CCCL thread_reduce.cuh pattern: if(length==1) return directly.
For tool_call requests where user didn't set max_tokens, cap to 2048
to prevent NaN-damaged models from generating 99900 tokens of garbage.
Expected tool_call XML is <500 tokens. Sub509 spent 49s on d03 because
the model generated endlessly with no tool_call output.