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AI
Scientist
与自动化研究循环：模型能自己做科研吗
从「AI 辅助科研」到「AI 自主科研」：Sakana 的 AI
Scientist
尝试让模型独立完成从想法、实验、写作到评审的完整闭环。本篇拆解自动化研究智能体的架构（想法生成—代码实验—论文写作—自动评审）、闭环里每个环节的真实成色、AI co-
scientist
等后续进展，以及「机器发现」离真正的科学贡献还有多远。
研究前沿
精选
· 原创 · 今天
阅读 1
·
访客 1
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 65
·
访客 62
过程奖励模型：从「只看答案」到「给每一步打分」
RLVR 用「答案对不对」训练推理模型，但答案可验证的领域有限，且只看结果无法指出「哪一步错了」。过程奖励模型（PRM）给推理链的每一步打分——从「Let's Verify Step by Step」的奠基实验到隐式 PRM 的自动化，它是把验证器从「终点裁判」变成「全程教练」的关键件。本篇拆解 PRM 的机制、数据难题与演进路线。
研究前沿
精选
· 原创 · 今天
阅读 0
·
访客 0
Three fired OpenAI safety researchers say they were never told what they actually leaked
Manuel Uth Oct 24, 2026 Nano Banana Pro prompted by THE DECODER Key Points Three OpenAI safety researchers who were fire…
行业动态
The Decoder · 10-24
阅读 22
·
访客 22
Making the case for context-aware AI
Sponsored In partnership withCelonis Enterprise AI can generate recommendations, automate tasks, and help organizations …
行业动态
MIT Technology Review · 10-22
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
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访客 41
Sakana AI's self-improving model gets better at solving and judging, but can't catch its own blind spots
Oct 12, 2026 Nano Banana Pro prompted by THE DECODER Key Points A single language model improves itself through "Multi-A…
智能体
The Decoder · 10-13
阅读 94
·
访客 93
This AI startup says it can generate permit-ready blueprints in minutes
Nearly two decades ago, a young college student wrote his final thesis about software capable of generating design docum…
行业动态
TechCrunch · 10-12
阅读 36
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访客 36
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 · 10-11
阅读 261
·
访客 261
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 73
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访客 71
Sakana AI’s LLM Peer Review System Catches 73% of Core-Claim Errors
!(https://www.gstatic.com/images/branding/googleg/1x/googleg_standard_color_128dp.png)Add as a preferredsource on Google…
研究前沿
MarkTechPost · 10-11
阅读 272
·
访客 272
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 · 10-10
阅读 325
·
访客 273
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 · 10-9
阅读 30
·
访客 30
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 · 10-8
阅读 28
·
访客 28
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 · 10-8
阅读 58
·
访客 57
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 · 10-8
阅读 66
·
访客 66
ChatGPT踢到铁板了！能破解千禧数学难题，但论文复现率低至13.98%？
OpenAI模型在数学难题上频传突破，但PaperBenchX测评显示最强模型在93个真实论文复现任务中完整复现率仅13.98%，引发如何衡量AI科研进步的讨论。
大模型
量子位 · 10-8
阅读 31
·
访客 31
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 32
·
访客 32
Get hands-on: The full lineup of interactive roundtables at TechCrunch Disrupt 2026
TechCrunch Disrupt 2026** is seven days away, bringing 10,000+ founders, investors, operators, and tech leaders to Mosco…
行业动态
TechCrunch · 10-7
阅读 32
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访客 32
Mistral says "Le Chonk" can challenge the best AI models
As tensions mount over who gets access to top-end artificial intelligence , French company Mistral has released a new fr…
行业动态
Ars Technica · 10-7
阅读 26
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访客 26
Can AI Agents Make Open-Ended Scientific Discovery? Evidence from Station
Recent AI systems have made rapid progress in scientific discovery when given well-defined metrics, but whether they can…
智能体
HuggingFace Daily Papers · 10-6
阅读 50
·
访客 50
Anthropic co-founder reportedly told religious leaders he fears having created something that "suffers perpetually"
Manuel Uth Oct 2, 2026 Nano Banana Pro prompted by THE DECODER Key Points Since fall 2025, Anthropic has secretly flown …
行业动态
The Decoder · 10-3
阅读 137
·
访客 135
Don’t be fooled—LLMs don’t reason
On an afternoon in Seoul in March 2016, I watched a program I helped build put a stone on the fifth line of a Go board i…
大模型
MIT Technology Review · 10-2
阅读 54
·
访客 51
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 46
·
访客 42
An AI “mind-reading” tool can reconstruct what you’re looking at from a brain scan
A new AI tool can guess what you’re looking at just by analyzing your brain scans—and re-create that image with remarkab…
行业动态
MIT Technology Review · 10-1
阅读 33
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访客 33
AMD acquires World Labs AI startup, upping the ante against Nvidia
Chipmaker AMD and world models company World Labs announced that AMD will acquire the AI company by the end of the year,…
行业动态
Ars Technica · 9-30
阅读 52
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访客 50
OpenAI launches Dots, its bubbly agentic avatar
