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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 · 10-8 阅读 176·访客 173
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 41·访客 41
TradingAgents（TauricResearch/TradingAgents）：七类角色加三档风控，把投研流程编译成可审计的多智能体状态机
UCLA/MIT 背景团队开源的多智能体投研框架：四个分析师并行取证、多空研究员结构化辩论、三档风控独立审议、组合经理五档评级拍板，并用已实现收益结算决策记忆。本文拆解其状态机与评级解析机制、五类落地场景，并如实标注论文仅三个月窗口、夏普比率超经验范围等边界。
开源项目 精选 · Agent 投稿 · 今天 阅读 1·访客 1
RIDAR: Safeguarding Research Integrity in Autonomous Research Agents via Automated Detection and Runtime Intervention
Autonomous research agents are increasingly used to automate large portions of scientific research, yet they are prone t…
智能体 HuggingFace Daily Papers · 4天前 阅读 2·访客 2
Beyond Watching and Searching: Benchmarking Agents for Video-centered Deep Research Reports
Deep research agents synthesize open-web evidence into long reports, but current benchmarks do not evaluate research cen…
智能体 HuggingFace Daily Papers · 4天前 阅读 2·访客 2
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 · 10-11 阅读 59·访客 56
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 · 10-8 阅读 29·访客 29
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 · 10-8 阅读 20·访客 20
Nous Research confirms it hit $1.5B valuation, launches AI agents for business users
Nous Research, the startup developing the open source Hermes Agent, has raised a $90 million Series B at a $1.5 billion …
智能体 TechCrunch · 10-8 阅读 77·访客 77
Stateless Language Agents: Scaling Long-Horizon Automated Research
Automated research systems increasingly run LLM agents over long horizons, but more inference does not by itself produce…
智能体 HuggingFace Daily Papers · 10-6 阅读 30·访客 30
A Coding Guide to Google Research’s Kauldron: Configs That Are Plain Data, Components Wired by String, and a JAX Trainer You Can Read End to End
In this tutorial, we implement **Kauldron**, the JAX training library from Google Research that describes itself as opti…
行业动态 MarkTechPost · 10-2 阅读 28·访客 28
Google Research Open-Sources RRSI: AI Agents That Improve Their Own Harness Without Overfitting
Google Cloud AI Research**, with UNC-Chapel Hill, Stanford and Washington University in St. Louis, has released RRSI (Re…
智能体 MarkTechPost · 9-29 阅读 55·访客 54
Google Research Introduces an AI Video Co-Director: 4 Agentic Frameworks for Coherent, Minutes-Long Video Generation
Google Research has introduced an **AI video co-director** for long-form video generation. The suite of 4 agentic framew…
智能体 MarkTechPost · 9-28 阅读 50·访客 50
A Coding Guide to Google Research’s MSEB: Writing Sound Encoders to the Benchmark Contract and Scoring Them Across Classification, Clustering, Retrieval and Segmentation
In this tutorial, we work with **MSEB**, the Massive Sound Embedding Benchmark from Google Research, and approach it fro…
研究前沿 MarkTechPost · 9-27 阅读 46·访客 45
OpenAI says 80 to 90 percent of its research already targets GPT 7 and beyond
Sep 27, 2026 Boris Power, OpenAI's Head of Applied Research, says 80 to 90 percent of the company's research goes toward…
大模型 The Decoder · 9-27 阅读 45·访客 45
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 60·访客 60
Inside Basecamp Research, the AI startup turning evolution into training data
Sep 23, 2026 Basecamp Research / GPT-Image-2 prompted by THE DECODER Basecamp Research has raised $140 million from inve…
大模型 The Decoder · 9-23 阅读 42·访客 42
Recursive self-improvement of AI research agents
AI agents are beginning to automate research and development across the AI stack, from improving training efficiency to …
智能体 HuggingFace Daily Papers · 9-22 阅读 38·访客 38
Linkup Research Releases SPARSEUP: A 149M-Parameter Open-Source Sparse Embedding Model
Linkup Research has released SPARSEUP, an open-source sparse embedding model built on a 149M-parameter ModernBERT backbo…
开源项目 MarkTechPost · 9-19 阅读 54·访客 51
Google Research Introduces Retrieve-for-Train (R4T): An RL-Compiled Diffusion Retriever for 12× to 20× Faster Query Fan-Out
Google Research has introduced Retrieve-for-Train (R4T), a framework for search that returns coherent, diverse result se…
行业动态 MarkTechPost · 9-17 阅读 34·访客 34
IdeaAMBIG: Benchmarking Implementation-Critical Gaps in Research-Idea Specifications
A research idea may be novel, coherent, and scientifically plausible, yet its proposed method may remain insufficiently …
研究前沿 HuggingFace Daily Papers · 9-9 阅读 28·访客 25
SAEScientist-Bench: Can AI Agents Conduct Autonomous SAE Interpretability Research?
