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    agio-digital

    superthink

    agio-digital/superthink
    AI & ML
    2 installs

    About

    SKILL.md

    Install

    Install via Skills CLI

    or add to your agent
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    ├─
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    └─

    About

    Deep reasoning framework for complex tasks with confidence validation, context gathering, and systematic planning

    SKILL.md

    SuperThink

    Confidence-driven workflow preventing misaligned execution: invest 100-200 tokens upfront to save 5,000-50,000 tokens.

    When to Use

    USE for:

    • Complex features requiring changes across multiple files/systems
    • Architectural decisions with long-term implications
    • Unclear requirements needing exploration
    • Multi-system integration
    • Breaking changes
    • Security-sensitive implementations

    SKIP for:

    • Simple, well-defined single-file changes
    • Obvious bug fixes with clear solutions
    • Routine tasks (formatting, linting, etc.)

    Core Philosophy

    Confidence-driven workflow: Requires ≥90% confidence score before proceeding to implementation.

    1. Context Gathering (30% effort) - Understand what exists
    2. Confidence Assessment (20% effort) - Validate readiness
    3. Structured Planning (30% effort) - Break down approach
    4. Implementation (20% effort) - Execute with tracking

    Five-Phase Workflow

    Phase 1: Initial Context (30 tokens)

    Parse requirements | Identify systems | Create TodoWrite tasks

    Phase 2: Deep Context Gathering (60 tokens)

    Search codebase (Grep/Glob) | Read existing code | Check docs | Analyze dependencies

    Phase 3: Confidence Assessment (40 tokens)

    Component Weight Validates
    No Duplicate Implementations 25% Existing functionality check
    Architecture Compliance 25% Pattern alignment
    Documentation Verified 20% API/library validation
    Data Model Understood 20% Schema/type confirmation
    Dependencies Mapped 10% Side effects understood

    Requires ≥90% score to proceed.

    Phase 4: Structured Planning (50 tokens)

    Order by dependency | Follow existing patterns | Include validation | Expand TodoWrite

    Phase 5: Execution with Validation (Variable tokens)

    Mark in_progress (ONE at a time) | Execute | Validate immediately | Mark completed immediately | Handle errors at root cause

    TodoWrite Hygiene

    • Create tasks at Phase 1
    • Expand at Phase 4
    • Mark completed after each step
    • ONE in_progress at a time

    Success Metrics

    60-70% fewer tokens | Zero failures | First-try success

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    Repository
    agio-digital/session-keys-demo
    Files