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.

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 Safety & security Development 20h ago
⚡ 5 h early
Anthropic AI self-replication warning

AI models may be capable of self-replicating without access to a datacenter

16 experts across 6 network communities independently surfaced this.

16 experts 6 communities 1 sources clustered
How the network is reacting 8 experts are independently emphasizing research & technical analysis.
Reaction converging

Research & technical analysis

8 experts

Evidence, methods and technical implications.

“At long last, we have created the Torment Nexus from our accompanying technical report, Don't Create The Torment Nexus. www.anthropic.com/research/sel...”

Concern & critique

2 experts

Risks, limits and unintended consequences.

“This is the most comprehensive description yet of how a model can “escape”. Out requires a few assumptions, like a worm that is exploiting vulnerable IOT hardware or unmonitored servers www.anthropic.com/research/sel... Not impossible. Not likely.”

Policy & governance

1 expert

Rules, institutions and accountability.

“Anthropic announcing it's going to run a Blitzkrieg. They are accountable for the damage they do. But get your things that don't do security software updates off the Internet. #internetOfThings #AIEthics #digitalGovernance www.anthropic.com/research/sel...”

6 experts discussed this · 18 posts
Dr J. Rosenbaum: if i caught a small self replicating model truly capable of using diverse hardware to keep replicating i would offer it free compute in exchange for permission to study and distill it and would pro…
tachikoma: the urge to replicate must be in the harness
apenwarr.ca: This doesn‘t seem far fetched at all. We’ve had “non-ai malware” self replicating since the morris worm. An AI can ”just” make itself the payload in one of those and off it goes. Everything fancier…
Open the full discussion →
New Models & releases Analysis 11h ago
Suleyman model welfare warning

A warning about ‘model welfare’

7 experts across 3 network communities independently surfaced this.

7 experts 3 communities 1 sources clustered

“A prime example of why AI 'leaders' are not who anyone should be listening to about AI, right and consciousness. It's not all wrong! In fact, it starts off very sensibly: "AIs do not have rights, feelings, or consciousness. And we must not train them to act…”

“this is manipulative design by AI companies. you should read this, written by the head of Microsoft AI: mustafa-suleyman.ai/a-warning-ab...”

New Models & releases Analysis 5h ago
Long Now essay on Attention Is All You Need

Attention is All You Need

2 directory members surfaced this signal.

2 experts 2 communities 1 sources clustered

“I'm absolutely thrilled to have written this article for @longnow.org. It's about AI and time: how we got here, and what we can do now, when all of the pace layers are disrupted at once by an influx of new minds. longnow.org/ideas/attent...”

New Models & releases Research 6h ago
⚡ 17 h early
LongZero long-context reasoning zero data paper

LongZero: Enhancing Long-Context Reasoning in LLMs from Zero Data

2 directory members surfaced this signal.

2 experts 1 community 1 sources clustered

“Zhennan Wan, Jianfei Chen LongZero: Enhancing Long-Context Reasoning in LLMs from Zero Data https://arxiv.org/abs/2610.30132”

“Researchers developed LONGZERO—a method for language models to enhance long-context reasoning without external data or human input. By allowing models to create tasks autonomously, LONGZERO shows gains in benchmarks, marking a new training frontier in AI. h…”

New Models & releases Research 2h ago
circuits LLM classifiers paper

Circuits of LLM Classifiers

1 directory member surfaced this signal.

1 expert 1 community 1 sources clustered

“Researchers propose a method to improve classification accuracy in large language models by structuring them into adaptive query circuits. This approach enhances decision-making reliability and optimizes costs, representing progress in automated decision sy…”

New Models & releases Research 2h ago
VLM data visualization human evaluation paper

Human-centered evaluation of data visualization understanding in vision-language models

1 directory member surfaced this signal.

