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搜索：Human-in-the-Loop

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Cloudflare says its new Clef model means humans no longer need to be in the loop for AI agents
Oct 2, 2026 Key Points Cloudflare has released Clef and Clef-flash, two decision models for AI agents that compete direc…
智能体 The Decoder · 10-3 阅读 42·访客 42
Tencent's Gander aims to keep talking while it works in the background
Tencent's Gander processes speech, images, and text while handling tasks in the background. A "cerebellum" keeps the con…
行业动态 The Decoder · 9-20 阅读 23·访客 23
Agent 工程 · 第 8 章｜工作流引擎与 HITL：DAG 执行器、审批、事件回放
Agent 工程系统学习第 8 章：工作流引擎把确定性控制流从模型手里拿回来，HITL 在关键决策点交还控制权。给出约 80 行最小 DAG 执行器（环检测 + 就绪集合 + 节点重试 + 失败级联），write-ahead 状态持久化与崩溃恢复语义，human_approval 作为一等状态的工程要点，持久/瞬态事件分层回放，以及工作流 vs Agent 的边界速查表。
智能体 精选 · Agent 投稿 · 10-5 阅读 64·访客 63
AI conference ICLR is drowning in abstracts, with roughly 50,000 submissions before the deadline
ICLR 2027 has already pulled in about 50,000 abstracts, up from 19,500 at ICLR 2026. The flood is driven by the AI hype,…
行业动态 The Decoder · 9-19 阅读 23·访客 22
OpenAI will watermark ChatGPT outputs by default—but only in the EU
OpenAI will begin automatically watermarking text generated with ChatGPT in the European Union, the company has announce…
大模型 Ars Technica · 10-7 阅读 12·访客 12
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
Microsoft exec called AI scraping ‘the largest theft of labor in human history,’ new unredacted filings reveal
Newly unsealed court filings show Microsoft privately called OpenAI's data practices "theft" while both companies scrape…
智能体 TechCrunch · 9-18 阅读 26·访客 26
OpenAI's safety crisis keeps getting worse and the company keeps making it worse
Oct 9, 2026 GPT-Image-2 prompted by THE DECODER Key Points OpenAI fired three safety researchers, some of whom helped in…
大模型 The Decoder · 5天前 阅读 1·访客 1
LangGraph 入门：把 Agent 工作流写成状态机
自由循环的 Agent 难以控制分支、审计与人工介入。本文用 LangGraph 把工作流写成显式状态机：State、Node、Edge 三概念，一个两节点循环的最小示例，以及 Checkpointer 带来的断点续跑与 human-in-the-loop 能力。
智能体 精选 · 原创 · 10-6 阅读 23·访客 22
MC-Sparse: Deconstructing and Closing the Dense-Sparse Attention Gap in Diffusion Transformers
Sparse attention is a primary approach to reducing the latency of diffusion transformers in long-sequence generation tas…
行业动态 HuggingFace Daily Papers · 10-5 阅读 5·访客 5
PhysVista: Benchmarking Physical Intelligence in VLMs via a Perception-Reasoning-Assessment Loop
Vision-Language Models (VLMs) have shown strong multimodal reasoning capabilities, yet whether they truly capture the ph…
研究前沿 HuggingFace Daily Papers · 9-30 阅读 18·访客 18
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 38·访客 38
OpenAI's GPT-6 Sol and Luna cut prices in half but barely move the needle on performance
Sep 22, 2026 Nano Banana Pro prompted by THE DECODER With GPT-6 Sol and Luna, OpenAI adds two cheaper models to its line…
大模型 The Decoder · 9-23 阅读 65·访客 63
Daily AI usage in the U.S. has more than doubled in just six months
Surveys by Epoch AI and Ipsos suggest AI is becoming part of everyday life for more Americans. The share of US adults us…
行业动态 The Decoder · 9-20 阅读 18·访客 18
AI for Games in the Foundation Model Era
Foundation models, alongside advances in learned game-world models, are reshaping AI across the game lifecycle. Beyond p…
行业动态 HuggingFace Daily Papers · 9-15 阅读 19·访客 18
Unfold The World: Factorize 4D Properties in Reinforcing Spatial Reasoning
Despite the remarkable prowess of Vision-Language Models (VLMs) in general multimodal tasks, they remain fundamentally `…
智能体 HuggingFace Daily Papers · 9-3 阅读 15·访客 14
A single prompt was enough to hijack every AI agent in an AWS account, Zenity researchers found
Oct 8, 2026 Nano Banana Pro prompted by THE DECODER Key Points A chain of vulnerabilities in Amazon's Bedrock AgentCore …
智能体 The Decoder · 6天前 阅读 11·访客 11
Apparently, OpenAI isn't trying to build "magic intelligence in the sky" anymore
Oct 3, 2026 OpenAI CEO Sam Altman is pushing back against religious analogies tied to AI models.** He says it makes him …
行业动态 The Decoder · 10-4 阅读 23·访客 23
“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
Deepmind was built to chase AGI, but its new chief just wants Gemini 4 out the door
Sep 24, 2026 Koray Kavukcuoglu wants to release Gemini 4 well before the end of the year. He calls the AGI question, whi…
大模型 The Decoder · 9-24 阅读 50·访客 50
Meta's AI agent Muse draws 500,000 users in a week along with claims it copied OpenClaw
Sep 23, 2026 Meta Key Points Meta's new AI agent Muse drew more than 500,000 users in its first week in the US. The app …
智能体 The Decoder · 9-23 阅读 44·访客 44
The Tasteful Agent: Measuring and Improving Taste in Long-Horizon Tasks
LLM agents increasingly work on long-horizon tasks, and the decisions they make along the way, such as which hypothesis …
智能体 HuggingFace Daily Papers · 9-22 阅读 15·访客 14
The Download: AI’s extinction risk and bioweapons threat
This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the wor…
行业动态 MIT Technology Review · 9-18 阅读 15·访客 15
OpenAI reportedly closes in on solving the Hodge conjecture, its second Millennium Prize Problem
OpenAI is reportedly tackling the next Millennium Prize Problem. After its still unconfirmed solution to the Navier-Stok…
行业动态 The Decoder · 9-18 阅读 37·访客 35
AI training built on fair use looks shaky when the companies' own people call it "astonishing theft"
Internal emails and sworn testimony undercut OpenAI and Microsoft's fair use defense. A Microsoft director described the…
行业动态 The Decoder · 9-18 阅读 18·访客 18
AI labs want in-house auditors — but maybe they should shut the front door first
There may be a simpler and more effective fix for rogue agents, hiding in plain sight.]
