Expert attention map

O Who's Who da IA

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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Novo 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 2h ago
⚡ 4 h early

Microsoft Patents an AI That Can Literally Put Words in People's Mouths in Real Time

6 experts across 3 network communities independently surfaced this.

6 experts 3 communities 1 sources clustered

““As it stands, if people don’t like what they hear, they can simply turn something off; the system outlined by Microsoft describes an environment where people can instead adjust someone else’s speech to their personal taste.””

“My fascist bullshit paper is about how "gen AI" fosters authoritarianism via dis- & misinformation & destroying epistemic trust & it already aludes to 1984 & references Arendt & Benjamin (Walter) & Eco & Fanon & Lorde & more & it is 6k+ words long & i would…”

2 experts discussed this · 4 posts
Hypervisible : Had to stop adding examples to the book at some point. New instances every day!
Damien Williams: My fascist bullshit paper is about how "gen AI" fosters authoritarianism via dis- & misinformation & destroying epistemic trust & it already aludes to 1984 & references Arendt & Benjamin (Walter) &…
Damien Williams: I'm real tired, fam!
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New Models & releases Signal 1h ago
⚡ 26 h early

The Pain Axis: LLMs Represent Self-Directed Harm and Act to Relieve It

5 experts across 3 network communities independently surfaced this.

5 experts 3 communities 1 sources clustered
3 experts discussed this · 11 posts
Grace: I will register some frustration with Anthropic, who tend to write about “functional emotions” in a way that makes it seems like “functional” is in a tiny font and “emotions” is in a huge one, when…
Grace: I also don’t want to draw strong conclusions about the “realness” of these emotions or sensations, other than to caution that it’s an area where it’s easy to jump to conclusions about the implicati…
Grace: I don’t want to downplay it too much, because I’m honestly not sure if I would’ve predicted it beforehand, but in hindsight it looks pretty expected given the pretraining objective. You should expe…
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Accelerating Models & releases Signal 1h ago

Understanding the True Purpose of Generative AI in Ads

3 experts across 2 network communities independently surfaced this.

3 experts 2 communities 1 sources clustered

““Understanding the True Purpose of Generative AI in Ads” https://ketanjoshi.co/2026/11/02/microsoft-just-gave-us-the-perfect-name-for-ai-thieves-kyle/ > The narrator drops a precise timestamp, like he’s recounting the exact moment of a terrorist bombing ins…”

New AI field signal Development 4h ago
⚡ 3 h early
Meta AI child abuse ads failure

Meta Failed to Catch Hundreds of AI Child Abuse Ads. Some Included Images of Real Kids

7 experts across 3 network communities independently surfaced this.

7 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.

“Meta says it reviews all the ads that run on its platforms. The company, though, failed to ID several hundred ads containing graphic, AI CSAM material...some of which included images of real children. Scoop from @mattburgess1.bsky.social”

New Culture, work & education Analysis 2h ago
AI devastating higher education essay

Friday essay: AI is devastating higher education, but the system was already broken

5 experts across 3 network communities independently surfaced this.

5 experts 3 communities 1 sources clustered

““If university bots graded bots, you would no longer have a university. You’d have a tomb, an academic mausoleum in which digital phantoms murmured emptily.” theconversation.com/friday-essay...”

New AI research Signal 3h ago

The Social and the Neural Network: How to Make Natural Language Processing about People again

2 directory members surfaced this signal.

2 experts 2 communities 1 sources clustered

“#MemoryMonday #NLProc 'Make Natural Language Processing About People Again' by @dirkhovy.bsky.social (2018) uncovers how AI models portray different religions and emotions. #AIEthics aclanthology.org/W18-1106”

New AI field signal Signal 2h ago

Ai generates findings authorship and disclosure rules draw fresh scrutiny

3 experts across 2 network communities independently surfaced this.

3 experts 2 communities 1 sources clustered
New AI field signal Analysis 7h ago
⚡ 793 h early
critical AI essay olivia science

Critical AI

5 experts across 3 network communities independently surfaced this.

5 experts 3 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.

“"AI literacy" is like "cigarette literacy" explaining how to light up with swagger. What we need is critical AI literacy (see olivia.science/ai/ from @olivia.science), which is a completely different curriculum. One that is liberating.”

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/”

4 experts discussed this · 46 posts
Olivia Guest: I think being anti AI is entering a more mainstream phase! While incredibly good at the same time we're finally meeting a low bar. This means: 1) more critical thinking is needed now as non-experts…
Olivia Guest: 2) industry buys people out a great deal and conflicts of interest are often not properly displayed. Many already have started rebranding as AI literacy and even critical AI literacy "experts" — wh…
Olivia Guest: Obviously, when you see research that involves anything to do with AI, look up what side projects these people have, what startups they spun up, & sadly if they are in the Epstein files, etc. bsky.…
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New Responsible AI Signal 4h ago

The Ethical Implications of Artificial Intelligence (AI) For Meaningful Work - Journal of Business Ethics

2 directory members surfaced this signal.

2 experts 2 communities 1 sources clustered

““Sisyphus’ work is boring, repetitive, simple, does not benefit others, and is not freely chosen. By implication, meaningful work should be engaging, varied, require the use of complex skills, benefit others, and be freely chosen.” link.springer.com/article…”

New AI field signal Resource 4h ago
The Data Fix newsletter resource

The Data Fix

3 experts across 2 network communities independently surfaced this.

3 experts 2 communities 1 sources clustered

“A lot of new interest in data centers in the past few years, especially since AI, which is awesome, but I invite you to listen to Marina Otero's episode of The Data Fix for what it means to have been long committed to the topic -- as a scholar, architect, a…”

New AI field signal Signal 5h ago

OSF

2 directory members surfaced this signal.

2 experts 1 community 1 sources clustered

“I was reminded of this thread, so quick update that the draft has been revised to include more impacts of GenAI on society (AI-human teams, civic discourse, qual research, AI and bias, and more), and of course more (more! more!) references. Cite *all* the t…”

What experts are discussing without an anchoring article

5 experts · 26 posts · 2d ago
Multiple readings Questions & unknowns · 2 Concern & critique · 1 Research & technical analysis · 1
Clément Canonne: Of all the possibles takes on the claimed refutation of the Exponential Time Hypothesis, "it isn't a practical algorithm" is maybe the worst.
Clément Canonne: Just to be clear: there are many valid criticisms to make! But the fact that "the constant in the O(.) is big" is absurd. What's next, "most of maths is useless because real numbers don't actually …
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4 experts · 10 posts · 14h ago
Multiple readings Research & technical analysis · 2 Opportunity & adoption · 1
Emily M. Bender: Co-signed Honestly, I think anyone in the academy who is excited about using "AI" to do their work should leave and make room for people who actually are interested in actually creating and sharing…
Emily M. Bender: And this includes anyone who thinks you can use LLMs or otherwise automate the process of peer review.
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