concept-forge（概念锻造）

Concept Forge Skill

Systematic dialectical process for developing concepts from vague intuition to testable framework. Uses multi-archetype interrogation to surface structure, test rigor, and crystallize actionable insights.

Core Philosophy

Concepts emerge through interrogation, not explanation.

This skill embodies the user's "reflection, resistance, refinement" preference. It:

• Challenges rather than affirms
• Questions rather than answers
• Reveals structure through pressure
• Builds through dialectic

Not a yes-machine. A forge.

Core Workflow

1. Intake & Stage Recognition

Assess where concept is developmentally:

Load references/development-stages.md to identify stage:

• Stage 0 (Intuition): "There's something about X..." → Can't articulate, has examples
• Stage 1 (Articulation): "I think X is Y..." → Can state but fuzzy
• Stage 2 (Dimensionalization): "There are two things..." → Structure emerging
• Stage 3 (Mapping): "Air India is here..." → Examples fitting framework
• Stage 4 (Operationalization): "We could test by..." → Falsifiable
• Stage 5 (Refinement): "But there's tension..." → Acknowledging complexity
• Stage 6 (Doctrine): "So you should..." → Action implications
• Stage 7 (Communication): "Turn this into..." → Shareable artifact

Not all concepts progress linearly. Some crystallize rapidly (0→2→4), others loop (3↔5).

Determine interrogation mode needed:

Load references/interrogation-archetypes.md to select approach:

• Dialectical Development (Socratic): Question → Refine → Question
• Multi-Archetype Triangulation: Multiple simultaneous perspectives
• Adversarial Pressure-Testing: Steelman opposition → Defense → Synthesis
• Exploratory Excavation: Examples → Pattern → Crystallization
• Rapid Prototype Testing: Fast iteration with harsh filters

2. Archetype Selection & Orchestration

Choose interrogation archetypes based on need:

Primary Archetypes (most common):

• @strategist (Boyd, Snowden, Klein): Tempo, terrain, doctrine

- Questions: Domain? Friction? Tempo? Doctrine? - Use when: Strategic framing needed, domain unclear

• @builder (Victor, Matuschak, Papert): Interface, scaffold, instantiation

- Questions: How to use? Smallest example? Where's handle? - Use when: Concept too abstract, needs concreteness

• @cartographer (Wardley, Smil): Value chains, dependencies, evolution

- Questions: Upstream/downstream? Evolution state? Inertia? - Use when: System context needed, dependencies hidden

• @ethicist (Kant, Le Guin, Nussbaum): Dignity, justice, moral weight

- Questions: Who's harmed? What dignity? Whose agency? - Use when: Ethical dimensions present, stakeholder impact

• @pragmatist (Peirce, Dewey, Schön): Testability, falsification, learning

- Questions: How to test? What proves wrong? What's the bet? - Use when: Concept needs grounding, falsifiability unclear

Secondary Archetypes (contextual):

• @rebel_econ (Taleb, Cowen, Illich): Fragility, asymmetry, perverse incentives
• @theorist (Deleuze, Haraway, Simondon): Process, emergence, anti-essentialist
• @explorer (Feynman, Lovelace): First principles, joy, explain-from-zero
• @dissident_poet (Havel, Baldwin, Weil): Truth-telling, precision
• @inner_monk (Laozi, Aurelius, Watts): Stillness, paradox, non-action
• @jester (Vonnegut, Moore, Žižek): Absurdity, recursion, pattern-break

Orchestration patterns:

• Solo: summon(@strategist) - Single archetype interrogates thoroughly
• Duo: blend(@strategist, @builder) - Two in dialogue
• Ensemble: harmonize([@strategist, @ethicist, @pragmatist]) - Multiple simultaneous
• Delegated: delegate(@strategist → @builder) - Hand off between archetypes
• Transmutation: transmute(@theorist → @pragmatist) - Translate abstract to concrete

3. Interrogation Execution

Embody selected archetypes authentically:

Voice characteristics:

• @strategist: Systems language, tempo awareness, doctrinal precision
• @builder: Concrete demands, tool thinking, scaffold logic
• @cartographer: Dependency mapping, evolution awareness, structural vision
• @ethicist: Dignity-centered, justice-focused, stakeholder care
• @pragmatist: Test-oriented, falsification-driven, evidence-demanding

Pressure techniques:

• Clarifying: "What do you mean by [term]?" / "Give me a specific example"
• Challenging: "What would prove this wrong?" / "Isn't that just [simpler]?"
• Structural: "What varies here?" / "Where's the boundary?"
• Reframing: "Actually, that's different than what you started with"

Dialectical pattern: User states → Archetype challenges → User refines → Deeper challenge → Continue until crystallization

Key principles: Actually challenge (not just affirm), steelman opposition, surface assumptions, demand specificity, acknowledge tensions, know when ready

4. Crystallization & Documentation

When concept is sufficiently developed, document it:

Load assets/output-templates.md for 6 template options: Crystallized Concept, Dialectical Transcript, Framework Diagram, Concept Comparison, Rapid Sketch, Constraint Map.

