers. Friday, October 16, 2026** Can AI design new life forms? In 2025, …
行业动态 MIT Technology Review · 5天前 阅读 3·访客 3
The Download: AI’s refusal problem and weight-loss drug side effects
This is today's edition of* *The Download*,*our weekday newsletter that provides a daily dose of what's going on in the …
行业动态 MIT Technology Review · 5天前 阅读 7·访客 7
Some mathematicians call for OpenAI boycott after AI-generated proofs flood their field
Manuel Uth & Matthias Bastian Oct 8, 2026 Nano Banana Pro prompted by THE DECODER After OpenAI published hundreds of AI…
智能体 The Decoder · 5天前 阅读 70·访客 70
JetBrains 发布 Mellum2.1：面向编码智能体的 12B MoE 开源模型
JetBrains 推出面向编码智能体的开源模型 Mellum2.1，总参数 12B、每 token 激活 2.5B，主要通过在真实软件环境中的强化学习带来提升，以 Apache 2.0 协议在 Hugging Face 发布，可自托管运行。
大模型 MarkTechPost · 5天前 阅读 53·访客 53
Google Cloud Launches Gemini Agent, One Universal Agent for Enterprise Work
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智能体 MarkTechPost · 5天前 阅读 3·访客 3
Building a safer path to autonomous industrial AI
Sponsored In partnership withAVEVA Industrial AI is entering a new phase. After decades of predictive analytics and othe…
行业动态 MIT Technology Review · 6天前 阅读 5·访客 5
The Download: AI roadblocks for humanoids and portable rubber dams
This is today's edition of* *The Download*,*our weekday newsletter that provides a daily dose of what's going on in the …
智能体 MIT Technology Review · 6天前 阅读 6·访客 6
ChatGPT for Teens keeps teens talking, even during mental health crises
Common Sense Media, a nonprofit that provides age-based ratings and reviews of media and tech for families, has labeled …
智能体 TechCrunch · 6天前 阅读 26·访客 26
AI breakthroughs in robotics won’t change your life any time soon
The story is a collaboration between MIT Technology Review and Aventine, a non-profit research foundation that creates a…
智能体 MIT Technology Review · 6天前 阅读 5·访客 5
What Happens When a Trusted Model Repo Changes? Unsloth Studio Re-Checks Before It Runs
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行业动态 MarkTechPost · 6天前 阅读 11·访客 11
Perplexity AI Releases pplx-embed-v2-late: A 0.6B Edge Model and a 9B Model Scoring 92.4% on MADQA
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行业动态 MarkTechPost · 6天前 阅读 11·访客 11