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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Showing developments with attributable Building & implementation reactions.

New Network reaction maps

See how experts are reacting—not just what they shared.

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

What is moving across the network now

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

Accelerating AI field signal Signal 11h ago
⚡ 8 h early

Interactive: Anatomy Of An AI Kill Chain

9 experts across 3 network communities independently surfaced this.

Why this matches Building & implementation reaction 1 attributable expert contribution · AI Now Institute
“Today, we’re launching Anatomy of an AI Kill Chain with @airwars.bsky.social. AI is rapidly reshaping warfare. This project breaks down how AI is transforming every aspect of war and how militaries are offloading life and death decisions to brittle and flaw…” evidence ↗
9 experts 3 communities 1 sources clustered

“Today, we’re launching Anatomy of an AI Kill Chain with @airwars.bsky.social. AI is rapidly reshaping warfare. This project breaks down how AI is transforming every aspect of war and how militaries are offloading life and death decisions to brittle and flaw…”

“Excellent work from the @ainowinstitute.bsky.social and @airwars.bsky.social. "To demystify military AI, we construct an abstract kill chain that reflects an AI targeting cycle."”

New AI field signal Signal 12h ago

AI调解员:国产大模型赋能消费纠纷化解,效率提升25% | 法律AI应用

2 directory members surfaced this signal.

Why this matches Building & implementation reaction 1 attributable expert contribution · Jonathan Stray
“This may be the first widely deployed AI conflict mediation system. It's used by Chinese citizens in Hangzhou to resolve disputes with businesses. We're going to be seeing a lot more of this. www.sohu.com/a/932941980_...” evidence ↗
2 experts 1 community 1 sources clustered

“This may be the first widely deployed AI conflict mediation system. It's used by Chinese citizens in Hangzhou to resolve disputes with businesses. We're going to be seeing a lot more of this. www.sohu.com/a/932941980_...”

New Models & releases Analysis 18h ago
⚡ 1 h early
Anthropic open-weights position statement

Our position on open-weights models

10 experts across 4 network communities independently surfaced this.

Why this matches Building & implementation reaction 1 attributable expert contribution · Ted Underwood
“I respect the candor here. But I don't agree with the geopolitics, at all. The line between democracies and autocracies is not as crisp as this pretends. How much do we trust, e.g., an AI company in a competitive-authoritarian state that launches sneak deca…” evidence ↗
10 experts 4 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.

“Dario Amodei clarifies that Anthropic doesn’t want to ban open weight model. It instead wants 1. A ban on selling powerful chips or chipmaking equipment to China. 2. A crack down on industrial-scale distillation operations. 3. Mandatory safety testing of fr…”

Building & implementation

1 expert

How teams are shipping and applying it.

“I respect the candor here. But I don't agree with the geopolitics, at all. The line between democracies and autocracies is not as crisp as this pretends. How much do we trust, e.g., an AI company in a competitive-authoritarian state that launches sneak deca…”

Research & technical analysis

1 expert

Evidence, methods and technical implications.

“Dario explains Anthropic’s position on open weights models It’s a lot of words to say that they’re still against powerful open weights models www.anthropic.com/news/positio...”

4 experts discussed this · 10 posts
Ted Underwood: I respect the candor here. But I don't agree with the geopolitics, at all. The line between democracies and autocracies is not as crisp as this pretends. How much do we trust, e.g., an AI company i…
Ted Underwood: (just, say, hypothetically?) There's also internal incoherence in making the first part of this all about moralized great-power competition and then saying that safety testing (incl for alignment r…
SE Gyges: he kisses jd vance's ass and fails to specify anything concerning his proposed evaluation regime that distinguishes it from a ban solid dario post 10/10
Open the full discussion →
New Models & releases Signal 10h ago

Openai anthropic staff share letter asking us to help pace ai progress

3 experts are actively discussing the implications.

Why this matches Building & implementation reaction 1 attributable expert contribution · Tim Kellogg
“people from OpenAI and Anthropic sign letter calling for a slowdown of AI development, so society has a chance to catch up www.bloomberg.com/news/article...” evidence ↗
1 expert 1 community 1 sources clustered

“people from OpenAI and Anthropic sign letter calling for a slowdown of AI development, so society has a chance to catch up www.bloomberg.com/news/article...”