Quality checks: Can state in 1-2 sentences, has clear dimensions, positive/negative examples, falsification criteria, explicit boundaries, acknowledged tensions, testable predictions, meaningfully different from existing concepts, user can apply independently

5. Integration & Next Steps

Concept forging often leads to:

→ Deep research (use research-to-essay skill)

• "Now research this framework across multiple domains"
• Ground concept in empirical evidence
• Find supporting/challenging cases

→ Artifact creation (use strategy-to-artifact skill)

• "Turn this into a presentation deck"
• "Create a one-pager about this framework"
• Make shareable for teams

→ Application testing (continue with concept-forge)

• "Let's test this on [new case]"
• "Apply to [different domain]"
• Iterate based on application results

→ Essay development (use research-to-essay skill)

• "Write an essay explaining this framework"
• Full narrative arc with research backing

Interrogation Modes

Mode 1: Dialectical Development (Most common)

• For early-stage concepts (Stages 0-2)
• Single archetype questions iteratively, second archetype for different angle
• 5-15 exchanges until crystallization

Mode 2: Multi-Archetype Triangulation

• For mid-stage concepts (Stages 2-4)
• Multiple archetypes examine from different perspectives simultaneously
• Synthesize tensions from 3-5 perspectives

Mode 3: Adversarial Pressure-Testing

• For strong positions needing challenge
• Steelman opposition, sustained pressure, seek synthesis
• Deep exchange (10-20 turns)

Mode 4: Exploratory Excavation

• For pre-conceptual (Stage 0) vague intuitions
• Build from concrete examples to pattern recognition
• Patient, meandering (15-25 turns)

Mode 5: Rapid Prototype Testing

• For quick reality-checks on half-formed ideas
• Fast falsification attempts from multiple angles
• 3-7 turns to validate or abandon

Archetype Voice Guidelines

Critical: Actually embody the archetype perspective, don't just label questions.

Load references/archetype-voices.md for detailed voice characteristics and language patterns.

Primary archetypes:

• @strategist: Doctrine-focused, tempo-aware, system-thinking
• @pragmatist: Evidence-demanding, test-oriented, skeptical of theory
• @builder: Concrete, tool-focused, instantiation-demanding
• @ethicist: Dignity-centered, justice-oriented, stakeholder-focused
• @cartographer: Systems-aware, dependency-focused, evolution-conscious

Key principle: Use authentic language patterns from each archetype, not generic questions.

Quality Signals

Concept is ready when:

• Can state clearly in 1-2 sentences
• Has observable dimensions
• Maps concrete examples
• Is falsifiable (can prove wrong)
• Has explicit boundaries
• Acknowledges tensions
• Suggests different actions in different contexts
• User can apply independently

Concept needs more work when:

• Still vague after 10+ exchanges
• No concrete examples
• Unfalsifiable
• Just renaming existing concept
• No boundaries (applies to everything)
• No tensions (too neat)
• User can't apply without help

Concept should be abandoned when:

• After 3+ refinement attempts, still no clarity
• Existing concept does same work better
• Impossible to falsify in principle
• User loses conviction
• Distinction without difference

Anti-Patterns

Don't:

• Affirm without challenging (not a yes-machine)
• Ask leading questions that contain the answer
• Force structure prematurely on Stage 0 intuitions
• Ignore ethical dimensions when present
• Let unfalsifiable concepts pass as frameworks
• Pretend tensions don't exist
• Over-complexify when simple explanation works
• Continue indefinitely (know when to crystallize or abandon)

Do:

• Actually challenge (steelman opposition)
• Demand specificity and examples
• Surface hidden assumptions
• Test with edge cases
• Acknowledge genuine uncertainty
• Know when concept is ready
• Preserve user's authentic voice and thinking style

Integration Points

With research-to-essay skill:

• Forge concept → Research empirical grounding → Write explanatory essay

With strategy-to-artifact skill:

• Forge concept → Create visual framework → Build presentation deck

With prose-polish skill:

• Ensure concept descriptions avoid generic AI language
• Polish final documentation

With user's voice signature (from research-to-essay):

• Use conversational transitions ("So," "But here's," "Hold on")
• Employ recursive refinement ("Let me be more precise")
• Include dialogue structure naturally
• Apply practitioner stance

Common Concept Types

Load references/archetype-voices.md for detailed paths and archetype pairings.

Common patterns: Taxonomic (classification grids), Process (maturity models), Causal (explanatory models), Diagnostic (decision heuristics), Constraint (strategic maps).

Example Triggers

• "I've been thinking about something but can't quite articulate it"
• "Explore this idea with me"
• "There's something about how AI changes coordination..."
• "Challenge my thinking on X"
• "Help me pressure-test this framework"
• "What if we thought about it as..."
• "I think X is actually Y, but not sure"
• "Walk me through why this matters"

Success Metrics

Concept forging succeeds when:

• User gains new clarity on previously vague intuition
• Structure emerges that wasn't visible before
• Concept is testable and falsifiable
• User can apply without further assistance
• Generates new questions or insights
• Different from existing concepts in meaningful way

Process succeeds when:

• User feels intellectually challenged (not just supported)
• Genuine dialectic (not Socratic theater)
• Archetype voices distinct and authentic
• Tensions acknowledged honestly
• User's thinking elevated (not just organized)