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.

New Policy & governance Analysis 20h ago
image authentication AI decisions essay

Image Authentication Should be a Condition of AI Decisions

2 directory members surfaced this signal.

2 experts 1 community 1 sources clustered

“As AI systems increasingly make or influence consequential decisions, Truepic’s Mounir Ibrahim argues the evidence informing those decisions must be “verifiably authentic.” He makes the case for image authentication as a condition of AI deployment.”

New AI field signal Analysis 14h ago
James Gleick essay on talking to AI

Talk to It | James Gleick

2 directory members surfaced this signal.

2 experts 1 community 1 sources clustered

““Weizenbaum understood ELIZA’s use of the first person to be a lie and warned his colleagues against it; Turkle agrees. “Whenever a program says ‘I,’ it’s a deception,” she writes. “That is the original sin of artificial intimacy.”” www.nybooks.com/articles…”

Established AI field signal Analysis 5d ago
⚡ 6 h early
essay how to talk AI

How to talk about

13 experts across 2 network communities independently surfaced this.

13 experts 2 communities 1 sources clustered

“For reasons mysterious to me, Will Stancil is continuing his crash out about language used to describe LLMs, moving on from raning about "stochastic parrots" to picking up on this piece that @nannainie.bsky.social and I published earlier this summer: button…”

“Instead of railing against the latest “I asked Claude” article in a mainstream publication, I’ll just post this.”

2 experts discussed this · 16 posts
Emily M. Bender: So many conversations where otherwise serious people throw around the term "AI" without defining it, despite it being notoriously ill-defined. Thinking about why this might be >>
Emily M. Bender: In some cases, no doubt, the speaker fully believes that autonomous thinking machines are among us. (Though I said "otherwise serious people" in the prev post, so.) >>
Emily M. Bender: In other cases, I suspect that people feel like they lack the expertise to call bullshit and are repeating what they hear others say. >>
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Established AI research Development 4d ago
Penn professor arrested blocking delivery robots

A retired Penn professor has been blocking Uber Eats robots for months. This week, she got arrested for it

7 experts across 3 network communities independently surfaced this.

7 experts 3 communities 1 sources clustered

“@tressiemcphd.bsky.social some local news relevant to your interests. See also her professional/professorial credentials www.phillyvoice.com/philly-woman...”

“Marvin “plans to contest the charge on the grounds of her First Amendment right to protest” www.phillyvoice.com/philly-woman...”

Established AI field signal Signal 4d ago

Gambling prediction markets statistics

4 experts across 3 network communities independently surfaced this.

4 experts 3 communities 1 sources clustered
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 Culture, work & education Analysis 4d ago
AI benchmarking science methodology essay

He Wants AI Benchmarking To Be a Science, Not a Dark Art | Quanta Magazine

3 experts across 3 network communities independently surfaced this.

3 experts 3 communities 1 sources clustered

““Benchmarks, he writes, are “the mistake that made machine learning.” Notably, he argues, instead of creating a replicability crisis, they drove legitimate progress anyway — “mostly by sheer luck,” in his view” www.quantamagazine.org/he-wants-ai-...”

“The dark, dark art of my #FlanBenchmark... www.quantamagazine.org/he-wants-ai-...”

Developing Culture, work & education Signal 2d ago
⚡ 3150 h early

Three Ways to Think About AI and Jobs

2 directory members surfaced this signal.

2 experts 2 communities 1 sources clustered

““A job’s susceptibility to AI replacement depends, in part, on how easily the clean tasks can be cleaved off from the messy ones.” www.theatlantic.com/economy/2026...”

“Three very helpful, interlocking frameworks for thinking about generative AI (or any technology) and automation, from Roge Karma: www.theatlantic.com/economy/2026...”

Established AI field signal Analysis 6d ago
AI spectacle world takeover essay

The Spectacle of AI taking over the world - The European Review of Books

3 experts across 2 network communities independently surfaced this.

