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<think> from prior assistant turns and the nonthinking branch is removed, so the generation prompt always opens <think> (like Qwen3-4B-Thinking-2507).<think>...</think> reasoning, not just the latest one, and
the generation prompt always opens <think> (passing enable_thinking=False has no
effect). This makes multi-turn agent training match evaluation — the model always
sees its own prior reasoning. Model weights are identical to Qwen/Qwen3-4B;
only the chat template differs.