Theme

Representations jump the way steam becomes water

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Sources

Attribution and reporting linked by this record; links do not imply independent verification.

How to Compress AI Timelines (theinnermostloop.substack.com)

Under pressure, representations do not change smoothly but jump. Early layers behave like vapor; a third of the way in everything snaps and condenses into a few dozen droplets of nameable thought. Whether a transition looks sharp depends on the order parameter, and choosing the right observable is the method, not cheating.

Development timeline

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2026-07-08: A testable prediction: seeded condensates should nucleate the jump early

2026-07-08: A lens on hidden state is cast as a Carnot moment

2026-07-08: Information-bottleneck theory predicted phase transitions, and a lens found them

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Representations jump the way steam becomes water
Innermost Loop KB — secondary record
Reporting date: unknown
KB permalink: https://nicholsn.github.io/innermost-loop-kb/themes/thought-condenses-in-phases
Attributed sources:
- How to Compress AI Timelines — https://theinnermostloop.substack.com/p/how-to-compress-ai-timelines
This citation does not imply independent verification of linked-source claims.

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