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 developments with attributable Research & technical analysis reactions.

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The developments commanding sustained expert attention

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

New Evaluation & benchmarks Signal 3h ago

xarray-sql/benchmarks/ml/02_nanogpt.py at main · xqlsystems/xarray-sql

1 directory member surfaced this signal.

Why this matches Research & technical analysis reaction 1 attributable expert contribution · Al Merose
“With my friend @realcromwellian.bsky.social’s help (and his Mac Studio), we got a 126M param NanoGPT model training in ~165s — primarily written in SQL. github.com/xqlsystems/x...” evidence ↗
1 expert 1 community 1 sources clustered

“With my friend @realcromwellian.bsky.social’s help (and his Mac Studio), we got a 126M param NanoGPT model training in ~165s — primarily written in SQL. github.com/xqlsystems/x...”

New AI research Development 10h ago
EEF seeks AI edtech evaluator researchers

EEF seeks researchers to evaluate AI and edtech tools | ETIH EdTech News — EdTech Innovation Hub

1 directory member surfaced this signal.

Why this matches Research & technical analysis reaction 1 attributable expert contribution · Ben Williamson
“"The EdTech Testbed Programme will run from 2026 to 2030... The first stage, led by a research consortium headed by Ipsos, will involve up to 75 rapid evaluations of education technology products." That's a lot of live edtech and AIed testing in schools www…” evidence ↗
1 expert 1 community 1 sources clustered

“"The EdTech Testbed Programme will run from 2026 to 2030... The first stage, led by a research consortium headed by Ipsos, will involve up to 75 rapid evaluations of education technology products." That's a lot of live edtech and AIed testing in schools www…”

Developing Agents & robotics Research 1d ago
LLM agent memory evaluation paper

Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions

1 directory member surfaced this signal.

Why this matches Research & technical analysis reaction 1 attributable expert contribution · Tim Kellogg
“that was my first thought, but no. They use MemoryAgentBench as the measure, which is a memorization benchmark. So the facts are supplied and then recalled arxiv.org/abs/2507.05257” evidence ↗
1 expert 1 community 1 sources clustered

“that was my first thought, but no. They use MemoryAgentBench as the measure, which is a memorization benchmark. So the facts are supplied and then recalled arxiv.org/abs/2507.05257”

Developing Agents & robotics Research 1d ago
ATLAS-Bench agentic tool benchmark

ATLAS-Bench: An Agentic Tool-Use Benchmark for Local Area Search

1 directory member surfaced this signal.

Why this matches Research & technical analysis reaction 1 attributable expert contribution · AI Firehose
“ATLAS-Bench enhances local area search by evaluating LLM agents' ability to meet user constraints with evidence-grounded recommendations. This framework could revolutionize everyday decision-making and improve user satisfaction with complex queries. https:/…” evidence ↗
1 expert 1 community 1 sources clustered

“ATLAS-Bench enhances local area search by evaluating LLM agents' ability to meet user constraints with evidence-grounded recommendations. This framework could revolutionize everyday decision-making and improve user satisfaction with complex queries. https:/…”

Developing Models & releases Research 1d ago
SocialArena LLM social intelligence evaluation

SocialArena: Evaluating Social Intelligence in Large Language Models

1 directory member surfaced this signal.

Why this matches Research & technical analysis reaction 1 attributable expert contribution · AI Firehose
“Introducing SocialArena—a benchmark that evaluates the social intelligence of large language models. This framework assesses capabilities like role-playing and mental state reasoning, enabling LLMs to engage in real-world social interactions. https://arxiv.…” evidence ↗
1 expert 1 community 1 sources clustered

“Introducing SocialArena—a benchmark that evaluates the social intelligence of large language models. This framework assesses capabilities like role-playing and mental state reasoning, enabling LLMs to engage in real-world social interactions. https://arxiv.…”

Developing Agents & robotics Research 1d ago
HERA autonomous quantum device agent paper

HERA: Assessing an Autonomous Agent for Quantum Device Measurement

1 directory member surfaced this signal.

Why this matches Research & technical analysis reaction 1 attributable expert contribution · AI Firehose
“Introducing HERA, an agent leveraging large language models for cryogenic measurements on quantum devices, achieving expert conclusions in a blinded trial. This shows AI's potential to transform experimental science by autonomously designing measurement cam…” evidence ↗
1 expert 1 community 1 sources clustered

“Introducing HERA, an agent leveraging large language models for cryogenic measurements on quantum devices, achieving expert conclusions in a blinded trial. This shows AI's potential to transform experimental science by autonomously designing measurement cam…”