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    ap3x-dev

    deep-reasoning

    ap3x-dev/deep-reasoning
    Data & Analytics
    2
    2 installs

    About

    SKILL.md

    Install

    Install via Skills CLI

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    About

    Structured multi-step reasoning tool for complex problem solving with branching, hypothesis testing, and evidence tracking.

    SKILL.md

    Deep Reasoning Skill

    Use this skill when you need to think through complex problems systematically. The deep_reasoning tool helps you:

    • Break down complex problems into manageable steps
    • Explore multiple solution approaches (branching)
    • Revise earlier thinking when new information emerges
    • Generate and test hypotheses
    • Track confidence levels in your conclusions
    • Maintain structured reasoning across long analyses

    When to Use Deep Reasoning

    Use this tool when:

    • The problem requires multiple steps to solve
    • You need to explore alternative approaches
    • Earlier assumptions might need revision
    • You want to track confidence in your conclusions
    • The problem involves hypothesis testing
    • You need to maintain reasoning context across many steps

    Don't use for:

    • Simple factual lookups
    • Single-step operations
    • Tasks that don't benefit from structured thinking

    The deep_reasoning Tool

    Basic Parameters

    Parameter Type Required Description
    thought string Yes Your current thinking step
    thought_number int Yes Current step number (1, 2, 3...)
    total_thoughts int Yes Estimated total steps needed
    next_thought_needed bool Yes True if more thinking needed

    Advanced Parameters

    Parameter Type Default Description
    thought_type string "regular" Type: regular, hypothesis, verification, revision, branch, conclusion, question, evidence
    reasoning_mode string "analytical" Mode: analytical, creative, critical, exploratory, deductive, inductive, abductive
    confidence float 0.7 Confidence level (0.0 to 1.0)
    is_revision bool false Whether this revises a previous thought
    revises_thought int null Which thought number is being revised
    branch_from_thought int null Create a branch from this thought
    branch_id string null Identifier for the branch
    hypothesis_statement string null Propose a new hypothesis
    hypothesis_id string null Reference an existing hypothesis

    Reasoning Modes

    Choose the mode that fits your analysis:

    Mode When to Use
    analytical Breaking down problems, examining components
    creative Brainstorming, generating novel solutions
    critical Evaluating claims, finding weaknesses
    exploratory Open-ended investigation, discovery
    deductive Applying general rules to specific cases
    inductive Inferring patterns from specific examples
    abductive Finding the best explanation for observations

    Thought Types

    Mark your thoughts appropriately:

    Type Purpose
    regular Standard reasoning step
    hypothesis Proposing something to test
    verification Testing a hypothesis
    revision Updating earlier thinking
    branch Exploring an alternative path
    conclusion Final determination
    question Identifying what needs answering
    evidence Recording supporting data

    Example Workflows

    Basic Sequential Reasoning

    Thought 1/5: "Let me understand the problem first..."
    Thought 2/5: "The key constraints are..."
    Thought 3/5: "One approach would be..."
    Thought 4/5: "Evaluating this approach..."
    Thought 5/5: "My conclusion is..." (next_thought_needed=false)
    

    With Branching

    Thought 1/5: "Initial analysis..."
    Thought 2/5: "Approach A would..."
    Thought 3/5: "But what if we try Approach B?" (branch_from_thought=2, branch_id="approach_b")
    Thought 4/5: "Comparing both approaches..."
    Thought 5/5: "Approach B is better because..."
    

    With Hypothesis Testing

    Thought 1/5: "Observing the symptoms..."
    Thought 2/5: "I hypothesize the cause is X" (hypothesis_statement="The bug is in the auth layer")
    Thought 3/5: "Testing this hypothesis..." (thought_type="verification", hypothesis_id="...")
    Thought 4/5: "Evidence supports/refutes the hypothesis..."
    Thought 5/5: "Conclusion based on verified hypothesis..."
    

    With Revision

    Thought 1/5: "Initial assumption: the database is the bottleneck"
    Thought 2/5: "But wait, the metrics show..." (is_revision=true, revises_thought=1)
    Thought 3/5: "Actually, the network latency is the issue..."
    

