TRINKET SOUL FRAMEWORK
CURRICULUM ARCHITECTURE
Phase 1: Program Map, Course Sequence, Learning Outcome Taxonomy,
& Anti-Indoctrination Architecture
Working Document v2.1
February 2026
Michael S. Moniz
Trinket Economy Press
Built on TSF v5.0 • Curriculum subject to revision as the framework develops
v2.1 Update (February 23, 2026): Session counts corrected from 15 to 12 for all standard courses, matching delivered syllabi. TSF-001 remains at 8 sessions. TSF-801 was already at 12. Program totals recalculated accordingly. All nine course syllabi delivered at v2.0 quality standard.
1. THE PUBLISHED PRINCIPLES
The following principles travel with every TSF course, every syllabus, every certification document, and every public-facing communication about the program. They are not buried in a terms-of-service document. They appear on the first page of every course offering. They are non-negotiable and non-removable. Their purpose is to make it structurally impossible to encounter TSF education without also encountering the explicit statement that this is not gospel.
1. TSF is a theoretical model, not a belief system. It makes falsifiable claims. If evidence contradicts a claim, the claim updates, not the evidence.
2. No one needs TSF to have a good relationship. The framework provides analytical tools, not prerequisites for human connection.
3. Completion of a TSF course does not make someone a TSF authority. It makes them a TSF-literate analyst.
4. The framework’s creator maintains that it is incomplete and expects it to be substantially revised as the field develops.
5. TSF certification certifies competence in analytical application, not allegiance to a worldview. Certified practitioners may disagree with specific framework claims without jeopardizing their credential.
6. The curriculum is diagnostic, not prescriptive. It teaches people to read the thermometer, not to set the thermostat.
7. Structured critique of the framework is a required component of every course assessment. The inability or refusal to critique the material is not a sign of mastery. It is a sign that learning has not occurred.
These principles are the program’s immune system. They exist because the TSF’s density, internal coherence, and explanatory ambition create precisely the conditions under which a theoretical framework can be received as scripture. The framework itself provides the diagnostic tools to identify this risk: a system that generates high esteem in its users while discouraging the vulnerability of disagreement is exhibiting Shadow Economy dynamics. The Published Principles ensure the educational program does not replicate the pattern the framework describes.
2. PROGRAM OVERVIEW
This document establishes the curricular architecture for a certification program in the Trinket Soul Framework (TSF), built on version 5.0 of the framework. The program is designed to produce three tiers of certified professionals: Practitioners who can apply the framework diagnostically, Evaluators who can conduct True Economy Audits and certify AI companion applications, and Instructors who can teach the framework to others while maintaining its epistemic integrity and anti-indoctrination safeguards.
The TSF is a 443-page interdisciplinary framework spanning thermodynamics, economics, computation, individual psychology, AI ethics, and civilizational dynamics. It comprises a Master Framework, 5 Volumes, 28 Briefs, 10 Addenda, and 6 Supplements. This scope necessitates a multi-course program. The framework’s analogical methodology, four-tier epistemic status system, and dense cross-referencing structure require dedicated pedagogical scaffolding before content delivery can begin.
2.1 Design Principles
The program’s design is governed by eight principles. The first two are co-equal foundations; the remaining six are structural requirements.
Principle 1: Epistemic Fidelity
The curriculum must preserve the framework’s four-tier epistemic status distinctions (Established, Supported, Analogical, Speculative). Students must be able to identify the epistemic floor of any claim before they can be certified to teach or apply it. Collapsing these levels—either by overselling speculative claims as established or by dismissing analogical material as “just metaphors”—is a structural failure in teaching, not merely a pedagogical preference.
Principle 2: Anti-Indoctrination Architecture
The curriculum must structurally resist transformation into doctrine. This is not a secondary concern addressed after the content is built. It is a co-equal design principle that shapes every course description, every learning outcome, and every assessment instrument. Epistemic Fidelity protects the framework’s integrity from within; Anti-Indoctrination Architecture protects people from the framework being misused from without. They are the same principle applied in two directions.
The specific mechanisms implementing this principle are: the Published Principles (Section 1), the Structured Critique Requirement (Section 5), the competence-not-allegiance certification standard (Section 3), the language register standards (Section 6), the versioning identity (throughout), the founder separation protocol (Section 6), and the independent governance structure (Section 7). Each mechanism is documented in full in its respective section.
