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AI Researcher Links Token ROI Scrutiny To Inference Scaling Predictions

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Christopher Potts@ChrisGPotts#225inAI

Fascinating to see so much scrutiny of the tokens-to-ROI connection all of the sudden. AFAIK current observations (however dismal) are in line with inference-time scaling predictions. It was always there to see in all those (often unlabeled) log-scale x-axes!

8:20 AM · Jun 5, 2026 · 1.5K Views
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Christopher Potts@ChrisGPotts

Here's a great summary of this new scrutiny from @ttunguz: https://tomtunguz.com/tokens-per-result/

Christopher Potts@ChrisGPotts

Fascinating to see so much scrutiny of the tokens-to-ROI connection all of the sudden. AFAIK current observations (however dismal) are in line with inference-time scaling predictions. It was always there to see in all those (often unlabeled) log-scale x-axes!

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