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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Posts are grouped by conversation and tone. Select a lens to filter the stream; these are never permanent labels on people.

Showing signals surfaced by Benjamin Riley ×

The developments commanding sustained expert attention

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

Established AI field signal Analysis 9d ago
⚡ 4 h early
AI classroom youth harm essay

‘I hate what AI is doing to the minds and happiness of the young’: Katherine Rundell on the view from the classroom

13 experts across 5 network communities independently surfaced this.

13 experts 5 communities 1 sources clustered
How the network is reacting Experts are approaching this through 2 distinct lenses.
Multiple readings

Concern & critique

2 experts

Risks, limits and unintended consequences.

“"To wrap AI into the art of learning when we have overwhelming proof of the harm it does to developing minds is feeding snake oil to the people we should cherish most." www.theguardian.com/books/ng-int...”

Building & implementation

1 expert

How teams are shipping and applying it.

“It starts like this…& it builds. 🔥🔥🔥🔥🔥🔥🔥 “If you set out to design from scratch a tool to facilitate authoritarian rule, it would look exactly like AI. You would cherish it for its ability to destabilise our shared reality & its creation of disinformation o…”

Developing Safety & security Analysis 1d ago
models don't go rogue essay

Models Don't Go Rogue

8 experts across 3 network communities independently surfaced this.

8 experts 3 communities 1 sources clustered
How the network is reacting 3 experts are independently emphasizing concern & critique.
Reaction converging

Concern & critique

3 experts

Risks, limits and unintended consequences.

“Well we just disagree here, that's ok. Because I don't think it helps anyone to credit AI agents with "building a civilization" (or three) and hinting that the little guys getting dangerously smart. I'm with @eryk.bsky.social: mail.cyberneticforests.com/mod…”

5 experts discussed this · 20 posts
Timnit Gebru: Friends, when I sent this message to my team laughing, I didn't know that this fairytale blog had been shared far & wide & that people actually believed it. I didn't know that until someone asked m…
Timnit Gebru: At a certain point I have to ask myself if I got all this pedigree and spent decades doing research and building things to then spend the rest of my life attempting to come up with good arguments a…
Timnit Gebru: Agents didn't "confer" that is anthropomorphization of computer programs trained to do certain tasks.
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Established AI business Analysis 20d ago
⚡ 192 h early
students reject Gen AI conscientious objectors

Students as Conscientious Objectors to Gen AI (opinion)

9 experts across 4 network communities independently surfaced this.

9 experts 4 communities 1 sources clustered
How the network is reacting 2 experts are emphasizing concern & critique.
Shared emphasis

Concern & critique

2 experts

Risks, limits and unintended consequences.

“"Our students—and others in their AI-skeptical generation—are thoughtful moral agents who have used their capacity for critical reflection to arrive at compelling and deeply felt moral objections to using generative AI in their university work. We think edu…”

2 experts discussed this · 5 posts
Iris van Rooij: "The class atmosphere became tense as more students pushed back against this required use of generative AI. They wanted to know what their classmates thought rather than what a large language model…
Iris van Rooij: “(...) they wanted to work together across their human differences to negotiate new ideas and find ways of expressing them. And they didn’t want to outsource any of this effort to generative AI. Th…
Olivia Guest: "The class atmosphere became tense as more students pushed back against this required use of generative AI. They wanted to know what their classmates thought rather than what a large language model…
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Established AI field signal Signal 3d ago
⚡ 2560 h early

Unit distance remarks

5 experts across 3 network communities independently surfaced this.

5 experts 3 communities 1 sources clustered
8 experts discussed this · 47 posts
Colin: I hate that today’s most prominent AI skeptics keep forcing me to argue against them. I yearn to join them in the fight against the booster zealots, wherein there is still plenty of room for legiti…
Colin: The questions available to a skeptic today are kind of esoteric, like “how much should we as a society be willing to pay for theorems”
Ben Recht: The way forward is through the mushy middle. This technology is amazing. It works and breaks in surprising ways. The main boosters are lunatics. And the loudest critics are detached from reality. F…
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Established AI field signal Analysis 3d ago
⚡ 8 h early
tech-forward future skepticism essay

The Future Is Not Tech-Forward

7 experts across 3 network communities independently surfaced this.

7 experts 3 communities 1 sources clustered
How the network is reacting Experts are approaching this through 3 distinct lenses.
Multiple readings

Policy & governance

1 expert

Rules, institutions and accountability.