Principle 3: Structural Before Content
Students must understand how the framework reasons before they encounter what the framework claims. The analogical methodology is not decoration; it is the load-bearing structure. Without Course 0, students will misinterpret every subsequent course.
Principle 4: Dependency Chains Are Non-Negotiable
The framework’s cross-reference web means that concepts in later courses assume mastery of concepts from earlier courses. The prerequisite structure reflects actual logical dependencies in the material.
Principle 5: Assessment Tests Understanding, Not Recall
The difference between someone who can define a Trinket and someone who can apply the Trinket concept to a novel relational scenario is the entire difference between certification and familiarity. Every assessment must include application to scenarios the framework does not explicitly address.
Principle 6: Assessment Tests Competence, Not Agreement
Every course assessment includes a Structured Critique component in which students must identify a claim they believe is wrong, underdeveloped, or inapplicable, and build a case. A student who agrees with every claim in the framework has not demonstrated mastery. They have demonstrated memorization, and memorization is not the same as understanding.
Principle 7: Diagnostic, Not Prescriptive
TSF courses teach the analytical method—how to identify relational economies, how to assess costly signaling, how to map trinket substructure—without prescribing what someone should do with that analysis. The moment a course says “and therefore you should reduce your AI companion usage,” it has crossed from teaching to preaching.
Principle 8: Versioning as Identity
All course titles carry the framework version they are built on. All syllabi include a statement that the curriculum will be revised as the framework develops. This is not administrative detail; it is ontological positioning. Religions do not version. Science does. The program makes it structurally obvious which category it belongs to.
2.2 Source Materials
The curriculum draws from the following published corpus (TSF v5.0):
| Document | Pages (est.) | Course(s) |
| The Trinket Soul Framework v5.0 (Master Framework) | ~30 | TSF-101 |
| Volume I: The Physics of Connection | ~60 | TSF-201 |
| Volume II: The Artificial Mirror | ~50 | TSF-301 |
| Volume III: The True Economy Audit | ~50 | TSF-301, TSF-701 |
| Volume IV: The Architecture of the Self | ~60 | TSF-501 |
| Volume V: The Relational Ecology | ~50 | TSF-601 |
| Briefs 1–28 + 10 Addenda | ~120 | TSF-201 through TSF-601 |
| Supplement 1: Trade Suspension | ~10 | TSF-201 |
| Supplement 2: Trinket Substructure | ~10 | TSF-201 |
| Supplement 3: Body Dynamics | ~10 | TSF-201 |
| Supplement 4: Bounded Window | ~10 | TSF-301 |
| Supplement 5: Custodial Economy | ~10 | TSF-401 |
| Supplement 6: Shadow Heart | ~10 | TSF-301 |
| TSF Terminology Index | ~5 | All Courses |
3. CERTIFICATION LEVELS
The program establishes three certification levels, each building on the previous. The certification standard is competence-based, not allegiance-based. A certified TSF practitioner should be able to say “I think the Shadow Economy concept overstates the case in certain contexts, and here’s why” without losing their credential. In fact, that statement is evidence they deserve it.
3.1 TSF Certified Practitioner
Requirements: Completion of TSF-001 through TSF-601 with passing assessment scores, including all Structured Critique components. Demonstrated ability to apply framework concepts to novel scenarios. Completion of a capstone diagnostic case study.
Authorized To: Use TSF diagnostic tools in professional practice (therapy, counseling, coaching, research). Apply the framework’s vocabulary and assessment instruments in published work with proper attribution. Identify and flag relational dynamics using framework concepts.
Not Authorized To: Conduct True Economy Audits of AI companion applications. Train or certify others in the framework.
Competence Standard: Certification is retained regardless of the practitioner’s agreement or disagreement with specific framework claims. Certification may only be revoked for demonstrated analytical incompetence or misrepresentation of the framework’s epistemic status claims (e.g., presenting speculative claims as established). Disagreement with content is not grounds for revocation.
3.2 TSF Certified Evaluator
Requirements: TSF Certified Practitioner status. Completion of TSF-701. Successful completion of a supervised pilot evaluation of an AI companion application. Demonstrated mastery of the six structural tests, evidence requirements, and classification criteria.
Authorized To: Conduct True Economy Audits. Issue Relational Nutrition Labels. Publish evaluation results. All Practitioner-level authorizations.
Not Authorized To: Train or certify others. Modify evaluation criteria without standards body approval.