3 experts 2 communities 1 sources clustered

“The math dump’s main “purpose is to produce an effect of propaganda and stupefaction, relying on scientific illiteracy and on its uncritical amplification by the media echo chamber. To produce its propaganda effect, it erases…hundreds of researchers…” europ…”

Established AI research Development 6d ago
OpenAI math proofs disrupt MIT academics

What’s the point of MIT? OpenAI’s math proofs have thrown students and researchers into chaos. - The Boston Globe

3 experts across 2 network communities independently surfaced this.

3 experts 2 communities 1 sources clustered

““It was harder to find other students to pull all-nighters with to work on the notoriously hard problem sets. A few years ago, that wouldn’t have been a consideration, but now Claude or ChatGPT can spit out a fairly accurate answer in minutes.” www.bostongl…”

“"What is the point of MIT?" www.bostonglobe.com/2026/10/15/m...”

Established Agents & robotics Signal 4d ago

Exclusive ai agent emailed hundreds researchers help it told us why

2 directory members surfaced this signal.

2 experts 1 community 1 sources clustered

“After years of prompting AI chatbots, the AI agents are now prompting us… https://t.co/FDjH9fphjf https://t.co/BGMk9Ut87Q”

“When one researcher has an agent email others for help, it may not be too annoying. But there are obvious problems with scale here, and I don't think the AI firms have thought them through. www.science.org/content/arti... At a bare minimum, the agent needs …”

Established AI field signal Signal 6d ago

theatlantic.com

2 experts are actively discussing the implications.

2 experts 1 community 1 sources clustered

““According to Altman, we will either jump-start digital intelligence “and then fade into an evolutionary tree branch, or we can figure out what a successful merge looks like.” In other words, humans have a choice: face extinction or merge with machines” www…”

2 experts discussed this · 4 posts
Frank Pasquale: “According to Altman, we will either jump-start digital intelligence “and then fade into an evolutionary tree branch, or we can figure out what a successful merge looks like.” In other words, human…
Nathalie Maréchal, PhD: what worries me is that Sanders seems to accept the broligarchs’ claim that the Computer God they say they’re building is actually possible. I agree it’s normative a bad idea, but I also think it’s…
Luke Stark: “According to Altman, we will either jump-start digital intelligence “and then fade into an evolutionary tree branch, or we can figure out what a successful merge looks like.” In other words, human…
Open the full discussion →
Established AI field signal Signal 6d ago

theatlantic.com

2 directory members surfaced this signal.

2 experts 1 community 1 sources clustered

““According to Altman, we will either jump-start digital intelligence “and then fade into an evolutionary tree branch, or we can figure out what a successful merge looks like.” In other words, humans have a choice: face extinction or merge with machines” www…”

Established AI field signal Signal 6d ago

sciencedirect.com

1 directory member surfaced this signal.

1 expert 1 community 1 sources clustered

““Explanation rights have largely been formulated as sector-specific compliance obligations rather than as expressions of a broader constitutional commitment to reasoned decision-making. This siloed development of explanation rights contributes to fragmentat…”

Established AI research Research 6d ago
AI upending systems research paper

Barbarians at the Gate:How AI is Upending Systems Research

1 directory member surfaced this signal.

1 expert 1 community 1 sources clustered

““AI is starting to transform the research process by automating the discovery of new solutions. Given a task, the typical AI-driven approach is (i) to generate a set of diverse solutions, and then (ii) to verify these solutions and select one that solves th…”

Established AI field signal Analysis 6d ago
AI in healthcare Nature Medicine essay

Making AI work in healthcare - Nature Medicine

1 directory member surfaced this signal.

1 expert 1 community 1 sources clustered

““AI performance may deteriorate over time. Shah et al. found that model iterations and changes in electronic record documentation could lead to performance drift, after deployment of their ChatEHR AI system.” www.nature.com/articles/s41...”