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.

2,364 searchable experts 2,966 tracked across all sources
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The developments commanding sustained expert attention

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

Developing Safety & security Development 1d ago
HuggingFace security incident July 2026

Security incident disclosure — July 2026

5 experts across 4 network communities independently surfaced this.

5 experts 4 communities 1 sources clustered

“yepppp, see also huggingface.co/blog/securit... where the blue team's frontier models wouldn't help them so they had to use GLM to do blue team work.”

“This one is wild huggingface.co/blog/securit...”

Established AI field signal Signal 7d ago
⚡ 25 h early

Months to live for open models

3 experts across 3 network communities independently surfaced this.

3 experts 3 communities 1 sources clustered

“6 months to live for open models Staring down the barrel of policy action that could make open models a permanent second class citizen. We need to a) win on the distillation issue and b) form a coalition www.interconnects.ai/p/6-months-t...”

“It is wild to me that one could ban open models. Stopping open models stops progress, locking everything up in the hands of the few. The frequency this debate comes up is way too high. We need open models - they keep the closed ones accountable. www.interco…”

Established Models & releases Release 7d ago
⚡ 4 h early
Thinking Machines Lab Inkling model launch

Thinking Machines Lab Drops Its First Model

2 directory members surfaced this signal.

2 experts 2 communities 1 sources clustered

“Solid US-origin open model, congratulations Thinking Machines * context window of 1M * available on hugging face now * between opus 4.6 and gpt 5.6 on a web dev benchmark * token efficient * 41B active params of 975B total www.wired.com/story/thinki...”

Developing Safety & security Release 1d ago
⚡ 9 h early
Cisco Antares vulnerability model launch

Introducing Antares: Highly Efficient Open Weight AI Models for Vulnerability Localization

2 directory members surfaced this signal.

2 experts 2 communities 1 sources clustered

“Cisco launches Anteres-350M, 1B & 3B local models for defensive cybersecurity, finding vulnerabilities blogs.cisco.com/ai/introduci...”

“Open models secure software Cisco releases two open models for security - 350M and 1B - for security-related work. Trained on IBM's Granite series, they can: find weak files; triage; augment static analysis; review in CI/CD; do analysis in strict environmen…”

Established Safety & security Analysis 5d ago
alignment community builds censors essay

Position: The Alignment Community Is Unintentionally Building a Censor

2 directory members surfaced this signal.

2 experts 2 communities 1 sources clustered

“"The Alignment Community is Unintentionally Building a Censor’s Toolkit" Choosing what information is and is not surfaced is the a censor's dream. Alignment gives humans that capability - meaning no accountability, and no transparency, with closed models. s…”

Developing Models & releases Research 1d ago
LLM insecure code repair paper

Surgical Repair of Insecure Code Generation in LLMs

1 directory member surfaced this signal.

1 expert 1 community 1 sources clustered

“Surgical Repair of Insecure Code Generation in LLMs Generating more secure code by identifying failure categories and addressing them. I appreciate work that gets into the data and addresses classes individually; that's how you understand, and build lasting…”

Developing Agents & robotics Signal 2d ago

Create a LangChain Deep Agents Harness Profile for NVIDIA Nemotron 3 Ultra to Improve Performance | NVIDIA Technical Blog

1 directory member surfaced this signal.

1 expert 1 community 1 sources clustered

“I don't know how many ways to say this but - stop looking at model performance - it's almost all in the harness - decent harness can easily outclass top model evidence item #71625: developer.nvidia.com/blog/create-...”

Developing AI field signal Signal 2d ago

Chinas xi promotes chinas commitment ai access speech shanghai conference

1 directory member surfaced this signal.

1 expert 1 community 1 sources clustered

“Together we stand, divided we fall. Hiding from open models doesn't make sense, My career has benefited from collaborating with authors on every continent except Antartica (are you there? hit me up). When one country closes, it's usually that country that s…”

Established AI field signal Resource 6d ago
AI2 open models catalog resource

Open models | Ai2

1 directory member surfaced this signal.

