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best practice

Activate DeepSeek Thinking Mode for Complex Logical Reasoning Tasks

Use the reasoner endpoint for high-stakes logic and complex math.

Toggle between 'deepseek-chat' for quick replies and 'deepseek-reasoner' for tasks requiring deep logical chains and advanced reasoning.

DeepSeek

The Scenario

You are tasked with debugging a complex piece of legacy code or solving a multi-step strategic business logic problem where accuracy is more important than speed.

Before & after

The old way

Users would manually prompt a standard LLM to 'think step-by-step' and then fact-check the logic themselves, often taking 30-40 minutes to verify complex reasoning.

With AI

Switch the model ID to `deepseek-reasoner` to engage the thinking mode. This deep reasoning process takes about 2-5 minutes depending on the complexity of the logic.

The Prompt

[INSERT_COMPLEX_PROBLEM_OR_CODE_LOGIC]
Please reason through this step-by-step using your thinking mode to ensure no logical gaps.

DeepSeek-V3.2 introduces a hybrid reasoning architecture. By specifically calling the 'deepseek-reasoner' endpoint or selecting the 'thinking' toggle in the interface, you invoke the internal chain-of-thought process designed to solve complex logical and mathematical problems.

Source

Change Log | DeepSeek API Docs
"deepseek-reasoner corresponds to DeepSeek-V3.2's thinking mode. . . Hybrid reasoning architecture: A single model supports both thinking mode and non-thinking mode."