The models are post-trained on these prompt additions so they’re more structural than thinking of them as “system prompts” suggests. (All LLMs ever see is tokens going in, so even the concept of a system prompt is just formatting they’ve seen in post-training.)

You can also apply fixed token budgets for the reasoning blocks, though it will decrease quality in some cases.