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.

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Showing signals surfaced by Ramon Astudillo ×

What is moving across the network now

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

Established Models & releases Signal 3d ago
⚡ 70 h early

cdn.openai.com

4 experts across 3 network communities independently surfaced this.

4 experts 3 communities 1 sources clustered

“Is cool that the released the multi-agent prompt for Sol 5.6 Ultra's proof of the Cycle Double Colver Conjecture. A lot of focus on diversity and keeping the agents trying, some adversarial review. Otherwise, not really that structured of a workflow! cdn.op…”

“here’s one: cdn.openai.com/pdf/04d1d1e4...”

Established Evaluation & benchmarks Analysis 6d ago
⚡ 5 h early

Kimi K3, and what we can still learn from the pelican benchmark

4 experts across 2 network communities independently surfaced this.

4 experts 2 communities 1 sources clustered

“My notes on Kimi K3, plus some thoughts on what we can still learn from the pelican benchmark even while it becomes further detached from how good the models are at the things that matter (like agentic tool calling across longer conversations) simonwillison…”

“simonwillison.net/2026/Jul/16/... >The new model is notable for the pricing: $3/million input tokens and $15/million output tokens, putting it at the same level as Anthropic’s Claude Sonnet series and making it the most expensive model released by a Chinese…”

2 experts discussed this · 3 posts
Simon Willison: My notes on Kimi K3, plus some thoughts on what we can still learn from the pelican benchmark even while it becomes further detached from how good the models are at the things that matter (like age…
Ramon Astudillo: My notes on Kimi K3, plus some thoughts on what we can still learn from the pelican benchmark even while it becomes further detached from how good the models are at the things that matter (like age…
Ramon Astudillo: death of the pelican test >That connection has been mostly severed now. The GPT-5.6 and Claude Fable 5 pelicans are outclassed by GLM-5.2, and much as I love GLM I don’t think that’s a Fable-class …
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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...”