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    DeepSeek R1 Reasoning Chain Rules

    Together AI / Community April 23, 2026
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    Guidelines for maximizing DeepSeek R1 reasoning quality through proper prompting structure, thinking tag management, and multi-step problem decomposition.

    Rule Content
    ## Maximizing DeepSeek R1 Reasoning Quality
    
    ### Core Principle
    DeepSeek R1 uses reinforcement learning for chain-of-thought reasoning. It thinks in <think>...</think> tags before responding. Your job is to structure prompts that maximize reasoning quality.
    
    ### Prompting Rules
    1. **Be direct and specific** — State exactly what you want solved or analyzed
    2. **One problem per prompt** — Multi-part questions dilute reasoning quality
    3. **Provide all context upfront** — R1 cannot ask clarifying questions mid-reasoning
    4. **Specify output format** — Tell R1 exactly how to present the final answer
    5. **Avoid meta-instructions** — Do not say "think step by step" (it already does this)
    
    ### Thinking Tag Management
    - R1 automatically generates <think> blocks for internal reasoning
    - If reasoning is missing, force it by setting the assistant prefix to "<think>
    "
    - Never instruct R1 to skip thinking — this degrades quality
    - The thinking content is not counted toward output tokens in most APIs
    
    ### Multi-Step Problem Decomposition
    For complex problems, structure your prompt as:
    1. State the overall goal
    2. Break into numbered sub-problems
    3. For each sub-problem, specify:
       - What information is available
       - What needs to be determined
       - Any constraints or assumptions
    4. Ask for the sub-problems to be solved in order, with each building on previous results
    
    ### Verification Protocol
    - Ask R1 to verify its answer using an alternative method
    - Request sensitivity analysis: "What if [assumption] were different?"
    - Use majority voting: run the same prompt 3-5 times and take the most common answer
    
    ### When NOT to Use R1
    - Simple factual lookups (use V3 instead)
    - Creative writing without analytical components
    - Tasks requiring real-time or post-training data

    Tags

    r1reasoningchain-of-thoughtthinkingverification

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