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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What is moving across the network now

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

Established AI research Research 4d ago
⚡ 195 h early
AI and consciousness paper

AI and Consciousness

3 experts across 3 network communities independently surfaced this.

3 experts 3 communities 1 sources clustered

““Genuine conscious experience might require something no AI system could possess for the foreseeable future – intricate biological processes, for example, that silicon chips could never replicate.” www.cambridge.org/core/element...”

“free download for 2 weeks by @eschwitz.bsky.social”

Established AI research Research 3d ago
⚡ 5 h early
language-informed loss visual generation paper

A Language-Informed Loss for Visual Generation

2 directory members surfaced this signal.

2 experts 1 community 1 sources clustered

“Researchers have unveiled LILIE, a Language-Informed and Lossless Encoder that boosts text-to-image generation with language supervision, greatly reducing errors. This method no longer needs lossy tokenizers, providing a stronger training signal than pixel …”

What experts are discussing without an anchoring article

3 experts · 7 posts · 1d ago
Multiple readings Research & technical analysis · 1 Questions & unknowns · 1
Ted Underwood: The Internet era is kind of rough on faculty in emerging fields, because if University U hasn’t yet hired someone in your field, the students there *will write you* to ask sincere, interesting ques…
Ted Underwood: I guess my takeaway is not, students pls be less curious & proactive — but more hurry the f up, Univ U.
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3 experts · 3 posts · 3d ago
Multiple readings Building & implementation · 1 Questions & unknowns · 1
Mark Riedl: Reporter: OpenAI is a true champion of equity and democratization, with new results on low-resource languages… hold on, I’m getting an update… *holds finger to ear* COBOL. They mean COBOL.
David Picard: They're listening to their highest paying tier consumers who are mostly... *checks notes*... boomers??
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2 experts · 7 posts · 6d ago
Sung Kim: You'll be surprised how many unexpected bugs and inconsistencies this approach uncovers, even when your existing tests pass. Make sure the agent verifies expected results and application state chan…
Sung Kim: One effective approach is to have your AI coding agent create an API using the OpenAPI standard, generate an SDK, and then use that SDK to perform black box testing against the running app.
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