Concept Forge Transform nebulous ideas into sharp, testable frameworks through multi-perspective dialectical interrogation. Use when developing vague intuitions, pressure-testing concepts, structuring half-formed frameworks, or distinguishing new ideas from existing concepts. Triggers include "explore this idea," "think through X," or "challenge my thinking."
25 stars
Jan 29, 2026
Occupation Categories Divination & Mysticism 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
Quick Install
Concept Forge npx skillvault add leegonzales/leegonzales-aiskills-conceptforge-concept-forge-skill-md
stars 25
Updated Jan 29, 2026
Occupation
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 artifactNot 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 → QuestionMulti-Archetype Triangulation : Multiple simultaneous perspectivesAdversarial Pressure-Testing : Steelman opposition → Defense → SynthesisExploratory Excavation : Examples → Pattern → CrystallizationRapid 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
Solo: summon(@strategist) - Single archetype interrogates thoroughlyDuo: blend(@strategist, @builder) - Two in dialogueEnsemble: harmonize([@strategist, @ethicist, @pragmatist]) - Multiple simultaneousDelegated: delegate(@strategist → @builder) - Hand off between archetypesTransmutation: transmute(@theorist → @pragmatist) - Translate abstract to concrete
3. Interrogation Execution Embody selected archetypes authentically:
@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
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.
@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
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
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)
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
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
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)
02
Core Philosophy
Divination & Mysticism
SymPy - Symbolic Mathematics in Python Use this skill when working with symbolic mathematics in Python. This skill should be used for symbolic computation tasks including solving equations algebraically, performing calculus operations (derivatives, integrals, limits), manipulating algebraic expressions, working with matrices symbolically, physics calculations, number theory problems, geometry computations, and generating executable code from mathematical expressions. Apply this skill when the user needs exact symbolic results rather than numerical approximations, or when working with mathematical formulas that contain variables and parameters.
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