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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Developing AI field signal Signal 2d ago

Principal Component Analysis: an embedding shrink-ray

1 directory member surfaced this signal.

1 expert 0 communities 1 sources clustered

“With thanks to @softwaredoug.bsky.social and softwaredoug.com/blog/2026/07... for a second look at PCA for embedding vectors: PCA by itself doesn't beat quantization, but PCA coupled with quantization is an improvement: pick your level of effort for a given…”

Established AI field signal Signal 4d ago

Release orienting-codebases v0.3.0 · oaustegard/claude-skills

1 directory member surfaced this signal.

1 expert 0 communities 1 sources clustered

“Yes! And tooling helps: orienting-codebases is a skill that specifically attempts to, well, orient a user looking at a new codebase: example static output looking at the ds4 inference engine (it’s normally interactive): muninn.austegard.com/scratch/ds4-... …”

Established AI field signal Signal 4d ago

Orientation: antirez/ds4

7 experts are actively discussing the implications.

1 expert 0 communities 1 sources clustered

“Yes! And tooling helps: orienting-codebases is a skill that specifically attempts to, well, orient a user looking at a new codebase: example static output looking at the ds4 inference engine (it’s normally interactive): muninn.austegard.com/scratch/ds4-... …”

7 experts discussed this · 43 posts
Cat Hicks: I suspect once we figure it out agentic work in software will actually be a huge aid to codebase comprehension This is such a wildly unpopular thought right now but you know what I'm going to pre-r…
Cat Hicks: It'll be a mess for a while no doubt. But codebase comprehension was already basically entirely failing imho. We need tools like this if not this version exactly.
Cat Hicks: It's killing me that academic colleagues seem.... indifferent to hearing about the real experiences of real teams I'm working with
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What experts are discussing without an anchoring article

3 experts · 8 posts · 4d ago
Tim Kellogg: probably true there will always be a diminishing portion of software that needs to be reviewed by human, and it’ll never be zero, but right now you probably shouldn’t be reviewing code manually
Tim Kellogg: having started my career before PRs were normal, i’d say it was a combo of cargo culting the Linux project and an extension of “code review is good” but “pair programming doesn’t scale” and in that…
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