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Research & technical analysis
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Shared emphasis Neural Networks Are Already Clean Research & technical analysis · 2 attributable reactions
Showing signals surfaced by Suresh Venkatasubramanian ×
New & accelerating

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

Established AI research Analysis 5d ago
⚡ 3 h early
neural networks already clean essay

Neural Networks Are Already Clean

11 experts across 6 network communities independently surfaced this.

11 experts 6 communities 1 sources clustered
Maria Antoniak Ted Underwood Will Oremus Ramon Astudillo Suresh Venkatasubramanian Tim Kellogg Shahab Bakhtiari Ryan Moulton +3
How the network is reacting 2 experts are emphasizing research & technical analysis.
Shared emphasis

Research & technical analysis

2 experts

Evidence, methods and technical implications.

“Quite a claim in this new work from Goodfire. Among many points, they argue that some of the main examples of superposition and polysemanticity in large models were misunderstood. This definitely deserves some deep, rigorous peer review. already-clean.goodf…”

4 experts discussed this · 14 posts
Ryan Moulton: Haven't read this yet, but I'm posting it because it seems important and I want to. already-clean.goodfire.com
Ryan Moulton: Claim, as they say.
Ryan Moulton: @norvid-studies.bsky.social some sparkling fresh juicy claims for you.
Open the full discussion →
Primary source already-clean.goodfire.com ↗
Developing Policy & governance Analysis 2d ago
AI governance internet-style network proposal

AI Governance Needs an Internet-Style Network, Not a Global Overseer

2 directory members surfaced this signal.

2 experts 1 community 1 sources clustered
Suresh Venkatasubramanian Tech Policy Press

“More than 30 countries have called for stronger controls on frontier AI and a possible new international institution. Konstantinos Komaitis argues the controls are essential, but AI governance needs an Internet-style network of distributed expertise, not a …”

Primary source buff.ly ↗
Established AI field signal Signal 6d ago

ojs.aaai.org

4 experts are actively discussing the implications.

2 experts 2 communities 1 sources clustered
Suresh Venkatasubramanian Serena Booth

“We had an #AIES2026 paper about this! ojs.aaai.org/index.php/AI.... And of course, our AI Policy Summer School is an attempt to communicate the required skills to students :)”

4 experts discussed this · 6 posts
Suresh Venkatasubramanian: A constant refrain here at #AIES2026 is "we need to get policymakers to move on the ideas we are presenting". I think that's a deep misunderstanding of the research to policy movement pipeline, and…
Serena Booth: We had an #AIES2026 paper about this! ojs.aaai.org/index.php/AI.... And of course, our AI Policy Summer School is an attempt to communicate the required skills to students :)
Suresh Venkatasubramanian: I liked that paper and poster!
Open the full discussion →
Primary source ojs.aaai.org ↗