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.

2,364 searchable experts 2,966 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 Pavel ×

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 Development 15d ago
⚡ 3 h early
AI fiction idiosyncrasies detection paper

AI Fiction Is Easy to Detect Because It's Stupid and Bad, Research Finds

7 experts across 4 network communities independently surfaced this.

7 experts 4 communities 1 sources clustered

“ChatGPT uses too many dream sequences and Gemini won’t stop describing characters.”

“this is interesting but i'm reluctant to get very attached to these analytical methods. a lot of computing researchers live for puzzles; if you tell them LLM outputs are identifiable by certain rhetorical cliches or structural tendencies, they'll work the p…”

5 experts discussed this · 23 posts
Ali Alkhatib: this is interesting but i'm reluctant to get very attached to these analytical methods. a lot of computing researchers live for puzzles; if you tell them LLM outputs are identifiable by certain rhe…
Ali Alkhatib: this is sort of a fundamental problem with pangram IMHO. if you restrict yourself from thinking critically about the author(s) as such and only look at syntax, you paint yourself very narrowly into…
Hypervisible : Even if it’s “good” by some metric, I don’t want to read it because it has no perspective or viewpoint.
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Established AI field signal Signal 10d ago
⚡ 232 h early

arxiv.org

5 experts across 2 network communities independently surfaced this.

5 experts 2 communities 1 sources clustered
2 experts discussed this · 3 posts
ae: Mad lad trains neural network in Age of Empires II arxiv.org/pdf/2605.31514 @surcomplicated.bsky.social
ae: this is funny "Lemma 1 (NAND Gates in AoE II). It is possible to build and operate a NAND gate in the scenario editor by using one player, two units acting as the {0, 1} bits, and no other components"
Nafnlaus 🇮🇸 🇺🇦: Also, the Town Square can speak Chinese.
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Established Safety & security Analysis 9d ago
⚡ 385 h early
cybernetic forests X Y reframing essay

It's Not Just X. It's Y.

5 experts across 2 network communities independently surfaced this.

5 experts 2 communities 1 sources clustered

“If you look at all of Biden’s bullets you see this LLM pattern show up in some form or another — LLM templates aren’t a Mad Libs-style template, but they tend to repeat the same form of sentence. I wrote more here, if it’s of interest: mail.cyberneticforest…”

“Not using AI? You must pay an AI company $$$ to certify you, and then accept their AI-generated recommendations for how to not sound like AI.”

3 experts discussed this · 14 posts
Eryk Salvaggio: Not picking on OP or endorsing the trend, but the number of people sharing and being genuinely moved by Hunter Biden’s Claude output is a good window into how audiences see and respond to LLM-gener…
Eryk Salvaggio: A microcosm in the quote-posts, too. And look, I’m not using Pangram (I don’t have to) or calling for anyone to shun anybody. Just noticing something.
Eryk Salvaggio: Can’t say it’s Claude specifically but it has lots of telltale signs. It’s bullets, for one. Two: the terse “The noun verbed” opener. 3, the negative parallelism (“not x, not y. Z.”) repeated twice…
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Established AI field signal Analysis 4d ago
⚡ 793 h early
critical AI essay olivia science

Critical AI

4 experts across 2 network communities independently surfaced this.

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

Concern & critique

1 expert

Risks, limits and unintended consequences.

“All the critical AI stuff is here if useful olivia.science/ai 💞”

Research & technical analysis

1 expert

Evidence, methods and technical implications.

“@olivia.science of course has a great collection including a lot of her own research olivia.science/ai/”

2 experts discussed this · 9 posts
Olivia Guest: There's no engineering reason for human shaped robots other than that one actually. And there's so many engineering reasons against. The sooner people realise it has always been true & sexist (oliv…
Olivia Guest: Also see: bsky.app/profile/oliv... 2/
Thomas Dietterich: My colleague Jonathan Hurst (at Agility Robotics) has a long list of reasons why humanoid robots make sense. For years he was opposed to humanoids, but he found that for lifting and carrying loads,…
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Established Culture, work & education Development 15d ago
⚡ 4 h early
smart glasses surveillance public backlash

The Backlash Is So Strong That People With "Pervert Glasses" Are Afraid to Use Them in Public

4 experts across 2 network communities independently surfaced this.

4 experts 2 communities 1 sources clustered

“The "divisive" framing is peculiar since the "division" is between the perverts with the stalker glasses and the people being stalked”

2 experts discussed this · 2 posts
Hypervisible : 💅🏾
Katie (Kathryn) Conrad: The teeeeeensiest of tiny violins 🎻
Olivia Guest: 💅🏾
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Established AI field signal Analysis 10d ago
⚡ 1372 h early
AI not future of software essay

AI is not the future of software development, but the last dying gasp of the past

3 experts across 2 network communities independently surfaced this.

