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Concept

Test-Time Training

Spending compute at deployment for a model to build its own simulators and rehearse skills against them ("dreaming"), turning scarce real experience into abundant synthetic practice.

Tensions

Proposed as a fourth scaling axis beyond pretraining, RL, and inference, but rests on the hard prerequisite of simulating the open world — far harder than emulating Go or Atari, which is why Dwarkesh flags it as speculative.

Related Concepts

sample efficiency | real-to-sim gap | scaling laws

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Last updated: Jun 30, 2026