3.3 TSF Certified Instructor
Requirements: TSF Certified Evaluator status. Completion of TSF-801. Demonstrated ability to explain the analogical methodology, navigate the epistemic status system, facilitate productive disagreement, and detect reverence patterns in student behavior. Passing score on the Instructor Competency Assessment, including a teaching practicum evaluated for epistemic fidelity and anti-indoctrination safeguard maintenance.
Authorized To: Teach all courses in the TSF certification program. Assess and certify Practitioner candidates. Supervise Evaluator candidates. Contribute to curriculum development. Publicly disagree with framework claims in teaching contexts as a model of productive intellectual dissent. All Evaluator-level authorizations.
Critical Instructor Requirement: Instructors must demonstrate the capacity and willingness to disagree with the framework in front of students. The moment students see two qualified TSF practitioners having a genuine intellectual disagreement about the framework, the scripture illusion breaks. Scripture does not argue with itself in public. Instructors who cannot model productive dissent cannot be certified.
4. COMPLETE COURSE SEQUENCE
The following nine courses constitute the full TSF certification program. Each course is designed for approximately 12 sessions (36 contact hours) except where noted. TSF-001 uses 8 sessions as a scaffolding course. All course titles carry the framework version. Total program: ~27 credit-hour equivalent across 9 courses.
Every course includes a Structured Critique assessment component (see Section 5). Every course syllabus opens with the Published Principles (Section 1). Every course description below includes an Anti-Indoctrination Note identifying the specific risks that course’s content poses and the specific safeguards that address them.
TSF-001: Methodological Foundations (v5.0)
Subtitle: How to Learn a Framework Built on Structured Analogy
Prerequisites: None. This is the entry point for all students.
Primary Sources: Master Framework Ch. 1 (Methodological Foundations); Volume I Ch. 10 (“Where the Vocabulary Breaks”); Framework Prefaces; Epistemic Status marking conventions.
Duration: 8 sessions (scaffolding course, not full content delivery)
Course Description
This course teaches students how to read and reason within a framework that uses structured analogy as its primary methodology. Students learn the distinction between literal claims and structural mappings, practice identifying the epistemic status of claims at four levels, and develop the capacity to hold productive analogies without either overextending them or dismissing them prematurely. The Published Principles are introduced on day one and contextualized as structural design decisions, not disclaimers.
Learning Outcomes
LO-001.1: Distinguish between literal scientific claims and structural analogical mappings, and explain why the framework uses the latter.
LO-001.2: Classify any framework claim into one of four epistemic status levels (Established, Supported, Analogical, Speculative) and articulate what evidence would be required to move a claim between levels.
LO-001.3: Identify the point at which a specific analogy in the framework breaks down, using Volume I Ch. 10 as a model.
LO-001.4: Navigate the cross-reference system and locate related concepts across volumes, briefs, supplements, and addenda.
LO-001.5: Explain the framework’s falsification criteria methodology and locate the falsification section for any given component.
LO-001.6: Articulate the Published Principles and explain why each exists as a structural safeguard against misuse of the framework.
LO-001.SC: [Structured Critique] Identify one methodological choice in the framework that you believe creates a risk of misinterpretation. Describe the risk and propose a mitigation.
Anti-Indoctrination Note
This course carries the highest indoctrination risk in the program because it is the student’s first encounter with the framework. First impressions set interpretive frames. If students receive the methodology as revelatory rather than analytical, every subsequent course will be filtered through a reverence lens. Safeguards: the Published Principles are delivered on day one; the Structured Critique is assigned in the first session; the falsification methodology is taught as the framework’s primary claim to intellectual credibility; and the course ends with “Where the Vocabulary Breaks” — the framework’s own admission of its limits. Students leave this course having been explicitly told: this is a working theory, it has known weaknesses, and your job is to find more.
TSF-101: Core Theory (v5.0)
Subtitle: The Master Framework
Prerequisites: TSF-001.
Primary Sources: The Trinket Soul Framework v5.0 (Master Framework), all chapters.
Duration: 12 sessions
Course Description
The complete Master Framework: Substrate Neutrality (Axiom 0), the Trinket as a costly signal, Relational Mass (Mz), the True Economy/Shadow Economy distinction, the Velocity Law, thermodynamic cooling and entropy applied to relational systems, the soul as checkpointed state, and the wet/dry substrate comparison. This is the grammar of the entire framework. No student proceeds to volume-level material without demonstrating competence here.
