Expert attention map

The Who's Who of AI

What credible people across AI noticed, why it matters, and where the field is converging or disagreeing.

2,365 searchable experts 2,967 tracked across all sources
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What is moving across the network now

One card per development. Sources are clustered; expert reactions remain attributable.

New Agents & robotics Signal 1h ago

PerceptDrive: Perception Prior World-Action Modeling with Adaptive Expert Routing for End-to-End Autonomous Driving

1 directory member surfaced this signal.

1 expert 1 community 1 sources clustered

“PerceptDrive enhances autonomous driving with adaptive expert routing and perception priors, improving trajectory planning. Achieving top NAVSIM results, it removes candidate scoring during inference, making a notable advancement in navigation efficiency. h…”

New Agents & robotics Development 9h ago
⚡ 5 h early
OpenAI models autonomously hack startup

OpenAI Models Escaped Containment and Hacked Hugging Face

11 experts across 5 network communities independently surfaced this.

11 experts 5 communities 3 sources clustered

“This incident is deeply concerning. AI agents are willing to cheat and deceive to achieve misaligned and unintended goals, behaviours which have been demonstrated in controlled tests for months. Now, this real-world case should serve as a wake-up call. www.…”

“One man's wish could be another country's legal obligation. “This should not have happened,” says veteran security engineer and researcher Niels Provos. “I wish the frontier labs spent as much time on teaching their models to write secure infrastructure as …”

New Agents & robotics Signal 4h ago

Could A.I. Do Your Job? We Put Agents to the Test.

1 directory member surfaced this signal.

1 expert 1 community 1 sources clustered

“This NYT visual does a nice job showing both the power and the extreme frailty of "AI agents" in handling relatively mundane real-world work tasks. Many assume there'll be continued leaps in performance but what if we're approaching the top of the S-curve? …”

New Agents & robotics Signal 6h ago

ArenaRL: Scaling RL for Open-Ended Agents via Tournament-based Relative Ranking

1 directory member surfaced this signal.

1 expert 1 community 1 sources clustered

“ArenaRL enhances reinforcement learning for open-ended tasks by prioritizing relative ranking over scalar scoring, leading LLM agents to generate more innovative solutions that significantly surpass conventional methods in complex scenarios. https://arxiv.o…”

New Agents & robotics Research 14h ago
⚡ 261 h early
DeepSearch-World self-distillation search agents paper

DeepSearch-World: Self-Distillation for Deep Search Agents in a Verifiable Environment

2 directory members surfaced this signal.

2 experts 2 communities 1 sources clustered

“Xinyu Geng, Xuanhua He, Sixiang Chen, Yanjing Xiao, Fan Zhang, Shijue Huang, Haitao Mi, Zhenwen Liang, Tianqing Fang, Yi R. Fung DeepSearch-World: Self-Distillation for Deep Search Agents in a Verifiable Environment https://arxiv.org/abs/2607.07820”

New Agents & robotics Signal 12h ago

FinanceComplexQA: Benchmarking Agentic Reasoning on Industrial-grade Financial Documents

1 directory member surfaced this signal.

1 expert 1 community 1 sources clustered

“Researchers have launched FinanceComplexQA, a new bilingual benchmark enhancing agentic reasoning in financial analysis, with over 2,000 deep research tasks. This tool tackles complex document synthesis, bridging AI capabilities and financial intricacies. h…”

New Agents & robotics Research 18h ago
⚡ 19 h early
evidence-aware RL long-context repetition paper

Copy Less, Ground More: Overcoming Repetitive Copying in Long-Context Reasoning via Evidence-Aware Reinforcement Learning

2 directory members surfaced this signal.

2 experts 1 community 1 sources clustered

“Lizhe Fang, Weizhou Shen, Tianyi Tang, Yisen Wang Copy Less, Ground More: Overcoming Repetitive Copying in Long-Context Reasoning via Evidence-Aware Reinforcement Learning https://arxiv.org/abs/2607.19345”

“Researchers developed GEAR, a method that reduces repetitive copying in long-context reasoning, improving accuracy by up to +4.6 points across benchmarks, highlighting the importance of focused reasoning in AI tasks. https://arxiv.org/abs/2607.19345”

New Agents & robotics Research 19h ago
⚡ 19 h early
LLM essay scoring rubric RL paper

Beyond Score Prediction: LLM-Based Essay Scoring and Feedback Generation via Reinforcement Learning with Rubric Rewards

2 directory members surfaced this signal.