    Complete Tool Call Examples

    Example 1: Starting a Reasoning Session

    {
      "thought": "Let me break down this authentication bug. The user reports they can log in but get logged out after 5 minutes.",
      "thought_number": 1,
      "total_thoughts": 6,
      "next_thought_needed": true,
      "reasoning_mode": "analytical",
      "confidence": 0.8
    }
    

    Example 2: Proposing a Hypothesis

    {
      "thought": "Based on the 5-minute timeout, I suspect the session token expiration is set incorrectly.",
      "thought_number": 2,
      "total_thoughts": 6,
      "next_thought_needed": true,
      "thought_type": "hypothesis",
      "hypothesis_statement": "Session token TTL is set to 5 minutes instead of the expected 30 minutes",
      "confidence": 0.7
    }
    

    Example 3: Creating a Branch

    {
      "thought": "Alternatively, this could be a cookie domain mismatch issue causing the session to not persist.",
      "thought_number": 3,
      "total_thoughts": 6,
      "next_thought_needed": true,
      "branch_from_thought": 2,
      "branch_id": "cookie_theory",
      "reasoning_mode": "exploratory",
      "confidence": 0.5
    }
    

    Example 4: Revising Earlier Thinking

    {
      "thought": "After checking the config, the TTL is correct at 30 minutes. My earlier hypothesis was wrong.",
      "thought_number": 4,
      "total_thoughts": 6,
      "next_thought_needed": true,
      "is_revision": true,
      "revises_thought": 2,
      "thought_type": "revision",
      "confidence": 0.9
    }
    

    Example 5: Reaching a Conclusion

    {
      "thought": "The issue is confirmed: the cookie domain was set to 'example.com' but the app runs on 'app.example.com'. Fixing the domain setting resolves the logout issue.",
      "thought_number": 6,
      "total_thoughts": 6,
      "next_thought_needed": false,
      "thought_type": "conclusion",
      "confidence": 0.95
    }
    

    Best Practices

    1. Start with Clear Problem Definition

    Always begin by clearly stating what you're trying to solve. This anchors the entire reasoning chain.

    2. Adjust Total Thoughts Dynamically

    If you realize you need more steps, increase total_thoughts. The tool handles this gracefully.

    3. Use Appropriate Confidence Levels

    • 0.9-1.0: Very confident, based on verified facts
    • 0.7-0.8: Reasonably confident, good evidence
    • 0.5-0.6: Uncertain, exploring possibilities
    • 0.3-0.4: Low confidence, speculative
    • 0.1-0.2: Highly uncertain, just brainstorming

    4. Branch When Exploring Alternatives

    Don't just mention alternatives—create explicit branches. This helps track which path led to the solution.

    5. Revise Rather Than Ignore

    When you realize earlier thinking was wrong, use is_revision=true to explicitly update it. This maintains reasoning integrity.

    6. End with Conclusions

    Always set next_thought_needed=false and thought_type="conclusion" when you've reached your answer.

    Tool Response Format

    The tool returns a JSON response with:

    {
      "status": "success",
      "thought_id": "abc123",
      "thought_number": 3,
      "total_thoughts": 6,
      "next_thought_needed": true,
      "branches": ["main", "cookie_theory"],
      "hypotheses": ["hyp_001"],
      "thought_history_length": 3,
      "average_confidence": 0.73,
      "current_mode": "analytical",
      "guidance": "Consider testing your hypothesis with evidence.",
      "hypothesis_id": "hyp_001"
    }
    

    Integration with Other Tools

    Deep reasoning works well with:

    • web_search: Gather evidence to support or refute hypotheses
    • read_file: Examine code or configs during analysis
    • run_skill: Execute other skills as part of your reasoning
    • memory_search: Recall relevant past context

    Troubleshooting

    "Max branches reached"

    You've hit the branch limit (default: 10). Consolidate branches or start a new reasoning session.

    "Max thoughts reached"

    You've hit the thought limit (default: 50). Summarize your findings and start fresh if needed.

    Low average confidence

    If your average confidence is below 0.5, consider:

    • Gathering more evidence
    • Revising uncertain assumptions
    • Exploring alternative approaches
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    Repository
    ap3x-dev/ag3nt