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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Showing signals surfaced by Rich Harang ×

The developments commanding sustained expert attention

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

Established Models & releases Research 10d ago
⚡ 137 h early
forking uncertainty text generation paper

Forking Fast: Efficiently Estimating Uncertainty Dynamics in Text Generation

3 experts across 2 network communities independently surfaced this.

3 experts 2 communities 1 sources clustered

“Schrodinger’s language models LLMs randomly choose between possible words, and certain choices can lead to wildly different results Goodfire’s latest work shows that those decisions largely end in roughly the same result. arxiv.org/abs/2608.19611”

“Researchers devised a statistical model to estimate uncertainty dynamics in text generation by smoothing noisy data from large language models. This advancement reduces resampling costs, enhancing insights into LLM reasoning and decisions in complex text ge…”

Established AI field signal Signal 5d ago

Path to astra

2 directory members surfaced this signal.

2 experts 1 community 1 sources clustered

“Astra imminent openai.com/index/path-t...”

“"But everyone knows AI models don't do anything useful" openai.com/index/path-t... The bracing thing here is that a) this is on new/unknown exploits (though a fairly small number), and b) just look at how steep that Astra line is w/r/t token count. We need …”

Established Agents & robotics Analysis 12d ago
⚡ 7 h early
BBC killer robots autonomous weapons feature

Outside Source - How close are we to 'killer robots'? - BBC Sounds

2 directory members surfaced this signal.

2 experts 2 communities 1 sources clustered

“I spoke to the BBC World Service today regarding the AI drone strike that killed three Ukrainians and how the use of fully autonomous AI weapons does not mean that they are anymore accurate or reliable (quite the opposite), nor are they "killer robots" with…”