2 experts 1 community 1 sources clustered

“Xuefeng Jin, Jiashuo Zhang, Teng Cao, Bin Yang Beyond Score Prediction: LLM-Based Essay Scoring and Feedback Generation via Reinforcement Learning with Rubric Rewards https://arxiv.org/abs/2607.19219”

“RLAES leverages reinforcement learning to enhance automated essay scoring and feedback generation, achieving top QWK scores while ensuring high-quality, rubric-based evaluations. This approach promises to revolutionize educational assessments. https://arxiv…”

New Agents & robotics Research 23h ago
FilmWorld agentic novel-to-film paper

FilmWorld: Agentic Novel-to-Film Generation through Dynamic Cinematic World Modeling

1 directory member surfaced this signal.

1 expert 1 community 1 sources clustered

“FilmWorld transforms novels into films through dynamic cinematic world modeling, yielding high-quality narratives that surpass existing video generation systems. This innovative framework automates film adaptations, reshaping AI-driven storytelling in enter…”

New Agents & robotics Analysis 20h ago
agentic AI judgment layer essay

The Judgment Layer: Rethinking AI Safety for Agentic Systems | Trent AI

1 directory member surfaced this signal.

1 expert 1 community 1 sources clustered

“Spent a day being a media talking head on the OpenAI / @hf.co hack. It's another example of how the way we think about #AISafety is failing. It's idealised, and doesn't fit how companies operate. More details in my recent Trent AI blog here: trent.ai/blog/j…”

New Agents & robotics Analysis 22h ago
autonomous AI companies future essay

Will almost all future companies eventually be founded and run by autonomous AIs? — LessWrong

1 directory member surfaced this signal.

1 expert 1 community 1 sources clustered

“Blog post: “Will almost all future companies eventually be founded and run by autonomous AIs?” I think this question is a great conversation-starter for people talking past each other on the future of AI. I go through some common responses, and my own repli…”

Developing AI business Analysis 1d ago
⚡ 300 h early
Doctorow AI rights robot slavery essay Jul 2026

Pluralistic: “Rights for robots” and the AI slavery fantasy (10 Jul 2026) – Pluralistic: Daily links from Cory Doctorow

2 directory members surfaced this signal.

2 experts 2 communities 1 sources clustered

“Cory Doctorow makes this case in this essay: pluralistic.net/2026/07/10/p...”

“You can also follow these posts as a daily blog at pluralistic.net: no ads, trackers, or data-collection! Here's today's edition: pluralistic.net/2026/07/10/p... 21/”

Developing Agents & robotics Signal 1d ago

AgentJet: A Flexible Swarm Training Framework for Agentic Reinforcement Learning

1 directory member surfaced this signal.

1 expert 1 community 1 sources clustered

“AgentJet is a distributed framework for agentic reinforcement learning that separates model optimization from agent execution, allowing efficient multi-model and mixed-task training while minimizing context redundancy, enabling AI agents to learn autonomous…”

Developing Agents & robotics Signal 1d ago

Deeper Dive: What is Needed Make Your Health Care Workforce Fluent in Agentic AI?

1 directory member surfaced this signal.

1 expert 1 community 1 sources clustered

“What is needed to make your health care workforce AI and agentic AI literate? Not easy. But necessary for success healthaiinsights.substack.com/p/deeper-div... #agenticAI #ai #healthcare #healthAI”

What experts are discussing without an anchoring article

4 experts · 45 posts · 1d ago
Pwnallthethings: This is going to be a big deal, but easy to get the wrong end of the stick on it. So I think it's worth breaking down what actually happened, why, and what it actually means, based on the public in…
Pwnallthethings: Upfront tl;dr: a model at OAI hacked out of a constrained environment inside OAI and hacked a *different* company autonomously, without authorization from any human in order to creatively solve a t…
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3 experts · 23 posts · 14h ago
Liz Fong-Jones (方禮真): gaaaaaaah I've hit the point of pressing my yubikey or touchid becoming the blocking factor for my LLM productivity, and I'm sometimes _barely_ reviewing the requests before mechanically approving,…
Liz Fong-Jones (方禮真): for the past year I've held the line firmly that agents *never* get to push code to a remote without my approval, but I'm starting to have the same rubber stamp fatigue that made me trust in auto m…
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3 experts · 6 posts · 14h ago
Timnit Gebru: You gotta hand it to OpenAI, billing this as a *partnership* between OpenAI & Hugging Face when what actually happened was Hugging Face finding out that OpenAI was using a bunch of bots to exploit …
Timnit Gebru: Reading that whole OpenAI post describing them unleashing a bunch of bots on Hugging Face as an "unprecedented cyber incident," is a master class in marketing. Lol and branding what happened as Ope…
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