Unverified50% confidenceFactExact time
MAX档本质是在单次推理中延长模型的思考链，让模型输出前进行更多内部迭代，而非调用更多并行资源
1
Sources
50%
Confidence
Long-term
Relevance
7/16/2026
First Seen
Sources
Related Claims
UnverifiedThe core of the Extended Thinking mechanism is allocating a greater computational budget during the model's reasoning phase, allowing the model to analyze problems from multiple angles, self-correct, and compare solutions — a process the academic community calls Inference-Time Compute Scaling.78% similarUnverifiedThe MAX tier extends the model's chain-of-thought depth (single-thread vertical extension), whereas Ultra's multi-agent parallelism involves multiple reasoning contexts horizontally exploring different sub-domains of the problem space78% similarUnverified深度思考模式下，模型会先在内部生成中间推理步骤，再基于这些步骤得出最终结论，在处理多步逻辑推导任务时表现显著优于直接生成78% similarUnverifiedReasoning budget refers to the upper limit on the number of intermediate reasoning tokens a chain-of-thought model is allowed to consume before generating a final answer; the higher the budget, the deeper the self-reflection and multi-step verification the model can perform.77% similarUnverifiedTop-tier models employ techniques such as chain-of-thought or extended reasoning, generating a large number of intermediate tokens during inference, causing per-call token consumption to be several times that of ordinary models.77% similar
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