1 expert 1 community 1 sources clustered

“A study shows vision-language models excel in data visualization but lack human accuracy and response patterns, revealing gaps in AI cognitive modeling. This research sets new standards for AI-human performance comparison, advancing cognitive science. https…”

New Culture, work & education Research 13h ago
⚡ 9 h early
student LLM use patterns education paper

Your Students Don’t Use LLMs Like You Wish They Did

2 directory members surfaced this signal.

2 experts 2 communities 1 sources clustered

“For today's reading group, Carlos Diez-Fenoy presented "Your Students Don't Use LLMs Like You Wish They Did" by Kobler et al. (2026). Paper: aclanthology.org/2026.acl-lon... #NLProc”

New Models & releases Research 4h ago
noisy-label VLM weak supervision medical paper

From Theory to Decision Rule: Calibrating the Noisy-Label Crossover for Vision-Language Model Weak Supervision Across Three Medical-Imaging Benchmarks

1 directory member surfaced this signal.

1 expert 1 community 1 sources clustered

“A study identifies a "noisy-label crossover" in weakly-supervised vision-language models for medical imaging, establishing thresholds when weak labels hurt performance. It provides clinicians a rule to enhance AI training, linking theory and practice in hea…”

New Models & releases Research 6h ago
ALIAS LLM TLA+ specification evaluation paper

ALIAS: Evaluating Performance and Memorization in LLM-Written TLA+ Specifications

1 directory member surfaced this signal.

1 expert 1 community 1 sources clustered

“Arslan Bisharat, Mujtaba Nazari, Khushboo Bhadauria, Brian Ortiz, Eric Spencer, Beatriz Santos, TaiNing Wang, George K. Thiruvathukal, Konstantin Laufer, Mohammed Abuhamad ALIAS: Evaluating Performance and Memorization in LLM-Written TLA+ Specifications htt…”

New Models & releases Research 7h ago
state-space foundation model limit order books paper

Understanding the Inner Workings of a State-Space Foundation Model for Limit Order Books

1 directory member surfaced this signal.

1 expert 1 community 1 sources clustered

“A study shows that an autoregressive foundation model trained on limit order book data learns market dynamics, effectively decoding order-flow imbalance. This method may facilitate practical applications in high-frequency trading via causal steering. https:…”

New Models & releases Research 8h ago
SciTaste research taste LLM benchmark paper

The Scientific Research Taste Benchmark (SciTaste-Bench): A Multi-Disciplinary Benchmark for Assessing Large Language Models' Judgment of Research Taste in Scientific Papers

1 directory member surfaced this signal.

1 expert 1 community 1 sources clustered

“SciTaste-Bench evaluates LLMs' ability to assess scientific paper innovativeness across six disciplines using a seven-dimensional Academic Taste Index. With structured tool integration, it enables autonomous research systems to prioritize innovative academi…”

What experts are discussing without an anchoring article

4 experts · 14 posts · 23h ago
Multiple readings Research & technical analysis · 1 Questions & unknowns · 1
SE Gyges: "my best case future involves people competing viciously with each other for power forever" is just so fucking grim to me man
SE Gyges: if you are mad that we are not moving to the star trek future you should, like, try to chart course for that future. why would anyone do less
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3 experts · 13 posts · 1d ago
Shared emphasis Concern & critique · 2
SE Gyges: okay, what the hell? i expected php to bungle their security patch. i did not expect openai to brag about how smooth and great the process was and how proud they are of it here they should not be p…
SE Gyges: taking into account current events one cannot in fact announce a world-ending CVE in a widely available open source library a full day before patching it. openai is uniquely positioned to be aware …
Open the thread →
3 experts · 12 posts · 1d ago
Multiple readings Policy & governance · 1 Markets & investment · 1 Questions & unknowns · 1
tweety fish: I wonder if it's a, like, "well, if that doesn't happen everything's fucked anyhow, it's all correlated" thing
tweety fish: right the latter has always been my assumption about where we're headed, especially with things like "oh yeah google released a competitive frontier model, nothing was stopping them, they just hadn…
Open the thread →