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
Clear
Showing signals surfaced by Nathan Lambert ×

The developments commanding sustained expert attention

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

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

thinkingmachines/Inkling · Hugging Face

5 experts across 3 network communities independently surfaced this.

5 experts 3 communities 2 sources clustered

“A big day for open model supporters in the U.S. Blog: thinkingmachines.ai/news/introdu... Model card: huggingface.co/thinkingmach...”

“Thinking Machines has a real model — 975B multimodal audio + image input it’s a generalist model. built for easy customization, TM has a great finetuning API audio up to 20 minutes, 1M token context for text thinkingmachines.ai/news/introdu...”

3 experts discussed this · 4 posts
Nathan Lambert: Thinking Machines just released with a ~1T param, 41B active, apache-2 model Benchmarks are a clear step up from Nemotron Ultra (55B active), new best American model, and omni input. A bit behind G…
Nathan Lambert: A big day for open model supporters in the U.S. Blog: thinkingmachines.ai/news/introdu... Model card: huggingface.co/thinkingmach...
Ben Recht: Yeah, that part is weird, no? The small model is *much* smaller and yet indistinguishable from the big one on benchmarks? I guess we'll have to wait and see, as it's not available yet.
Open the full discussion →
New AI field signal Signal 4h ago

Open Models Dashboard

2 directory members surfaced this signal.

2 experts 2 communities 1 sources clustered

“If you're looking for the latest adoption data on open models in US v China v globally, we built a small dashboard with the big picture and per-org numbers. US's role is slowly growing, but still way behind China/Qwen. dashboard.interconnects.ai”

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 AI field signal Signal 3d ago

Kimi k3 the open weights escalation

2 directory members surfaced this signal.

2 experts 2 communities 1 sources clustered

“Where Kimi K3 puts the balance of power — and bends the trajectory — of the AI ecosystem. www.interconnects.ai/p/kimi-k3-th...”

“Kimi K3: The open-weights escalation www.interconnects.ai/p/kimi-k3-the-… (some interesting thought here) #AI #OpenWeights #China #Kimi”

Established AI field signal Signal 4d ago

Notes from inside chinas ai labs

2 directory members surfaced this signal.

2 experts 1 community 1 sources clustered

“If recent events with Kimi K3 have finally convinced you that you need to try and understand how the Chinese labs approach AI - and how it differs than the SF center of power - you should read my post from a few months ago: www.interconnects.ai/p/notes-from...”

Developing Agents & robotics Resource 2d ago
⚡ 3 h early
RLHF preference data post-training lecture published

Preference Data: The Most Opaque Part of Post-Training | RLHF & Post-training Course, Lecture 8

2 directory members surfaced this signal.

2 experts 2 communities 1 sources clustered

“New lecture! This one is a recap of a bunch of history of preferences, the nature of rewards, how RLHF is formulated, which were once seen as central problems in the field. How much as changed. Books coming soon :D www.youtube.com/watch?v=Y2tv...”

Developing AI field signal Analysis 1d ago
⚡ 5 h early
open models landscape recap essay

Open models recap: more on Kimi K3, Qwen 3.8, Xi's WAIC speech, distillation, the open-closed gap, and what's next

1 directory member surfaced this signal.

1 expert 1 community 1 sources clustered

“Open models recap: more on Kimi K3, Qwen 3.8, Xi's WAIC speech, distillation, the open-closed gap, and what's next A podcast with Florian Brand. YouTube: www.youtube.com/watch?v=XsBy... Interconnects: www.interconnects.ai/p/open-model...”

Developing AI field signal Signal 1d ago
⚡ 13 h early

Open Models: Kimi K3, Qwen 3.8, Xi's WAIC Speech, Distillation, The Open-Closed Gap, and What's Next

1 directory member surfaced this signal.

1 expert 1 community 1 sources clustered

“Open models recap: more on Kimi K3, Qwen 3.8, Xi's WAIC speech, distillation, the open-closed gap, and what's next A podcast with Florian Brand. YouTube: www.youtube.com/watch?v=XsBy... Interconnects: www.interconnects.ai/p/open-model...”

Developing AI field signal Signal 2d ago
⚡ 5 h early

Amazon

1 directory member surfaced this signal.

1 expert 1 community 1 sources clustered

“Physical orders from Manning will ship in 1-2 weeks, and Amazon a week or so after. Thanks for your support! Website: rlhfbook.com Buy on Amazon: amzn.to/4cwCDJQ Buy on Manning: hubs.la/Q03TsMBq0 Course landing page: rlhfbook.com/course Course Playlist: www…”

Developing Agents & robotics Signal 2d ago

Reinforcement Learning from Human Feedback - Nathan Lambert

1 directory member surfaced this signal.

1 expert 1 community 1 sources clustered

“Physical orders from Manning will ship in 1-2 weeks, and Amazon a week or so after. Thanks for your support! Website: rlhfbook.com Buy on Amazon: amzn.to/4cwCDJQ Buy on Manning: hubs.la/Q03TsMBq0 Course landing page: rlhfbook.com/course Course Playlist: www…”

Developing Agents & robotics Signal 2d ago
⚡ 5 h early

Welcome to The RLHF Book & Post-Training Course

1 directory member surfaced this signal.

1 expert 1 community 1 sources clustered

“Physical orders from Manning will ship in 1-2 weeks, and Amazon a week or so after. Thanks for your support! Website: rlhfbook.com Buy on Amazon: amzn.to/4cwCDJQ Buy on Manning: hubs.la/Q03TsMBq0 Course landing page: rlhfbook.com/course Course Playlist: www…”

What experts are discussing without an anchoring article

2 experts · 2 posts · 4d ago
Nathan Lambert: I think what is pretty clear is that the Chinese labs are far more capital efficient. In a world where scaling labs are intelligence is proportional to effective capital (buys compute, data, & tale…
Ted Underwood: I think what is pretty clear is that the Chinese labs are far more capital efficient. In a world where scaling labs are intelligence is proportional to effective capital (buys compute, data, & tale…
Open the thread →
2 experts · 3 posts · 9d ago
Nathan Lambert: Claude Fable is another big step in being able to make nice lectures based on existing educational content. Much better than Opus. GPT 5.6 is still very far off here. Is a good example of where Cla…
Arseny Khakhalin: Wow really? I cannot make it write reasonable text despite fighting for several days now (I need it to teach me and my colleagues something). It only writes in opaque metaphor for me...
Open the thread →