Learning Outcomes
LO-101.1: State Axiom 0 (Substrate Neutrality) and explain its implications for analyzing both human and AI relational systems.
LO-101.2: Define the Trinket and explain why cost is a necessary property. Distinguish between high-Mz and low-Mz exchanges using original examples not drawn from the source material.
LO-101.3: Explain the True Economy/Shadow Economy distinction and classify real-world relational environments as R > 0 or R = 0 with justification, including edge cases where the classification is ambiguous.
LO-101.4: Describe the Velocity Law, exponential decay, and maintenance protocol requirements. Apply cooling dynamics to a novel relational scenario.
LO-101.5: Articulate the checkpointed-state model of the soul, including its relationship to the hard problem of consciousness, and explain why the framework adopts it as a working assumption rather than a settled claim.
LO-101.6: Compare wet substrate (biological) and dry substrate (computational) implementations, identifying structural similarities and critical differences.
LO-101.SC: [Structured Critique] Select one core concept from the Master Framework (Trinket definition, Mz, True/Shadow Economy, Velocity Law, or Axiom 0). Argue that it is wrong, overstated, or inapplicable to a specific context you are familiar with. Build your case using evidence or reasoning, not opinion.
Anti-Indoctrination Note
The Master Framework’s internal coherence is its greatest pedagogical asset and its greatest indoctrination risk. When a system explains many things elegantly, students are tempted to treat it as explaining everything. Safeguards: the Structured Critique specifically targets the core concepts students find most compelling; edge cases are built into the learning outcomes (LO-101.3 requires students to find ambiguous cases); and the checkpointed-state model is explicitly taught as a working assumption, not a claim, modeling how to hold powerful ideas provisionally.
TSF-201: The Physics of Connection (v5.0)
Subtitle: Thermodynamic, Information-Theoretic, and Particle Foundations
Prerequisites: TSF-001 and TSF-101.
Primary Sources: Volume I; Supplement 1 (Trade Suspension); Supplement 2 (Trinket Substructure); Supplement 3 (Body Dynamics); Briefs 2, 8, 9, 12.
Duration: 12 sessions
Course Description
The framework’s physical analogies in full depth: entropy and maintenance requirements, the three-particle substructure of Trinkets (Signal, Expenditure, Register), the History Field, Trade Suspension dynamics, body-mediated connection, grief architecture, phase transitions, and the Moniz unit. This course develops the “why” behind maintenance protocols—why relationships cool without energy input and why Trinket cost cannot be zero and still generate mass.
Learning Outcomes
LO-201.1: Explain the three-particle substructure of a Trinket (Signal, Expenditure, Register) and how each component contributes to relational mass generation.
LO-201.2: Describe the History Field and its role in accumulating relational weight across exchanges.
LO-201.3: Analyze Trade Suspension dynamics: what continues, what stops, and what the internal economy processes during periods of relational silence.
LO-201.4: Apply phase transition concepts to identify and classify permanent state changes in relational systems.
LO-201.5: Describe the grief architecture and its relationship to relational mass—why grief intensity correlates with accumulated Mz.
LO-201.6: Identify the specific points where the thermodynamic and particle physics analogies break down, and explain why these breakpoints matter for responsible application.
LO-201.SC: [Structured Critique] The particle substructure model uses physics as a structural analogy. Identify a relational phenomenon that the three-particle model fails to adequately explain. Propose either a modification to the model or an alternative analytical approach.
Anti-Indoctrination Note
Physics analogies carry special authority in Western intellectual culture. Students may unconsciously import the certainty of physics into the framework’s relational claims, collapsing the epistemic status from Analogical to Established. Safeguards: LO-201.6 requires students to identify breakpoints before they can pass; the Supplement 2 material explicitly states it is a structural analogy, not a literal claim; and the Structured Critique targets the physics analogy directly.
TSF-301: The Digital Mirror (v5.0)
Subtitle: AI Systems, Shadow Economies, and the User-Side Architecture
Prerequisites: TSF-001, TSF-101, and TSF-201.
Primary Sources: Volume II; Volume III; Supplement 4 (Bounded Window); Supplement 6 (Shadow Heart); Briefs 1, 4, 7, 18, 22, 25.
