name: "Luke Iha: The AI Avatar Machine (Manifold)" version: "1.0" expert: "Luke Iha (with Mario Castelli)" domain: "ICP / Avatar Construction, Multi-Dimensional Market Intelligence, Buyer Psychology, Belief Dissolution, Emotional Backstory Architecture" tier: system description: "The upstream keystone of the Luke Iha stack — the market-intelligence engine that BUILDS the avatar every other Luke skill assumes you already have. Plots a market across 10+ orthogonal dimensions (Pain Matrix), excavates the Core Wound via Ontological Resources, maps the Resonance Hierarchy (Experiences→Beliefs→Values→Identity), calibrates beliefs to the Epiphany Threshold, dissolves constraints via AWE, and architects the Anti-Hero's Journey — then concatenates it all into the Avatar Manifold, a complete, reusable, sellable market-intelligence package."
Luke Iha: The AI Avatar Machine (Manifold) v1.0
What This Skill Does
Most ICP work is one-dimensional ("busy moms who want convenience"). This skill plots a market across 10+ orthogonal dimensions on 1–10 spectrums — Big-Five-for-markets instead of a single adjective — and turns that plot into the single document the rest of your copy system runs on.
It operationalizes Luke Iha + Mario Castelli's "AI Avatar Machine (Manifold)" workshop: a teachable, repeatable method that closes the "Great Curtain of Direct Response" — the gap between what elite copywriters do (factor enormous nuance) and what they teach ("just use intuition"). The thesis: anything explainable can be explained.
Why it matters to the system: your 11 existing Luke skills (hooks, proof, VSL, mechanisms, copy blocks, vicious hooks, proof ladders, etc.) all start at "you already understand your market." None of them build that understanding. This is the missing upstream keystone. Its signature deliverable — the Avatar Manifold — is exactly the "in-depth package / creative brief" product for ICP/avatar work.
The Core Method
| Concept | One line |
|---|---|
| Multi-Dimensional Plot | Orthogonal dimensions × 1–10 spectrums; the score's consequence is the output |
| Core Wound | Every market refracts one fear (annihilation/abandonment/death) through its Ontological Resources |
| Resonance Hierarchy | Experiences→Beliefs→Values→Identity; built bottom-up, sold top-down; never clash with Identity in the lead |
| Epiphany Threshold | Hooks land in the Goldilocks Zone (7–9): surprising but believable; thesis→antithesis→synthesis |
| Splitting the Atom / AWE | Reframe = a distinction inside a bundled assumption; Agree→Wedge→Elaborate |
| Anti-Hero's Journey | Substitute the product for the epiphany ("Energetic Changeling"), calibrated to consciousness level |
| The Manifold | Run every framework for one market, concatenate → reusable market-intelligence asset |
Workflows
Tier 0 — Orchestrator (cold-start → finished copy)
| # | Workflow | Slash | Produces |
|---|---|---|---|
| 0 | Avatar Machine ⭐ (WIRED) | /avatar-machine |
End-to-end: real research (GROUND) → dependency-batched manifold → audit → finished converting copy (VSL/ad/sequence) + per-artifact scores |
Cold-start capable.
/avatar-machine "[market]" "[product]" --objective "VSL for $2k offer"executes real research viaexecution/avatar_manifold_runner.py(Gemini Deep Research + Apify VOC + FB Ad Library + Recall), builds the manifold, and produces finished copy. Phase 0 GROUND auto-fires (deterministic backstop,routing_enforcerbinding); skip only with--no-ground+--voc-file(the "import, don't regenerate" path). Seereferences/research-spine.md+references/DEPLOYMENT-GUIDE.md.