“This essay talks about the left's vision for technology, the "alliance" between left and right-wing anti-data center movements, politics of refusal, democratic control over the AI infrastructure buildout, China, industrial policy, and more. www.thetechbubbl…”

Building & implementation

1 expert

How teams are shipping and applying it.

“Note “the possibility of communities forming compacts that establish minimum terms for data center development, allowing them to prevent firms from playing various jurisdictions against one another in a race to the bottom.” www.thetechbubble.info/p/the-futu…”

Research & technical analysis

1 expert

Evidence, methods and technical implications.

“surfacing for a minute to point out this good piece by @edwardongwesojr.com > Refusal is not just some impotent act of nostalgia, and the extent to which we think so is a measure of our contempt for the prospect of taking democratic politics seriously.”

Established AI field signal Signal 17d ago

Age of ai icm

6 experts across 4 network communities independently surfaced this.

6 experts 4 communities 1 sources clustered
Established Culture, work & education Development 6d ago
⚡ 8 h early
Alpha School AI Chicago launch

Alpha School wants AI to teach a billion kids. Should it?

5 experts across 3 network communities independently surfaced this.

5 experts 3 communities 1 sources clustered

“The most Betteridge’s Law headline to ever do it”

“Oh so you really know jack shit about kids, pedagogy, education… www.scientificamerican.com/article/alph...”

6 experts discussed this · 29 posts
Hypervisible : Oh so you really know jack shit about kids, pedagogy, education… www.scientificamerican.com/article/alph...
Hypervisible : This is so offensive I’m kinda speechless.
Hypervisible : Now Carl will tell us how schools are like McDonald’s 🤦🏿‍♂️
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Established AI field signal Analysis 4d ago
⚡ 1073 h early
Verge essay language versus intelligence AI

Is language the same as intelligence? The AI industry desperately needs it to be

3 experts across 2 network communities independently surfaced this.

3 experts 2 communities 1 sources clustered

“Went searching for our piece on this and well (That piece: www.theverge.com/ai-artificia...)”

“Dr. Gopnik can certainly speak for herself, but it is indeed #3 that led me to chime in here, social media providing a forum for debate and all. And, well, once again I can only recur to the established scientific fact that language is not the same as thoug…”

4 experts discussed this · 28 posts
Ian Bogost: I continue to be startled by the "writing is thinking" thing ("popular" among the anti-AI set). Is it, perhaps, a weird perversion of all the Derrida people read for decades? The pure-presence erro…
Ian Bogost: Writing isn't thinking, but rather writing. It's a type of representation that renders ideas into inscription. As a supposed writer, I am HORRIFIED at the idea that I would need to write to think. …
Robin Z: I'm surprised to hear this! My version of writing-is-thinking comes via Merleau-Ponty, but the idea that you compose the thoughts in advance mentally and just print them out in text strikes me as e…
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Established Models & releases Analysis 18d ago
AI writing adulteration

AI Can’t Adulterate its Own Writing

2 directory members surfaced this signal.

2 experts 2 communities 1 sources clustered

““For something to be adulterated, it has to be pure to begin with. The internal work in progress of an LLM is anything but pure. [Much] about a model… is opaque to the user, such that the only way to assess its correctness is by judging the output.” bitspli…”

“The whole Anthropic AI Watermarking Controversy is delighting me as people rediscover the idea that writing is a tool that humans use to communicate our thoughts. We are not probabilistic next-token generators with adjustable (and watermarkable) weights. Go…”

Established AI field signal Signal 10d ago

The 50 Percent Problem

4 experts are actively discussing the implications.

1 expert 1 community 1 sources clustered

“I wrote in this essay that "it's not just putting lipstic on a pig, it's smearing them with Revlon from tail to snout," and was accused of using AI. I didn't. But I see why someone might think so. But also, false accusations are just horrible, I feel mildly…”

4 experts discussed this · 23 posts
Benjamin Riley: "Kids are told AI is 'inevitable' and acting accordingly. This is harming their cognitive development and foreclosing their life opportunities. Generative AI is cognitive cancer and we are doing ne…
Benjamin Riley: @hetanshah.bsky.social essay as promised!
Mary Branscombe: people will seize on the chart that leaves out the actual salient factor (time spent on homework) if it suits their priors
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Established Culture, work & education Analysis 6d ago
Sal Khan Khanmigo chatbot limits essay

The education of Sal Khan and the limits of his chatbot

1 directory member surfaced this signal.