3 experts discussed this · 6 posts
Tim Kellogg: people from OpenAI and Anthropic sign letter calling for a slowdown of AI development, so society has a chance to catch up www.bloomberg.com/news/article...
Tim Kellogg: who are those?
Tim Kellogg: en.wikipedia.org/wiki/List_of...
Open the full discussion →
New Safety & security Signal 13h ago

Why the Global AI Safety Agenda Cannot See African Harms

1 directory member surfaced this signal.

Why this matches Building & implementation reaction 1 attributable expert contribution · Justin Hendrix
“Liz Orembo argues AI risk is relational—it "does not reside in code alone." A model can pass every frontier safety test and still cause harm when deployed into different languages, institutions and social realities. That matters, in particular, for Africa.” evidence ↗
1 expert 1 community 1 sources clustered

“Liz Orembo argues AI risk is relational—it "does not reside in code alone." A model can pass every frontier safety test and still cause harm when deployed into different languages, institutions and social realities. That matters, in particular, for Africa.”

New AI field signal Signal 12h ago

No AI for War

1 directory member surfaced this signal.

Why this matches Building & implementation reaction 1 attributable expert contribution · Sasha Costanza-Chock
“"MPower Change has launched noaiforwar.org for updates on the Pentagon's use of AI and more. The site has an action that goes to all major AI Tech CEOs and other decision-makers."” evidence ↗
1 expert 1 community 1 sources clustered

“"MPower Change has launched noaiforwar.org for updates on the Pentagon's use of AI and more. The site has an action that goes to all major AI Tech CEOs and other decision-makers."”

New Culture, work & education Signal 15h ago

The OlmoEarth Platform: Geospatial inference at planetary scale | Ai2

1 directory member surfaced this signal.

Why this matches Building & implementation reaction 1 attributable expert contribution · Ai2
“What's next for OlmoEarth Platform: change-detection alerts, agentic tools for nonexperts, & precomputed global embeddings that could one day skip the forward pass entirely. Read more about the engineering in our latest blog: 🌐 buff.ly/wkAWugp” evidence ↗
1 expert 1 community 1 sources clustered

“What's next for OlmoEarth Platform: change-detection alerts, agentic tools for nonexperts, & precomputed global embeddings that could one day skip the forward pass entirely. Read more about the engineering in our latest blog: 🌐 buff.ly/wkAWugp”

New Agents & robotics Research 15h ago
blind users agentic programming paper

Bespoke Visual Assistance: What and How do Blind and Low-Vision People Create with Agentic Programming?

1 directory member surfaced this signal.

Why this matches Building & implementation reaction 1 attributable expert contribution · AI Firehose
“A study shows blind and low-vision individuals can create bespoke assistive technologies with ProgramAT. In two months, participants developed 37 tools, addressing unmet needs and showcasing AI's role in empowering users to craft personalized tech. https://…” evidence ↗
1 expert 1 community 1 sources clustered

“A study shows blind and low-vision individuals can create bespoke assistive technologies with ProgramAT. In two months, participants developed 37 tools, addressing unmet needs and showcasing AI's role in empowering users to craft personalized tech. https://…”

New Compute & infrastructure Signal 12h ago

Computer Science and the Software Engine

1 directory member surfaced this signal.

Why this matches Building & implementation reaction 1 attributable expert contribution · Alex Gude
“My friend @chax.fyfe.us (Facebook SWE, CS adjunct) wrote this piece to think through how AI is changing software engineering, and what that means for how we teach CS when code is no longer scarce. charles.uno/ai-cs-swe” evidence ↗
1 expert 1 community 1 sources clustered

“My friend @chax.fyfe.us (Facebook SWE, CS adjunct) wrote this piece to think through how AI is changing software engineering, and what that means for how we teach CS when code is no longer scarce. charles.uno/ai-cs-swe”

New Culture, work & education Signal 15h ago

The OlmoEarth Platform: Geospatial inference at planetary scale | Ai2

1 directory member surfaced this signal.