3 experts 2 communities 1 sources clustered

“If you want to help me to do less non-writing and more writing, why not subscribe to the Product Picnic, the free weekly column where I rage against the machine...learning”

2 experts discussed this · 7 posts
Pavel: AI boosters claim that LLMs are the future of software development. But that could not be further from the truth. LLMs are the apotheosis of a paradigm 40 years in the making: the tech industry ass…
Pavel: Don't forget to subscribe! —— Thanks @rcmacleod.bsky.social @edzitron.com @nealemahoney.bsky.social @willplummer.bsky.social @gruber.foo @baldurbjarnason.com @ganeumann.bsky.social @kevinr.free-dis…
Pavel: Thanks! The picture is from Openverse
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Established Models & releases Development 20d ago
⚡ 4 h early
ChatGPT browser shut down

The ChatGPT browser is already dead

2 experts are actively discussing the implications.

2 experts 2 communities 1 sources clustered

“Sora: dead Atlas: dead "adult mode": dead Abilene expansion: dead OpenAI IPO: dead Tell me again about "inevitability"”

2 experts discussed this · 6 posts
Pavel: Sora: dead Atlas: dead "adult mode": dead Abilene expansion: dead OpenAI IPO: dead Tell me again about "inevitability"
Zeerak Talat زیرک طلعت (they/them): Sora: dead Atlas: dead "adult mode": dead Abilene expansion: dead OpenAI IPO: dead Tell me again about "inevitability"
Abstract Tesseract: Whoever said "fail often" maybe should have been more specific
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Developing Culture, work & education Analysis 2d ago
AI as boss not assistant essay

AI is not an assistant – it's your new boss (The Everything App part 2)

4 experts are actively discussing the implications.

2 experts 2 communities 1 sources clustered

“Yeah, it's one of the things Nothing Managers love most about AI: they can completely isolate themselves from all other people”

4 experts discussed this · 11 posts
Pavel: Lots of thinkpieces about how workers should think of "AI agents" as colleagues. Which, sure. I've had colleagues I always avoid because getting them to do anything useful is like pulling teeth, an…
Ali Alkhatib: that colleague who traumatized data workers during their training period, produces deepfakes of unwilling women, has no connection to reality like you or me, and CANNOT UNDER ANY CIRCUMSTANCES part…
VE, cybersocial occult investigator: In my last real “tech” job I was the designated guy who took all of the code the super-prolific “distinguished engineer” generated without any planning and put into production over the weekend, to …
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Established Models & releases Release 17d ago
⚡ 18 h early
CollectivAlly inclusive research platform launch

CollectivAlly Platform Launches with Inclusive Research | Lucy Collins posted on the topic | LinkedIn

2 directory members surfaced this signal.

2 experts 2 communities 1 sources clustered

“The latest indignity from the world of AI is an "inclusive" product that simulates disabled users, creating an excuse for software teams to avoid doing real research. As always, "empathy" from the industry only serves to displace the needs of real human bei…”

Established Agents & robotics Analysis 4d ago
agentic coding tools open source commit study

𝐀𝐠𝐞𝐧𝐭𝐢𝐜 𝐜𝐨𝐝𝐢𝐧𝐠 𝐭𝐨𝐨𝐥𝐬 𝐡𝐞𝐥𝐩 𝐬𝐡𝐢𝐩 𝐜𝐨𝐝𝐞 𝐟𝐚𝐬𝐭𝐞𝐫, 𝐛𝐮𝐭 𝐚𝐭 𝐰𝐡𝐚𝐭 𝐜𝐨𝐬𝐭? 𝐖𝐡𝐚𝐭 𝐰𝐞 𝐝𝐢𝐝: 🎯Across 182 open source projects, we tracked >30K commits from… | Courtney Miller

1 directory member surfaced this signal.

1 expert 1 community 1 sources clustered

“AI code leads to a 45% increase in the maintenance burden on human coders”

Developing AI field signal Analysis 2d ago
AI not substitute software project management

AI is not a substitute for knowing how to run software projects

1 directory member surfaced this signal.

1 expert 1 community 1 sources clustered

“Execs think that AI can magically fix all their org's problems: their data problem, their PDLC problem, their PMF problem. But AI is not magic. It's just a technology — and like all novel technologies, incorporating it into your process only expands the num…”

What experts are discussing without an anchoring article

2 experts · 2 posts · 20h ago
Multiple readings Research & technical analysis · 1 Questions & unknowns · 1
Christopher Mims: Surely I can’t be the only one who is deliberately being weirder and looser in my correspondence just so people know it wasn’t written by AI?
Pavel: *skims your post* being a weird loser? I've been training for this all my childhood
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2 experts · 3 posts · 19d ago
Pavel: When I think about preening arrogance, my mind immediately goes to a guy who lives in public housing and takes the train to work, rather than the entire rogues' gallery of private jet enabled AI th…
Teresa Heffernan: When I think about preening arrogance, my mind immediately goes to a guy who lives in public housing and takes the train to work, rather than the entire rogues' gallery of private jet enabled AI th…
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