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iamcoder18today at 3:10 PM4 repliesview on HN

This proves that OpenAI models reason in grug speak to save tokens! I wonder if open models are going to start doing that too to save on reasoning tokens.


Replies

wren6991today at 9:17 PM

> I wonder if open models are going to start doing that too

Yes, some of them do do that. For example Moonshot tried to reward shorter reasoning traces in between Kimi-K2.6 and Kimi-K2.7 Code, and the latter has a mild caveman accent in its reasoning traces that the former lacks.

Qwen3.8-Max also has terse reasoning, but I don't remember this being the case for Qwen3.6 models I ran locally.

kgeisttoday at 4:14 PM

In the BlackHat presentation on the HuggingFace incident, OpenAI showed some excerpts from the reasoning traces, and they had that grug speak too (skipped articles, etc.). So the OP's method must have indeed found the actual reasoning traces.

lukewarm707today at 5:28 PM

their gpt-oss models do the same. i don't use closed models so i never thought much about it.

gaigalastoday at 4:49 PM

Muse clearly does it to some extent. Saw a lot of that running Glimmer locally.