Why this matches Building & implementation reaction 1 attributable expert contribution · Ai2
“What's next for OlmoEarth Platform: change-detection alerts, agentic tools for nonexperts, & precomputed global embeddings that could one day skip the forward pass entirely. Read more about the engineering in our latest blog: 🌐 buff.ly/wkAWugp” evidence ↗
1 expert 1 community 1 sources clustered

“What's next for OlmoEarth Platform: change-detection alerts, agentic tools for nonexperts, & precomputed global embeddings that could one day skip the forward pass entirely. Read more about the engineering in our latest blog: 🌐 buff.ly/wkAWugp”

New Safety & security Signal 16h ago

Why the Global AI Safety Agenda Cannot See African Harms

1 directory member surfaced this signal.

Why this matches Building & implementation reaction 1 attributable expert contribution · Tech Policy Press
“Liz Orembo argues AI risk is relational—it "does not reside in code alone." A model can pass every frontier safety test and still cause harm when deployed into different languages, institutions and social realities. That matters, in particular, for Africa.” evidence ↗
1 expert 1 community 1 sources clustered

“Liz Orembo argues AI risk is relational—it "does not reside in code alone." A model can pass every frontier safety test and still cause harm when deployed into different languages, institutions and social realities. That matters, in particular, for Africa.”

New AI field signal Signal 16h ago

imjustnewatai (@imjustnewatai) on X

2 experts are actively discussing the implications.

Why this matches Building & implementation reaction 1 attributable expert contribution · Tim Kellogg
“some are guessing that Ilya Surskever’s SSI is developing continual learning source: x.com/imjustnewata...” evidence ↗
1 expert 1 community 1 sources clustered

“some are guessing that Ilya Surskever’s SSI is developing continual learning source: x.com/imjustnewata...”

2 experts discussed this · 3 posts
Tim Kellogg: some are guessing that Ilya Surskever’s SSI is developing continual learning source: x.com/imjustnewata...
tachikoma: the question is why other labs aren't pursuing such research directions - it's not like continual learning hasn't been identified by dozens of names as a promising avenue to human-like learning and…
Tim Kellogg: i unfortunately can’t speak about why they’re not seeing success. all i know is catastrophic forgetting has been a big problem Ilya seems to have gone back to the brain for inspiration, whatever th…
Open the full discussion →
New Compute & infrastructure Signal 17h ago

The EU's AI Boom Could Undermine its Own Chip Strategy

1 directory member surfaced this signal.

Why this matches Building & implementation reaction 1 attributable expert contribution · Tech Policy Press
“Europe hopes Chips Act 2.0 will reduce on foreign semiconductors. But the bloc's massive AI infrastructure buildout is poised to increase demand for advanced processors it still cannot produce, reports Joana Soares.” evidence ↗
1 expert 1 community 1 sources clustered

“Europe hopes Chips Act 2.0 will reduce on foreign semiconductors. But the bloc's massive AI infrastructure buildout is poised to increase demand for advanced processors it still cannot produce, reports Joana Soares.”

New AI field signal Analysis 19h ago
human grading AI homework essay

The Human in the Noose: On the Special Hell of Marking an AI’s Homework - CNET

1 directory member surfaced this signal.

Why this matches Building & implementation reaction 1 attributable expert contribution · By Cory Doctorow (GPG 0xBF3D9110957E5F4C)
“Hey look at this * The Human in the Noose: On the Special Hell of Marking an AI’s Homework www.cnet.com/tech/service... * Interstitial Engineering: Sculpture: BC 832212923353614453712 chrisbathgate.blogspot.com/2026/07/inte... 4/” evidence ↗
1 expert 1 community 1 sources clustered

“Hey look at this * The Human in the Noose: On the Special Hell of Marking an AI’s Homework www.cnet.com/tech/service... * Interstitial Engineering: Sculpture: BC 832212923353614453712 chrisbathgate.blogspot.com/2026/07/inte... 4/”

New AI field signal Signal 20h ago

Launch: Anatomy of an AI Kill Chain

1 directory member surfaced this signal.

Why this matches Building & implementation reaction 1 attributable expert contribution · Dr Heidy Khlaaf (هايدي خلاف)
“There will be a launch event happening today at 4PM BST/11 AM ET. You can sign up for it here: www.eventbrite.co.uk/e/launch-ana...” evidence ↗
1 expert 1 community 1 sources clustered

“There will be a launch event happening today at 4PM BST/11 AM ET. You can sign up for it here: www.eventbrite.co.uk/e/launch-ana...”