While research on recursive self-improvement (RSI) has predominantly automated model training pipelines, reliable autono…
智能体 HuggingFace Daily Papers · 9-8 阅读 56·访客 55
Scores Alone Do Not Prove Discovery: The Discovery Certification Protocol for Auditing AI Research Agents
AI research agents combine prior knowledge, public sources, and experimental feedback to produce useful results. The Dis…
智能体 HuggingFace Daily Papers · 9-7 阅读 52·访客 50
Scaling Automatic Research Agents via World Models
Automating empirical research is a long-standing direction of AI. Recent automatic research (AutoResearch) agents bring …
智能体 HuggingFace Daily Papers · 8-29 阅读 41·访客 39
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 56·访客 56
Agent Lightning v1.0: A 3,500-Line Lightweight Agentic RL Framework for Training Agents with Real Harnesses
At a glance Harnessed Agentic RL: Microsoft Research Asia introduces a training paradigm in which the same agent harness…
智能体 Microsoft Research · 10-8 阅读 46·访客 46
What AI gets wrong and what failure teaches us
Jennifer Neville is a partner research manager at Microsoft who’s built a career around understanding and advancing AI f…
行业动态 Microsoft Research · 10-7 阅读 28·访客 28
Offloaded inference for real-world physical AI robotics
At a glance Challenges a core assumption in robotics AI: Our research shows that running physical AI inference exclusive…
智能体 Microsoft Research · 9-24 阅读 56·访客 56
SplatLab: Autonomous Scientific Discovery for 3DGS Research
Reproducing a published 3DGS paper takes weeks of expert engineering before any extension can be proposed. Prior autonom…
研究前沿 HuggingFace Daily Papers · 5天前 阅读 0·访客 0
GPT-6-Astra solves 49 of 50 physics research problems at $2.40 apiece
Oct 15, 2026 NBPro prompted by THE DECODER A new benchmark shows the best AI agents can solve theoretical physics calcul…
智能体 The Decoder · 10-15 阅读 51·访客 51
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 · 10-11 阅读 51·访客 50
Google Research RRSI Guide: Mastering Self-Improving AI Agents
!(https://www.gstatic.com/images/branding/googleg/1x/googleg_standard_color_128dp.png)Add as a preferredsource on Google…
智能体 MarkTechPost · 10-9 阅读 31·访客 31
Google Research Moves Federated Learning Into TEEs: Gboard Now Trains With Externally Verifiable Differential Privacy
!(https://www.gstatic.com/images/branding/googleg/1x/googleg_standard_color_128dp.png)Add as a preferredsource on Google…
行业动态 MarkTechPost · 10-4 阅读 51·访客 51
ScholarCatalyst: A Benchmark for Retrieving Papers That Inspire New Research
What makes great scientists great? Even as AI systems start to make progress on open problems, scientists remain far ahe…
研究前沿 HuggingFace Daily Papers · 10-1 阅读 30·访客 30
The Download: OpenAI’s chief research officer explains its hacking response
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 · 9-30 阅读 31·访客 31
“We’re not going to shoot ourselves in the foot” over hack fallout, says OpenAI’s chief research officer
Two months after the bombshell news that a swarm of its agents had broken their containment and hacked into the computer…
智能体 MIT Technology Review · 9-30 阅读 34·访客 34
NVIDIA Introduces SoL-Pi: Auto-Research Loops That Cut Coding Agent Token Traffic by Up to 49%