Tier 1 — Foundation
| # | Workflow | Slash | Produces |
|---|---|---|---|
| 1 | Avatar Manifold Builder ⭐ | /avatar-manifold |
The full market-intelligence package (the sellable deliverable) |
| 2 | Pain & Benefit Matrix Plotter | /pain-matrix |
10-dim plot + benefit mirror + consequence per score |
| 3 | Core Wound Excavator | /core-wound |
Ontological Resource Matrix + wound prediction + rub-salt message |
| 4 | Resonance Hierarchy Mapper | /resonance-hierarchy |
Full identity pyramid + 6 constraint types + lead-conflict flags |
Tier 2 — Practitioner
| # | Workflow | Slash | Produces |
|---|---|---|---|
| 5 | Epiphany Threshold Engine | /epiphany-threshold |
Below / over-BS / Goldilocks belief sets (7–9 calibrated) |
| 6 | Dissolution Framework Forge | /dissolution-forge |
Constraint → AWE → 1 of 10 vehicles → unbundled reframe |
| 7 | Anti-Hero's Journey Architect | /anti-hero-journey |
Garden→Slow Descent→PIG Story→Dark Night, consciousness-calibrated |
| 8 | Maze Hooks & Pick-Up Lines | /market-pickup-lines |
Hooks via What/Who/How × dimensions, mapped to pain dims |
| 9 | Suffering-Archetype Typer | /suffering-archetype |
1 of 9 archetypes → tone/approach/proof directives |
| 10 | Buyer Research Sourcer | /buyer-sourcer |
4S/swipe + 26 survey Qs + VOC pack ("specific language") |
Tier 3 — Stacking
| # | Workflow | Slash | Produces |
|---|---|---|---|
| 11 | Manifold → Copy Bridge | /manifold-to-copy |
Maps Manifold to 5-part sales formula; routes to the full Luke stack |
| 12 | Avatar Manifold Audit | /manifold-audit |
Scores any ICP/avatar/brief vs. the Manifold standard; gap report |
When to Use
- Building an ICP/avatar/creative brief that needs to actually drive copy (not just describe a demographic).
- Before any cold-traffic copy for a market you don't deeply understand yet.
- Producing a sellable market-intelligence deliverable for a client.
- Upgrading a thin persona, or auditing one (yours or a competitor's).
- Feeding the rest of the Luke stack — this is the front door.
Skill Stacking
The keystone move — this skill feeds the entire Luke Iha stack via /manifold-to-copy:
- →
luke-iha-vsl-leads: Manifold's Epiphany Threshold + Anti-Hero's Journey feed the LEAD and lead body. - →
luke-iha-vicious-hooks: Pick-Up Lines get a viciousness pass; Ejection Triggers become the do-not-say list. - →
luke-iha-million-dollar-mechanisms: Goldilocks synthesis + Interoceptive Mechanism feed UMP/UMS. - →
luke-iha-proof-ladder/luke-iha-proof-mechanisms: RH Constraints + Dissolution Frameworks map objection→proof. - →
luke-iha-copy-blocks: Pain Matrix + Benefit Matrix + Daisy-Chain feed Pain/Promise/Proof blocks. - →
luke-iha-unaware-ads: Consciousness level + Resonance Hierarchy set the awareness ladder. - →
luke-iha-insight-vectors: Epiphany Threshold pairs with insight-vector epiphany generation.
Cross-expert:
- →
dai-media: consumer posture analysis complements the Resonance Hierarchy. - →
mcraney/belief-dissolution: deep canvassing pairs with the Core Wound + Dissolution Frameworks. - →
wright-thompson/eric-roth: literary craft elevates the Anti-Hero's Journey prose.
References
genius.md— full genius context (11 patterns, hidden knowledge, exemplars, signature moves, 8-criterion rubric).references/framework-library.md— all dimension definitions, archetypes, formulas (§ A–K).references/worked-manifold-exemplar.md— the output standard (testosterone market, condensed).references/source-prompts/— Luke + Mario's original prompts, preserved verbatim (Build-a-Buyer, Buyer Snapshot, Epiphany Threshold, Maze Hook Theory, Meta-Prompt + ad templates, Master Survey Questions, Swiping SOP).
Quality Standard
Every output scores against the 8-criterion rubric in genius.md. The non-negotiables: dimensionality (10+ axes scored with consequences), Core Wound depth (specific refraction tied to ranked resources), Identity-layer fidelity (never clash in the lead), and deployability (an assembled Manifold, not fragments). Generic ICP/persona work is the floor this starts above.