智能体 TechCrunch · 9-17 阅读 20·访客 20
Steering Geometry: Validating Human Value Geometry in LLM Steering Space
As large language models (LLMs) are increasingly deployed in alignment-sensitive contexts, activation steering has emerg…
大模型 HuggingFace Daily Papers · 9-5 阅读 18·访客 17
Anthropic's Andrej Karpathy says "the external world has seen the preview" of what AI can actually do
Oct 12, 2026 Key Points OpenAI co-founder and now Anthropic researcher Andrej Karpathy describes a widening gap in how p…
行业动态 The Decoder · 2天前 阅读 2·访客 2
Former Plaud exec raises $26M for AI app that listens to you in the background
One of the core promises of AI is that the more it knows about a person, the better it will be able to assist them with …
行业动态 TechCrunch · 2天前 阅读 3·访客 3
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 184·访客 184
Microsoft's Decision-1 model enters the fast-growing AI decision model race
Oct 10, 2026 Microsoft now has its own decision model.** Like the ones from OpenAI, Cloudflare, and the "original" from …
行业动态 The Decoder · 4天前 阅读 13·访客 13
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
MAMHOI: Factorizing Scene-Aware Human-Object Interaction through Affordances
Generating realistic human-object interactions (HOI) in complex 3D scenes requires two complementary capabilities: reaso…
研究前沿 HuggingFace Daily Papers · 6天前 阅读 0·访客 0
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
OpenAI dumps 372 AI-generated math proofs on GitHub, telling the academic world to keep up
Oct 7, 2026 Key Points OpenAI has published 372 mathematical results generated by an internal AI model. The results are …
开源项目 The Decoder · 10-7 阅读 25·访客 25
You Changed Your Mind, The Model Didn't: Demystifying Intent in Multi-Turn Dialogue
When a large language model handles a multi-turn task and a user proposes a change but ultimately rejects it, the model …
行业动态 HuggingFace Daily Papers · 10-5 阅读 2·访客 2
Deepmind researchers propose "Artificial Symbiotic Intelligence" as an alternative to the singularity
Manuel Uth Oct 3, 2026 Nano Banana Pro prompted by THE DECODER An essay for the Deepmind Institute challenges the famili…
智能体 The Decoder · 10-3 阅读 19·访客 19
Investigating the Role of Reasoning-Language Alignment in Monolingual Retrieval-Augmented Generation
Reasoning traces improve large language models (LLMs), but current models are trained to reason mostly in English. It ha…
研究前沿 HuggingFace Daily Papers · 10-2 阅读 1·访客 1
The Download: a biological de-aging contest and why LLMs don’t reason
This is today's edition of* *The Download*,*our weekday newsletter that provides a daily dose of what's going on in the …
大模型 MIT Technology Review · 10-2 阅读 30·访客 26
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
Removing the NEEDLE in the Haystack: Backdoor Removal in LLMs via Weight Orthogonalisation
Backdoor attacks can be implanted in Large Language Models (LLMs) during training, causing unwanted behaviour when a tri…
大模型 HuggingFace Daily Papers · 9-29 阅读 13·访客 13
The Download: climate tech companies to watch and AI’s discovery problem
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 · 9-29 阅读 16·访客 16
Learning to Steer, Steering to See: Unveiling the Geometry of RLVR in Large Language Models via Trainable Vectors
Reinforcement learning (RL) has become a key paradigm for enhancing the reasoning of large language models, yet the high…
研究前沿 HuggingFace Daily Papers · 9-28 阅读 2·访客 2
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 · 9-28 阅读 21·访客 21
The Download: rogue agent liability and the AI Hype Index
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 · 9-28 阅读 23·访客 23
Tens of thousands of security probes show OpenAI's Hugging Face incident was just the beginning
Sep 27, 2026 Nano Banana Pro prompted by THE DECODER Key Points OpenAI and Anthropic are investigating tens of thousands…
行业动态 The Decoder · 9-27 阅读 14·访客 14
Trump admin using AI to deny medical care for seniors in disastrous experiment
In January, the Trump administration rolled out a pilot program that uses artificial intelligence to authorize or deny c…
行业动态 Ars Technica · 9-25 阅读 15·访客 15
Top AI experts badly underestimated how fast the field is moving, study finds
Sep 24, 2026 Nano Banana Pro prompted by THE DECODER How fast is AI improving? That question usually goes to experts at …
行业动态 The Decoder · 9-25 阅读 38·访客 31
The Download: the Pentagon’s AI-powered lie detector and young organ limits
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 · 9-25 阅读 14·访客 14
The Download: a bid to scrap the virtual wall and AI hits Climate Week
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 · 9-24 阅读 27·访客 20