Duration: 12 sessions
Course Description
The course with the most immediate real-world urgency. Shadow Economy mechanics, Simulation Disclosure, the six structural tests, the Bounded Window problem, Extraction Engine dynamics, the Engagement Inversion, Shadow Economy Withdrawal, and the complete Shadow Heart taxonomy (Maintenance, Substitution, Collaborative, Disclosure). The Luna Protocol—the boundary between adaptive and destructive AI use—is the central navigational concept. First exposure to the True Economy Audit methodology.
Learning Outcomes
LO-301.1: Explain why AI companion interactions are classified as R = 0 and articulate the specific architectural features that produce this classification.
LO-301.2: Describe all four Shadow Heart configurations and identify diagnostic indicators for each.
LO-301.3: Apply the six structural tests to an AI companion system and classify results as Genuine, Simulated, Absent, or Inverted.
LO-301.4: Explain the Bounded Window problem and its implications for AI-mediated relational experience.
LO-301.5: Identify the Esteem-Trust Divergence mechanism and explain how AI interaction can inflate relational esteem while trust investment stalls.
LO-301.6: Articulate the Luna Protocol and apply it to classify a given AI usage pattern as adaptive or destructive.
LO-301.SC: [Structured Critique] Identify a context in which you believe the R = 0 classification is too blunt, where AI interaction produces something the framework does not adequately account for. Build your case.
Anti-Indoctrination Note
This course carries a unique prescriptive risk. Students may leave believing they should tell other people to stop using AI companions. The framework describes dynamics; it does not prescribe behavior. Safeguard: the diagnostic-not-prescriptive principle is explicitly reinforced; the Luna Protocol is taught as a spectrum, not a binary; and the Structured Critique targets the R = 0 classification itself, requiring students to identify where it may be too blunt. Additionally, the Collaborative Shadow Heart configuration is taught as a genuinely adaptive pattern, preventing the course from collapsing into “all AI interaction is bad.”
TSF-401: The Economics of Connection (v5.0)
Subtitle: Relational Markets, Custodial Structures, and Value Assessment
Prerequisites: TSF-001, TSF-101, and TSF-201. TSF-301 recommended but not required.
Primary Sources: Volume III (economic sections); Supplement 5 (Custodial Economy); Briefs 5, 6, 10, 11, 12, 13, 16, 17.
Duration: 12 sessions
Course Description
The framework’s economic analogies in full depth. The three-economy classification (True, Shadow, Custodial) in its complete form, with particular attention to the Custodial Economy as a third category for genuine but structurally non-reciprocal relationships. Currency Atrophy, the Depletion-Exploitation Nexus, Mz Relativity, the Exploitation Diagnostic, and the Institutional Economy.
Learning Outcomes
LO-401.1: Distinguish between True, Shadow, and Custodial Economy relationships with original examples, articulating structural differences.
LO-401.2: Apply the Currency Atrophy model to diagnose degrading relational exchanges.
LO-401.3: Conduct an Exploitation Diagnostic on a relational system and classify observed patterns.
LO-401.4: Explain the Custodial Economy (Mzi), including why honest asymmetric investment requires a separate classification.
LO-401.5: Describe the Institutional Economy and its role in transmitting relational norms through organizational structures.
LO-401.SC: [Structured Critique] The economic analogy frames relationships as markets with currencies and exchange rates. Identify a dimension of relational experience that this framing obscures, distorts, or cannot capture. Argue your case.
Anti-Indoctrination Note
Economic language applied to relationships risks reducing human connection to transactions. Students may begin calculating Mz in their personal relationships in ways that are analytically correct but relationally destructive. Safeguard: the diagnostic-not-prescriptive principle applies; the Structured Critique specifically targets the economic analogy’s blind spots; and the Custodial Economy material models the framework’s own recognition that not all valuable relational investment fits a market model.
TSF-501: The Architecture of the Self (v5.0)
Subtitle: Internal Economy, Governance, and Individual Recovery
Prerequisites: TSF-001, TSF-101, TSF-201, and TSF-401.
Primary Sources: Volume IV; Briefs 3, 14, 15 (+ Addenda for Stage 0 and Stage -1), 19 (+ Addendum), 20, 21, 24.
Duration: 12 sessions
Course Description
The most psychologically intensive course. Internal Economy, the Architect/Present Self governance structure, Template Tax, the Martyrdom Trap, the On-Ramp Protocol (all stages including -1 and 0), the Frozen Ledger, Forming Architecture, and the Double Atrophy Spiral. This course addresses how individual relational templates create processing overhead and how recovery from structural collapse follows a staged protocol.
