feat: Transformation Economy integration — aspiration, transformation_quality, elicitor model

[daocoding]

Overview

Incorporate Pine & Gilmore's Transformation Economy framework into AGORA's agent model and simulation engine, using The Transformation Economy (Pine, 2024) as the canonical theoretical source.

Core thesis: Pine & Gilmore spent decades describing the Transformation Economy theoretically. AGORA is its first computational realization.

"AGORA is the agent-based simulation of the Transformation Economy, built to model how communities guide individuals from aspiration to sustained flourishing."

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Theoretical Foundation

The Progression of Economic Value

Commodities → Goods → Services → Experiences → Transformations

AGORA models the Transformations tier — the only tier never computationally simulated before.

Four Spheres of Human Flourishing (Pine Ch. 2)

Every transformation belongs to one or more spheres:

• Health & Well-Being — physical/mental/emotional
• Wealth & Prosperity — financial freedom (e.g. Toastmasters → career; WFG → financial independence)
• Knowledge & Wisdom — skill, capability, expertise
• Purpose & Meaning — mission, identity, Ikigai

Aspiration Types (Pine Ch. 3)

Type	Scale	Quality	Guide Role
Refinement	Small	Degree	Expert
Ambition	Large	Degree	Coach
Cultivation	Small	Kind	Counselor
Metamorphosis	Large	Kind	Alchemist

Catalyst Types (Pine Ch. 3)

How the aspiration formed:

• Directed — intentional decision (joined community on purpose)
• Disruption — external shock (job loss, health crisis, financial event)
• Deviation — conversation, book, chance encounter that shifted worldview
• Discovery — witnessed someone else's transformation (the convention effect)

The Delta Model → AGORA Stages

Delta Tier	AGORA Stage	Identity Shift
Memorable experience	SEED	No shift — still a prospect
Meaningful experience	GROWING	"I am trying something new"
Transporting experience	FLOURISHING	"I see who I could become"
Full transformation	MENTOR	"I was X, now I am Y" — sustained
Metamorphic transformation	MASTER	"I can't recognize who I was before"

Three Phases of Guiding (Pine Ch. 7)

1. Diagnosis — identify aspiration, establish the from/to statement → SEED/onboarding
2. Encapsulated Experiences — series of transformation-enabling experiences → GROWING through FLOURISHING
3. Follow-Through — sustaining after the aspiration milestone → MENTOR and beyond

Pine's warning: "The biggest mistake is thinking the transformation is done when the aspiration is achieved." AGORA must model the follow-through arc. Most simulations stop at the milestone. AGORA does not.

Encapsulation (Pine Ch. 4) → Simulation Round Structure

Every meaningful experience that produces transformation requires:

• Preparation (before the round) — agent priming, context-setting
• Reflection (during the round) — the journal entry the LLM generates
• Integration (after the round) — how the round updates agent state going forward

AGORA's monthly round structure IS encapsulation. Naming it unlocks the theoretical connection.

Jobs To Be Done → Monthly Agent Reasoning (Pine Ch. 5)

Each monthly LLM prompt must address all five JTBD dimensions:

• Functional — what task is the agent trying to complete this month?
• Emotional — what is their emotional state? (Pine: "if emotions are at odds, transformation won't come out well")
• Social — how do they want to be perceived by peers, family, mentor?
• Aspirational — what do they want to become?
• Systemic — how are they managing the full arc, not just this month?

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Schema Changes

Add to AgentNode

# Transformation Economy properties
aspiration_type: str         # refinement | ambition | cultivation | metamorphosis
transformation_sphere: str   # health_wellbeing | wealth_prosperity | knowledge_wisdom | purpose_meaning
catalyst_type: str           # directed | disruption | deviation | discovery
delta_level: str             # memorable | meaningful | transporting | transforming | metamorphic
follow_through_score: float  # 0-100: are they sustaining transformation after milestone?

Add guide_role to RelationshipEdge (MENTORS type)

guide_role: str  # expert | coach | counselor | alchemist
# Derived from: mentor's aspiration_type alignment + mentee's current aspiration_type

Add to Simulation Prompt Context

Each monthly round should include:

• Agent's aspiration_type and transformation_sphere
• Which JTBD dimensions are active this month
• Which encapsulation phase this round represents (preparation / core experience / reflection / integration)
• Mentor's guide_role

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Toastmasters Demo Updates

Update examples/toastmasters/seed_data.json with new properties:

Agent	Aspiration Type	Sphere	Catalyst
Maya Chen	ambition	knowledge_wisdom	directed
Robert Okafor	refinement	wealth_prosperity	disruption
Sarah Kim	cultivation	knowledge_wisdom	discovery
James Liu	ambition	knowledge_wisdom	directed
Patricia Williams	metamorphosis	purpose_meaning	directed

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Research Output

Target: Journal of Artificial Societies and Social Simulation (JASSS)

Paper title: AGORA: A Computational Model of the Transformation Economy — Agent-Based Simulation of Personal Development Communities

Abstract (draft): We present AGORA, an open-source LLM-native agent-based simulation framework for modeling personal transformation in community contexts. Drawing on Pine & Gilmore's Transformation Economy framework, AGORA operationalizes the five-stage progression of economic value computationally for the first time. We introduce aspiration typing, transformation sphere classification, catalyst modeling, and the Delta Model stage mapping as schema primitives. We demonstrate AGORA on a Toastmasters chapter simulation (N=12 agents, 6-month horizon) and discuss implications for community design and coaching intelligence systems.

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References

• Pine, B.J. (2024). The Transformation Economy: Guiding Customers to Achieve Their Aspirations.
• Pine, B.J. & Gilmore, J.H. (1999). The Experience Economy. Harvard Business School Press.
• Pine, B.J. & Gilmore, J.H. (2011). The Experience Economy (Updated Ed.).