Topic

Test-Time Compute

2 stories on this topic, newest first.

  1. ResearchExplainer

    What reasoning models actually do: a training recipe and a token budget

    Reasoning models are ordinary LLMs post-trained with RL on checkable problems, then given a thinking budget at inference. The lineage, the training loop, the costs, and where the gains actually land.

    27 min read

  2. ResearchAnalysis

    Test-time compute changed the scaling roadmap. Here is what it costs, and who pays

    Labs can now buy accuracy per query instead of per training run. The evidence from Snell, Brown, o3, DeepSeek-R1 and the 2026 effort dials, and what the second axis does to your bill.

    22 min read