1 expert 1 community 1 sources clustered

“Here you might say, "maybe Alpha School using AI will do better than Gates and Zuckerberg." Yet already people with a long history of hyping ed-tech and AI to the max are coming to grips with the enduring reality that humans prefer learning from humans. www…”

Established Models & releases Signal 11d ago

Llms cant jump

2 experts are actively discussing the implications.

1 expert 1 community 1 sources clustered

“Everything about this, from the title -- LLM's Can't Jump -- to how Einstein developed relativity to the ultimate conclusion that AI is merely "a sophisticated 'Chinese Room' operation" is delightful. And surprise, authored by someone at Google DeepMind. ww…”

2 experts discussed this · 7 posts
Benjamin Riley: Everything about this, from the title -- LLM's Can't Jump -- to how Einstein developed relativity to the ultimate conclusion that AI is merely "a sophisticated 'Chinese Room' operation" is delightf…
Benjamin Riley: @seantrott.bsky.social I think you'll enjoy this one
Benjamin Riley: I mean when Altman and Amodei declare that that these models will “solve physics” and cure most if not all diseases, it reflects an implicit belief that creativity (as complex problem solving) is a…
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Established AI field signal Signal 14d ago

Humans understand what AI cannot

2 experts are actively discussing the implications.

1 expert 1 community 1 sources clustered

“A little more on this here, if you’re curious: buildcognitiveresonance.substack.com/p/humans-und...”

2 experts discussed this · 5 posts
Benjamin Riley: I mean yeah, LLMs. Pretty remarkable to hear Bowden describe causal relationships “built into our brain, our retina, whatever.” I’m sure that made more sense to her than it does to me.
Benjamin Riley: Maybe that’s what she meant, but regardless, this assumes what is she (or you) are trying to prove. Certainly the retinal cells themselves don’t form causal relationships, there’s a mental state in…
Benjamin Riley: A little more on this here, if you’re curious: buildcognitiveresonance.substack.com/p/humans-und...
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Established AI field signal Signal 13d ago

In AI, the 41% Depends on the -59% | The Daily Spark

2 experts are actively discussing the implications.

1 expert 1 community 1 sources clustered

“Maybe? This is a very different business ecosystem than we typically see in technology. Almost the opposite of normal, in fact. www.apollo.com/wealth/insig...”

2 experts discussed this · 5 posts
Colin: The thing is, this was true, and then those very improvements occurred. “AI cannot be profitable unless it gets significantly better than it is today” was at one time a correct take. At that time i…
Colin: It doesn’t mean that every booster prediction is going to come true or that the net effect on society is good or that there is not some amount of overinvestment but it does mean that nowadays you c…
Benjamin Riley: Maybe? This is a very different business ecosystem than we typically see in technology. Almost the opposite of normal, in fact. www.apollo.com/wealth/insig...
Open the full discussion →
Established AI field signal Analysis 20d ago
Plato as AI skeptic philosophy essay

Plato was an AI skeptic

1 directory member surfaced this signal.

1 expert 1 community 1 sources clustered

“The idea that Plato was against writing is based on a major misreading of his argument in the Phaedrus. Plato was a writer! We only know about his ideas because he wrote them down! buildcognitiveresonance.substack.com/p/plato-was-...”

What experts are discussing without an anchoring article

2 experts · 20 posts · 8h ago
Multiple readings Research & technical analysis · 1 Questions & unknowns · 1
Shriram Krishnamurthi: Biggest downside to getting my course sites finalized with Claude's help is that EVERY annoyance I have seen, I can now get fixed…so after every hour of work, my todo list is a bit longer than an h…
Benjamin Riley: Hi Shriram. I’m curious if you are familiar with Alpha School? I’m working on a story about it.
Open the thread →
3 experts · 21 posts · 16d ago
Multiple readings Concern & critique · 2 Research & technical analysis · 1
Hagen Blix: .. something that we construct in each other. Much of it is about mutual legibility. Now, for the first time, we have machines that go off the deep end with you, that create a sense of legibility t…
Hagen Blix: Also, good liberal individualists that we are, we're gonna start by treating AI psychoses as an individual moral failure, which will be as perfect a mismatch for the situation as can be
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4 experts · 10 posts · 18d ago
Colin: What’s kind of crazy is 5 years ago if any Google product produced output like this it would be a cataclysmic event inside and outside of Google. It would be the top headline on Buzzfeed News. Goog…
Colin: Fear of this is what caused them to squander their head start on LLMs and spend the last 5 years catching up to OpenAI.
Open the thread →