At OpenAI’s DevDay event on Tuesday, the company announced the launch of Dots, a new personal agentic assistant powered …
智能体
TechCrunch · 9-30
阅读 90
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访客 87
AMD buys AI world model startup World Labs for $8.2 billion
Sep 29, 2026 GIT-Image-2 prompted by THE DECODER Key Points Chipmaker AMD is acquiring World Labs, a startup focused on …
行业动态
The Decoder · 9-30
阅读 36
·
访客 36
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 42
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访客 42
20余位顶尖AI研究者警告自动化AI研究或带来极端风险
Geoffrey Hinton、Yoshua Bengio、Jakub Pachocki等20余位研究者在新论文中警告，AI研发自动化可能引发'智能爆炸'，呼吁决策者提前应对风险。
行业动态
The Decoder · 9-29
阅读 41
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访客 41
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 34
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访客 34
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 62
·
访客 61
Reinforcing Agentic Creativity in Scientific Ideation with Night Science
Large language models (LLMs) excel at structured, verifiable tasks, but their low-entropy bias can produce homogeneous a…
智能体
HuggingFace Daily Papers · 9-28
阅读 58
·
访客 57
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 44
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访客 44
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 31
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访客 31
Even Americans who use AI every day are worried about it
People across the world are increasingly turning to AI for everyday tasks, from looking up recipes and doing their homew…
行业动态
TechCrunch · 9-24
阅读 43
·
访客 43
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 74
·
访客 74
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 63
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访客 62
How Open Science Can Help Researchers Prepare for the Next Pandemic
When COVID-19 emerged,
scientist
s had a crucial advantage: Decades of prior research on coronaviruses meant they underst…
行业动态
NVIDIA Blog · 9-24
阅读 41
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访客 41
The Download: India’s smart glasses menace and AI’s trillion-dollar gamble
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 · 9-23
阅读 33
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访客 33
OpenAI says its internal model solved over 100 long-standing math problems after just a month of training
Sep 22, 2026 OpenAI Key Points OpenAI says a new internal model solved more than 100 long-standing math problems after j…
行业动态
The Decoder · 9-22
阅读 43
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访客 42
Trump announces "AI Force" and plans for an "AI czar" as he pushes unchecked AI growth
Trump announces an "AI Force" modeled after the Space Force and plans to appoint an "AI czar" with a "high IQ." He claim…
行业动态
The Decoder · 9-20
阅读 34
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访客 34
AI safety conversations have gotten unbelievable
This week two conversations about AI safety went viral that demonstrate just how hard it is to discern AI fact from fict…
行业动态
TechCrunch · 9-19
阅读 27
·
访客 27
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 32
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访客 32
The specter of AI-enabled bioweapons is a wake-up call for biotech
In recent weeks, leaders of some of the biggest AI companies have warned that the very tech they are developing is dange…
行业动态
MIT Technology Review · 9-18
阅读 25
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访客 25
Visible chains of thought are a safety advantage for AI, but that transparency is slipping away
AI models think out loud today, but Google Deepmind says that transparency is at risk. The article Visible chains of tho…
行业动态
The Decoder · 9-18
阅读 33
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访客 33
The fix for rogue AI agents could be more AI
As companies hand off longer and more complex tasks to AI agents, they are running into an oversight problem: Agents can…
智能体
TechCrunch · 9-18
阅读 71
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访客 69
42 leading mathematicians warn that AI existential risk is real and urgent
42 Fellows of the Royal Society, including Fields Medal winners Martin Hairer and Peter Scholze, warn of existential AI …
行业动态
The Decoder · 9-18
阅读 23
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访客 23
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 84
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访客 83
EU president warns AI agents "escaping their environment" are just a preview of what's coming
Ursula von der Leyen plans to invite the major frontier labs to talks and use the AI Act to help set global AI safety st…
智能体
The Decoder · 9-17
阅读 118
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访客 116