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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
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 30·访客 30
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
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
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 · 6天前 阅读 57·访客 57
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 1·访客 1
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 13·访客 13
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 37·访客 37
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 27·访客 27
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 36·访客 35
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 34·访客 34
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
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 26·访客 26
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 15·访客 15
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 35·访客 32
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 24·访客 24
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 18·访客 15
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 32·访客 31
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 28·访客 26
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 21·访客 19
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 · 昨天 阅读 3·访客 3
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 · 6天前 阅读 22·访客 22
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 10·访客 10
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 39·访客 39
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
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 · 5天前 阅读 3·访客 3
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 36·访客 36
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 19·访客 19
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 20·访客 20
“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 17·访客 17
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 37·访客 36
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 19·访客 18
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 20·访客 20
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 34·访客 34
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 30·访客 29
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 17·访客 15
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 19·访客 17
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 · 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
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
Perplexity Releases pplx-embed-v2-context-9b-preview: A Contextual Embedding Model That Retrieves Answers and Their Supporting Evidence
Perplexity Research and turbopuffer have released **pplx-embed-v2-context-9b-preview**, a contextual embedding model for…
行业动态 MarkTechPost · 10-1 阅读 22·访客 22
Fireworks AI Releases Ember-1: A Post-Trained Kimi K3 That Uses About 40% Fewer Tokens
Fireworks AI has released Ember-1, a specialized model from Fireworks Research built by post-training Moonshot AI’s open…
研究前沿 MarkTechPost · 9-28 阅读 43·访客 43
AI agents do more of the work in model development, but humans still make the decisions
Sep 27, 2026 Nano Banana Pro prompted by THE DECODER A research team documented how humans and AI agents worked together…
智能体 The Decoder · 9-27 阅读 30·访客 30
Counterpoint：2025-2030 年间，全球 200 美元以下智能手机年出货将减少超 2.3 亿部
IT之家 9 月 25 日消息，当地时间 24 日，Counterpoint Research 发布的最新《按价格区间划分的智能手机出货量预测》追踪报告预计，2025 年至 2030 年间，全球 200 美元（IT之家注：现汇率约合 1,3…
行业动态 IT之家 · 9-25 阅读 14·访客 14
Perplexity Trains Its Computer Agent on Real Mistakes With Hint-Guided Self-Distillation
Perplexity Research published a new post-training study. It trains a model inside Perplexity Computer on real user sessi…
智能体 MarkTechPost · 9-25 阅读 26·访客 25
How Open Science Can Help Researchers Prepare for the Next Pandemic
When COVID-19 emerged, scientists had a crucial advantage: Decades of prior research on coronaviruses meant they underst…
行业动态 NVIDIA Blog · 9-24 阅读 23·访客 23
WhatWorkedBench: Benchmarking Experimental Understanding in AI Agents
AI research agents need reliable knowledge of how their experiments change outcomes. We introduce WhatWorkedBench to mea…
智能体 HuggingFace Daily Papers · 9-23 阅读 14·访客 14
Nokia Open-Sources AnyJev: A Training-Free Layer That Turns Any Open LLM Into a Calibrated Decision Model
Nokia’s applied research team has open-sourced AnyJev, a Python library that turns an open LLM into a decision model. It…
开源项目 MarkTechPost · 9-23 阅读 78·访客 76
Why Deploying Physical AI at Scale Demands Safety at Every Layer
Physical AI is moving rapidly from research to large-scale deployment. By 2035, ABI Research projects an installed base …
行业动态 NVIDIA Blog · 9-22 阅读 38·访客 38