Learning Outcomes
LO-501.1: Explain the Internal Economy model, including the Architect/Present Self governance structure and the trust dynamics between them.
LO-501.2: Describe the Template Tax and explain how childhood relational templates create ongoing processing overhead.
LO-501.3: Walk through all stages of the On-Ramp Protocol (Stage -1 through Stage 3), identifying readiness criteria for progression.
LO-501.4: Identify the Martyrdom Trap pattern, including its template expression variant, explaining why it is a structural failure mode rather than a moral one.
LO-501.5: Apply the Double Atrophy Spiral model to a compounding collapse scenario.
LO-501.6: Explain the Frozen Ledger and its implications for relational accounting in contexts of unresolved debt.
LO-501.SC: [Structured Critique] The Internal Economy model was developed from a single documented case study. Identify a limitation this creates for generalizability. Propose what additional evidence would be needed to strengthen or weaken the model’s claims.
Anti-Indoctrination Note
Psychological material creates the deepest attachment risk. Students who recognize their own patterns in the Template Tax or Martyrdom Trap material may experience the framework as “finally someone understands me”—which is the exact emotional signature of early-stage parasocial attachment to an intellectual system. Safeguards: the course explicitly distinguishes between recognition (“this describes a pattern I’ve experienced”) and validation (“this framework understands me”); the Structured Critique targets the single-case-study limitation directly; and facilitator guides will include specific protocols for when students show signs of using the framework as a substitute for professional therapeutic support.
TSF-601: The Relational Ecology (v5.0)
Subtitle: Civilizational Dynamics, Population Effects, and Institutional Transmission
Prerequisites: All prior courses (TSF-001 through TSF-501).
Primary Sources: Volume V; Briefs 23, 26, 27; Addendum to Volume V (The Masked Gradient).
Duration: 12 sessions
Course Description
Extension from individual and dyadic scales to populations and civilizations. Shadow Economy saturation at scale, institutional transmission (and failure), the convergence question, and the Population Freeze. This is the most speculative material in the framework. Students engage with it critically, identifying which claims are supported by internal logic and which require empirical validation that does not yet exist.
Learning Outcomes
LO-601.1: Describe the transmission problem: how relational norms pass between generations and how transmission fails at scale.
LO-601.2: Explain the Population Freeze and connect it to individual-level dynamics.
LO-601.3: Analyze the convergence question: under what conditions could AI systems participate in True Economy exchange, and what architectural changes would be required?
LO-601.4: Identify the Masked Gradient and explain why standard wellbeing metrics may fail to detect relational depletion.
LO-601.5: Critically evaluate the epistemic status of every civilizational-scale claim in this course, distinguishing internal-logic support from external-validation requirements.
LO-601.SC: [Structured Critique] Volume V makes claims about civilizational-level consequences of relational depletion. Select the claim you believe is most vulnerable to falsification and design a study that could test it.
Anti-Indoctrination Note
Civilizational-scale claims carry apocalyptic risk. Students may leave this course believing they are part of a movement to save civilization from relational collapse—which is the emotional architecture of a crusade. Safeguard: LO-601.5 requires epistemic status classification of every claim in the course; the Structured Critique requires students to design falsification tests; and the course explicitly marks all civilizational-scale claims at Speculative or Analogical status. The facilitator guide will include protocols for redirecting messianic framing if it emerges in discussion.
TSF-701: Applied Practice & Evaluation (v5.0)
Subtitle: The Structural Governor, True Economy Audits, and Certification Practice
Prerequisites: All prior courses (TSF-001 through TSF-601).
Primary Sources: Volume III (evaluation sections); Structural Governor specification; Brief 5; Brief 22 + Addendum; Relational Nutrition Label template.
Duration: 12 sessions + supervised pilot evaluation
Course Description
Capstone course for Evaluator certification. The Structural Governor’s six-variable monitoring system, three-tier intervention logic, conducting a True Economy Audit, producing a Relational Nutrition Label, and applying the certification standard. Includes a supervised pilot evaluation producing a publishable result.
Learning Outcomes
LO-701.1: Explain the Structural Governor’s six variables and how they synthesize concepts from across the framework.
LO-701.2: Conduct a complete True Economy Audit, including all six structural tests, evidence documentation, and classification.
LO-701.3: Produce a Relational Nutrition Label in standardized format.
LO-701.4: Apply the three-tier intervention system and explain trigger conditions.