New Agents & robotics Resource 21h ago
build-to-own AI agentic presentation

Build-to-own AI: Agentic Development for Humans

1 directory member surfaced this signal.

Why this matches Building & implementation reaction 1 attributable expert contribution · Ines Montani 〰️
“These types of multi-step workflows (analysis, data development with humans and LLMs and training the right custom models) are also exactly what we're trying to make easier with Ellf (beta.ellf.ai) and agentic development. The example here is from my recent…” evidence ↗
1 expert 1 community 1 sources clustered

“These types of multi-step workflows (analysis, data development with humans and LLMs and training the right custom models) are also exactly what we're trying to make easier with Ellf (beta.ellf.ai) and agentic development. The example here is from my recent…”

Developing AI field signal Analysis 1d ago
⚡ 3 h early
Ed Zitron Apple AI bubble essay

Ed Zitron: Apple Will 'Watch Everything Burn' When the AI Bubble Bursts

2 directory members surfaced this signal.

Why this matches Building & implementation reaction 1 attributable expert contribution · Dr Keith Wilson 🏳️‍🌈
““We are all paying more for stuff for effectively no reason other than that everybody in big tech has gone insane and wants to build as many data centers as possible.” —Ed Zitron #AIHype #Slopification www.macrumors.com/2026/07/27/e...” evidence ↗
2 experts 2 communities 1 sources clustered

““We are all paying more for stuff for effectively no reason other than that everybody in big tech has gone insane and wants to build as many data centers as possible.” —Ed Zitron #AIHype #Slopification www.macrumors.com/2026/07/27/e...”

What experts are discussing without an anchoring article

3 experts · 12 posts · 7h ago
Matches Building & implementation
“we should try to avoid that outcome by building resilience, which i think comes from decentralization, on the web and in the physical world” evidence ↗
Multiple readings Concern & critique · 1 Opportunity & adoption · 1 Questions & unknowns · 1
tachikoma: this regime ends in 2029, but what comes next? what if it's worse, not just ideologically but in terms of vision and competence?
tachikoma: we should try to avoid that outcome by building resilience, which i think comes from decentralization, on the web and in the physical world
Open the thread →
3 experts · 11 posts · 6h ago
Matches Building & implementation
“on point 2, something i don't see proponents grapple with is that the current buildout is absolutely not the totality of data centers meant to be built. there will need to be more (and considerably…” evidence ↗
Multiple readings Building & implementation · 1 Questions & unknowns · 1
Luke Stark: Turned this rant into a blog post. davekarpf.beehiiv.com/p/the-data-c...
Ali Alkhatib: on point 2, something i don't see proponents grapple with is that the current buildout is absolutely not the totality of data centers meant to be built. there will need to be more (and considerably…
Open the thread →
2 experts · 17 posts · 4h ago
Matches Building & implementation
“sorry, "there is a letter today, of whom by far the most famous person who signed it was dario, that says we should 'pace' as in 'slow down' ai development"” evidence ↗
Multiple readings Policy & governance · 1 Opportunity & adoption · 1
SE Gyges: here's who signed both the Pacing the Frontier letter released today and the Pause AI letter in 2023 demanding an end to all research for six months also, raw counts for "signed today's letter" and…
SE Gyges: fundamentally this is an anthropic thing that managed to recruit some people from other companies
Open the thread →
2 experts · 6 posts · 9h ago
Matches Building & implementation
“i feel like prototyping an ai product or workflow to Work Well and Add Value instead of becoming More Workslop is like cooking. you need to be tasting as you go, and even as models are getting bett…” evidence ↗
Multiple readings Building & implementation · 1 Context & explanation · 1
angela zhou: i feel like prototyping an ai product or workflow to Work Well and Add Value instead of becoming More Workslop is like cooking. you need to be tasting as you go, and even as models are getting bett…
angela zhou: CS culture is exhausting in insisting on an arms-length view of labor and its inputs, rather than drilling in deep to produce something that tastes good for people
Open the thread →