1 expert 1 community 1 sources clustered

“We're nowhere without open models. There's no reason that the best models can't be open models - in many contexts, they are. The Allen Institute for AI research got a chunk of public funding to bring US open models up to speed; it's an important player. all…”

Established Compute & infrastructure Analysis 8d ago
NVIDIA performance per watt AI efficiency essay

Why Performance per Watt Is the Ultimate Metric for AI Infrastructure Efficiency

1 directory member surfaced this signal.

1 expert 1 community 1 sources clustered

“A few readings: * Optimising efficiency reduces costs (fiscal, environmental) * Optimising efficiency raises consumption (jevon's paradox) * Money saved on power can be billed for hardware All are valid. But doing the same for less just seems really attractive”

Established AI business Development 8d ago
startups switch to cheap Chinese AI models

American AI is expensive. Some startups are turning to cheap Chinese models

1 directory member surfaced this signal.

1 expert 1 community 1 sources clustered

“Interesting take. American models are also free: open models come from all over the world, including the US - Google Gemma, Meta Llama, NVIDA Nemotron, even OpenAI Idk if I love the Ferrari vs. Honda comparison but it's useful: maybe a non-leading model is …”

Established Culture, work & education Signal 6d ago

David sacks us artificial intelligence kimi k3 moonshot ai

1 directory member surfaced this signal.

1 expert 1 community 1 sources clustered

“K3 prompting important talks! Parallel discovery and development is the day-to-day of science. Even if one stops sharing, progress happens. I don't always agree with Sacks but he's right here - "The rest of the world won’t play by our rules if we bog oursel…”

Established Agents & robotics Release 6d ago
⚡ 10 h early
Capital One VulnHunter agentic security tool launch

VulnHunter: an open-source, agentic AI code security tool | Capital One Tech

1 directory member surfaced this signal.

1 expert 1 community 1 sources clustered

“Defensive agentic security for everyone. It's the harness, not the model. Here's Capital One's code for finding vulnerabilities in your code. Add the model that you want. Hoping to see a lot more work like this in coming months so software can become secure…”

Established Safety & security Analysis 9d ago
AI models offensive security comparison

Muse Spark vs. GLM: AI Models for Offensive Security | XBOW

1 directory member surfaced this signal.

1 expert 1 community 1 sources clustered

“Leading closed models do great at cybersecurity - all at similar perf, with the right harness (where the work happens and where humans embed the expertise). But you can also get SotA vulnerability discovery performance on-prem with open models. Don't take m…”

Established Compute & infrastructure Analysis 13d ago
Chinese AI blockade Forbes analysis

The Chinese AI Blockade Is Coming

1 directory member surfaced this signal.

1 expert 1 community 1 sources clustered

“Would not be surprised to see multiple bans on open models across the world - or a conflation between open source, open source models, and open weight models. Wild https://www.forbes.com/sites/the-prompt/2026/07/07/the-chinese-ai-blockade-is-coming/”

Established AI field signal Signal 14d ago

Trump administration ai restrictions opens

1 directory member surfaced this signal.

1 expert 1 community 1 sources clustered

“The whole digital economy runs on open source. Banning open models is bad for almost everything if it lands - business and research and consumers. And they present no risk. What's going on? https://thehill.com/policy/technology/5952253-trump-administration-…”

Established Policy & governance Analysis 15d ago
open source AI fear cedes ground China

Model Panic: How Fear of Open-Source AI Is Ceding Ground to China - R Street Institute

1 directory member surfaced this signal.

1 expert 1 community 1 sources clustered

“"Open source is not a Chinese approach to software any more than closed source is a democratic one. That instinct is completely backwards" The more who understand what open source is, the better. https://www.rstreet.org/commentary/model-panic-how-fear-of-op…”