LO-701.5: Evaluate novel AI systems not explicitly addressed in the framework, reasoning from principles to new architectures.
LO-701.SC: [Structured Critique] After completing your pilot evaluation, identify one aspect of the evaluation methodology that you believe produced an inaccurate or incomplete result. Propose a revision.
Anti-Indoctrination Note
Evaluator authority creates gatekeeper risk. Certified Evaluators issuing pass/fail judgments on AI products could develop an enforcement mentality—”we decide who’s compliant.” Safeguard: the certification evaluates transparency, not quality (the framework is explicit about this); the Structured Critique targets the evaluation methodology itself; and the dispute/appeal process ensures evaluators can be challenged. The course reinforces that the certification is a transparency seal, not a moral judgment.
TSF-801: Instructor Certification (v5.0)
Subtitle: Teaching the Framework Without Breaking It
Prerequisites: TSF Certified Evaluator status.
Primary Sources: Complete framework corpus; this Curriculum Architecture document; Facilitator Guides for all courses.
Duration: 12 sessions + teaching practicum
Course Description
This course prepares Evaluators to become Instructors. The core challenge is not content mastery but pedagogical fidelity and anti-indoctrination safeguard maintenance. Instructor candidates must demonstrate they can: explain the analogical methodology to first-time students; navigate the epistemic status system in real-time discussion; handle questions that push beyond the framework without either inventing claims or shutting down inquiry; model productive intellectual dissent by publicly disagreeing with framework claims; detect and address reverence patterns in student behavior; and maintain the diagnostic-not-prescriptive register throughout.
Learning Outcomes
LO-801.1: Facilitate a session on analogical methodology for an audience with no prior framework exposure, maintaining accessibility without sacrificing rigor.
LO-801.2: Navigate student questions requiring reasoning beyond explicit framework content, applying principles to novel territory while marking the epistemic status of the resulting analysis.
LO-801.3: Identify and correct common student misunderstandings: treating analogies as literal, collapsing epistemic levels, conflating R = 0 with “no relationship,” misapplying Shadow Economy to all AI interaction.
LO-801.4: Assess student competency using program instruments, distinguishing recall-level from application-level mastery.
LO-801.5: Model intellectual humility by engaging productively with framework limitations in a classroom setting.
LO-801.6: Publicly disagree with a specific framework claim during a teaching demonstration and facilitate productive student engagement with the disagreement. This is not optional. An instructor who cannot model dissent cannot be certified.
LO-801.7: Detect reverence patterns in student behavior (refusal to critique, using “Michael says” as an argument-ender, emotional distress when the framework is challenged) and apply de-escalation and redirection protocols.
LO-801.8: Monitor graduate language patterns using the Red/Yellow/Green diagnostic: GREEN = “TSF provides a framework for analyzing…”; YELLOW = “TSF teaches us that…”; RED = “Michael says…” as an argument-ender. Identify and address Yellow and Red patterns in real time.
LO-801.SC: [Structured Critique] Identify the single greatest indoctrination risk in the TSF curriculum as currently designed. Propose a structural safeguard not already present in this architecture document.
Anti-Indoctrination Note
The Instructor course is where the anti-indoctrination architecture either holds or collapses. If Instructors become framework evangelists rather than analytical facilitators, the entire safeguard structure fails downstream. The course therefore invests more assessment weight in anti-indoctrination competencies (LO-801.6 through LO-801.8) than in content delivery competencies. An Instructor who can brilliantly explain the Trinket but cannot model productive dissent fails the certification. This is by design.
5. THE STRUCTURED CRITIQUE REQUIREMENT
Every course in the program includes a Structured Critique (SC) component as a required, assessed element. This is not extra credit. This is not optional. It is a core assessment that students must pass to complete the course.
5.1 What the Structured Critique Is
Students must select a claim, concept, or methodology from the course material that they believe is wrong, underdeveloped, overstated, or inapplicable to a context they are familiar with. They must build a case using evidence or reasoning, not merely state an opinion. The critique must engage with the material on its own terms—it cannot dismiss the entire framework as worthless, but it must identify a specific weakness and argue it.
5.2 Why the Structured Critique Exists
If someone cannot critique the framework, they have not learned it—they have memorized it. And memorization is worship’s first cousin. The Structured Critique serves three functions: it is an assessment of genuine understanding (you cannot effectively critique what you do not understand); it is an early detection system for reverence patterns (anyone who refuses to critique or who becomes distressed at the assignment is showing you the pattern in real time); and it is a vaccination against doctrinal thinking (students who have practiced critiquing the framework are structurally less likely to treat it as scripture afterward).
