OpenAI API still burns reasoning tokens during context compaction even with effort set to none

mhmazur · x · 2026-09-04

While testing the new OpenAI Provider Adapter harness on ARC-AGI-3, the author found that setting reasoning effort to "none" in the API request doesn't stop reasoning tokens from being consumed during context-window compaction. These tokens reflect the model's internal work of deciding what context, state, and prior reasoning to retain — not reasoning about which game action to take.

Another gotcha: with a non-none reasoning level, automatic compaction triggers don't split reasoning token usage between compaction and action decision in the usage data. Mostly an edge-case issue, but real visibility loss for anyone doing deep token-level analysis of agent runs.

Original post →

More from Models

Models channel →