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.

2,397 searchable experts 4,280 tracked across all sources
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The developments commanding sustained expert attention

One card per development. Sources are clustered; reaction bundles describe these posts, never the people behind them.

Established Agents & robotics Signal 5d ago
⚡ 1924 h early

GEPA: Reflective Prompt Evolution Can Outperform Reinforcement Learning

2 directory members surfaced this signal.

2 experts 2 communities 1 sources clustered
Ahmad Beirami Doll

“Hi Julian: I totally agree that vast body of literature on evolutionary optimization is relevant; in fact GEPA (arxiv.org/abs/2507.19457) and AlphaEvolve (arxiv.org/abs/2506.13131) are instances of evolutionary optimization. To me, the biggest open question…”

Primary source arxiv.org ↗
Established AI business Resource 13d ago
⚡ 737 h early
Ramp AI adoption index launch

Ramp AI Index

4 experts across 2 network communities independently surfaced this.

4 experts 2 communities 1 sources clustered
Sung Kim Eileen Clancy 🧿 Doll Isaiah Bishop

“Theres more indepth stuff on their site! They have AI spend per employee by sector/financing ramp.com/data/ai-index”

3 experts discussed this · 14 posts
Isaiah Bishop: Based on public info this seems true like the ramp spend per employee and adoption matches this. So far theyre looking pretty smart for spending wisely
Isaiah Bishop: ARR level is probably little cooked but the trend is right
Isaiah Bishop: here is a payment processors data on the subject
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Primary source ramp.com ↗
Established AI field signal Resource 15d ago
Navigators Guild Discord community

Join the Navigators Guild Discord Server!

6 experts are actively discussing the implications.

2 experts 2 communities 1 sources clustered
Fran Litterio Doll

“discord.gg/kfM6Q4UBbM On that note dolls discord is focused on exchanging knowledge about AI as well as some basic self guided courses to learn how to code with AI. Anyone can join and participate.”

6 experts discussed this · 72 posts
Doll: So uh. Welcome to the AI knowers cluster everyone. Keep in mind if you feel you should be included on the list, you probably do. Exclusion is almost never intentional and just doll not knowing ever…
Doll: @cee.wtf's video aside (and it was quite funny) it does not consider itself a gate or an authority on expertese in the field. It also knows the starter pack might inherent some kind of weight to it…
Doll: We will error on "inclusive" over "curated" because frankly we do not have the right to hold others out of the space. Doll was one of the people who used to be excluded from tech spaces. It cannot …
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Primary source discord.gg ↗
Debates gaining attention

What experts are discussing without an anchoring article

11 experts · 78 posts · 16d ago
Mike Masnick SE Gyges Liz Fong-Jones (方禮真) jake Arseny Khakhalin Doll austin Alex Gude
Reaction converging Opportunity & adoption · 3 Concern & critique · 1 Questions & unknowns · 1
mackuba.eu: FFS, this is so fucked… 😩 Would it kill the people here to not chase away any tech person who comes here and says something about AI?… I really want tech discussions and communities to hang out her…
Mike Masnick: And now I'm getting shit upon for merely repeating what people told me, which some jackasses are misrepresenting. 🙄 Doing a lot of blocking unfortunately.
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6 experts · 25 posts · 5d ago
Pwnallthethings SE Gyges Liz Fong-Jones (方禮真) Colin Doll Vikram Saraph
Multiple readings Policy & governance · 1 Research & technical analysis · 1 Opportunity & adoption · 1
SE Gyges: bsky said "don't harass people" and a thousand people complained immediately, incredible stuff
Colin: Bluesky is a community of users. At times that community will choose a victim at random to hunt for sport. That is simply the community exercising its right to community safety.
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