luke-iha-the-ai-avatar-machine-manifold

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 via execution/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_enforcer binding); skip only with --no-ground + --voc-file (the "import, don't regenerate" path). See references/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.

Execution Prompts (structure-pure v2)

12 deterministic practitioner prompts — each carries an Output Contract, Output Skeleton, and Quality Gate. When a deliverable matches one, Read it and honor its contract instead of improvising the output shape.

• Luke Iha — Anti-Hero's Journey Backstory — skills/luke-iha-avatar-machine/references/prompts-v2/anti-heros-journey-backstory.md
• AVATAR MANIFOLD — [Market] — skills/luke-iha-avatar-machine/references/prompts-v2/avatar-manifold-full-intelligence-package.md
• Luke Iha — Buyer VOC Sourcing (Specific Language Pack) — skills/luke-iha-avatar-machine/references/prompts-v2/buyer-voc-sourcing.md
• Luke Iha — Core Wound Excavation — skills/luke-iha-avatar-machine/references/prompts-v2/core-wound-excavation.md
• Luke Iha — Dissolution Framework (AWE) — skills/luke-iha-avatar-machine/references/prompts-v2/dissolution-framework-awe.md
• Luke Iha — Epiphany Threshold Belief Sets — skills/luke-iha-avatar-machine/references/prompts-v2/epiphany-threshold-belief-sets.md
• Luke Iha — Avatar Manifold Audit — skills/luke-iha-avatar-machine/references/prompts-v2/manifold-audit-gap-report.md
• Luke Iha — Manifold to Finished Copy — skills/luke-iha-avatar-machine/references/prompts-v2/manifold-to-finished-copy.md
• Luke Iha — Maze Hooks & Market Pick-Up Lines — skills/luke-iha-avatar-machine/references/prompts-v2/maze-hooks-pickup-lines.md
• Luke Iha — Pain & Benefit Matrix — skills/luke-iha-avatar-machine/references/prompts-v2/pain-benefit-matrix.md
• Luke Iha — Resonance Hierarchy Map — skills/luke-iha-avatar-machine/references/prompts-v2/resonance-hierarchy-map.md
• Luke Iha — Suffering-Archetype Typing — skills/luke-iha-avatar-machine/references/prompts-v2/suffering-archetype-typing.md