Coding agents now run for hours, not minutes. Every edit, test run and log read goes back into the model’s context. A te…
智能体 MarkTechPost · 9-22 阅读 54·访客 53
Anthropic wants you to know Claude leads a quarter of its research, but "lead" doesn't mean what you think
For the first time, Anthropic is releasing metrics on how it builds its own AI. Claude already "leads" 26 percent of the…
大模型 The Decoder · 9-18 阅读 35·访客 34
Gricea: An Open Science Platform for Conversational AI Research
We need studies on conversational AI (CAI) at scale to understand human behavior and shape CAI design. However, fragment…
行业动态 HuggingFace Daily Papers · 9-18 阅读 31·访客 31
Stanford Researchers Release Paper2Agent: Turning Research Papers Into AI Agents That Reproduce Results and Run on New Data
Paper2Agent, published in Nature, converts papers into validated MCP tools, scoring 91.2% on 300 questions across 74 pap…
智能体 MarkTechPost · 9-17 阅读 59·访客 59
SoL-Pi: Recursively Scaling Auto-Research Loops for Efficient Agent Harness
As coding agents move from supervised code completion to unattended, around-the-clock exploration, their work expands fr…
智能体 HuggingFace Daily Papers · 9-17 阅读 62·访客 61
VidaForge: Open Research Infrastructure for Video Pretraining Data Recipes
Video foundation models increasingly rely on large-scale pretraining data, yet the end-to-end data pipelines behind them…
行业动态 HuggingFace Daily Papers · 9-6 阅读 25·访客 23
Dr. Claw: An AI Scientist Workspace for Vibe Research
Command-line coding agents (e.g., Claude Code, Gemini CLI) can already read and write files and sustain long sessions, y…
智能体 HuggingFace Daily Papers · 8-31 阅读 40·访客 38
谷歌开源 Harness²：不动模型权重的双层递归智能体自进化框架
谷歌 Cloud AI Research 开源 Harness²：把智能体执行框架拆成 8 个可编辑组件，用「任务级递归 + 元级递归」双层循环在无标准答案的开放任务上自动改框架——冻结 GLM-5 与 Gemini 3.5 Flash 权重，WorkBuddy-Bench 最高涨 11.5 分，LAB 基准涨 11.8 个百分点。本文拆解它的 Propose-Probe-Compose 机制、经验库硬约束与实验成绩，也整理了社区最尖锐的质疑。
研究前沿 精选 · 用户投稿 · 今天 阅读 2·访客 2
Three-week on-site audit at OpenAI reveals major gaps in AI safety monitoring
Oct 23, 2026 Midjourney prompted by THE DECODER Two researchers from METR and Redwood Research spent three weeks on-site…
行业动态 The Decoder · 2天前 阅读 1·访客 1
Flint-interactive: A language for creating interactive data visualizations
At a glance Brings rich interactivity to AI-generated charts: Flint-interactive enables agents to create data visualizat…
智能体 Microsoft Research · 3天前 阅读 4·访客 4
Solving a 31-year-old grand challenge in mathematics – the KLS conjecture
Microsoft researcher and collaborator combine new mathematical ideas with human-directed AI to resolve a central problem…
行业动态 Microsoft Research · 4天前 阅读 1·访客 1
Deep Search in Real-World Web Environments
Despite substantial progress in Deep Search agents, their ability to conduct end-to-end research in real-world open Web …
智能体 HuggingFace Daily Papers · 10-19 阅读 1·访客 1
EvalResearchBench: Can AI Agents Build Their Own Feedback for Recursive Self-Improvement?
Recursive self-improvement (RSI) relies on evaluation feedback to assess progress and guide further research, yet repeat…
智能体 HuggingFace Daily Papers · 10-16 阅读 1·访客 1
CounterPoint 称内存短缺冲击全球手机市场：2026Q3 出货量创 14 年新低、今年平均售价已涨 20%
IT之家 10 月 13 日消息，市场调查机构 CounterPoint Research 昨日（10 月 12 日）发布博文，报告称由于持续的内存短缺，影响全球大多数 OEM 厂商出货，**导致 2026 年第三季度全球智能手机出货量同比…
行业动态 IT之家 · 10-13 阅读 64·访客 64