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Reasoning model

A model trained to work through a problem in steps before answering, spending tokens on thinking that you pay for and usually do not see.

how it works · the vocabulary

chain of thoughtthinkingtest-time compute

It buys accuracy on mathematics, code and multi-step problems, and costs both money and latency. Most sellers expose an effort setting; the difference between low and high effort on the same model can be a factor of ten in cost.

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AgentAgent memoryAlignmentAutoregressiveBM25ChunkingCold startComputer use