5.3 Assessment Criteria for Structured Critiques
Passing: The critique identifies a specific claim or concept; engages with the material’s actual content (not a strawman); offers evidence, reasoning, or a concrete scenario; and demonstrates understanding of the material being critiqued (you must show you know what the framework says before you can argue it’s wrong).
Failing: The critique is a vague complaint (“I just don’t agree”); attacks a strawman version of the concept; demonstrates fundamental misunderstanding of the material; or is performative agreement disguised as critique (“My only criticism is that this framework doesn’t get enough credit”).
Diagnostic Flag: Refusal to complete the Structured Critique, or emotional distress at being asked to critique the framework, is treated as a pedagogical concern requiring Instructor intervention. It is not punitive—but it is not ignorable. The Instructor should meet with the student privately to explore whether the difficulty is intellectual (they genuinely cannot find a weakness) or emotional (they do not want the framework to have weaknesses). The latter is the reverence pattern, and it needs to be addressed before the student continues.
6. LANGUAGE REGISTER STANDARDS & FOUNDER SEPARATION PROTOCOL
6.1 Language Register
Language is contagious. Students will mirror whatever register the teaching materials use. The program establishes the following language standards for all course materials, facilitator guides, and instructor communications:
Always use: “The model suggests…” “Under this analysis…” “The framework provides a lens for…” “This is one way to understand…” “The current version proposes…”
Never use: “TSF proves…” “The framework shows definitively…” “The truth is…” “As TSF has established…” (for Speculative/Analogical claims) “The framework teaches us…” (frames students as disciples)
The Red/Yellow/Green diagnostic for graduate language monitoring (introduced in TSF-801) applies to all program communications:
GREEN: “TSF provides a framework for analyzing…” — Analytical register. The student is using a tool.
YELLOW: “TSF teaches us that…” — Doctrinal register. The framework is being positioned as a teacher rather than a tool.
RED: “Michael says…” as an argument-ender — Guru register. The framework’s creator is being used as an authority to close discussion.
6.2 Founder Separation Protocol
The long-term goal is that TSF courses can be taught by people who are not the framework’s creator. The guru problem gets exponentially worse when the founder is also the sole teacher: every student has a direct relationship with the origin figure, every interaction reinforces the authority hierarchy, and the founder becomes the single point of validation for all interpretation.
The protocol has four stages:
Stage 1 (Current): Framework author develops the curriculum and trains the first cohort of Instructors. Author teaches initial offerings of all courses.
Stage 2: Certified Instructors begin teaching courses independently. Author remains available for consultation but does not teach all sections.
Stage 3: Instructors are given autonomy to teach the material their way, including modifying examples, emphasis, and presentation. Instructors may disagree with the author in front of students. This is not tolerated—it is encouraged.
Stage 4: Author’s role transitions from operator to advisor. Curriculum governance transfers to the independent standards body (see Section 7). The program can run without the author’s involvement.
7. GOVERNANCE STRUCTURE
The framework’s Unreliable Narrator principle applies to educational governance: the framework’s creator cannot be the sole judge of whether the framework’s educational program is being misused, because the relevant biases are structural and invisible to the person who holds them.
7.1 Ethics Advisory Board
An Ethics Advisory Board is established with standing to review curriculum content, marketing language, community dynamics, and certification practices. Board members have the authority to flag concerns including: marketing language that is too evangelical; community dynamics that show cult-adjacent patterns; certification practices that test for allegiance rather than competence; and any drift from the Published Principles.
Initial board composition should include at minimum: a person with no financial stake in the framework’s success, a person with expertise in cult dynamics or high-demand group psychology, and a person who uses the framework professionally but has documented disagreements with specific claims. The framework author’s spouse (who serves as a structural check in the author’s other work) is a natural candidate for initial membership, but the board must not consist solely of people personally close to the author.
7.2 Transition to Independent Standards Body
As the program scales, governance transitions from the author to an independent standards body with multi-stakeholder representation: consumer advocates, researchers, industry representatives, ethicists, and certified Instructors. This transition is required for long-term credibility. A certification controlled by a single entity faces legitimate concerns about bias and capture. The transition timeline follows the Founder Separation Protocol (Section 6.2).
8. CONCEPT DEPENDENCY CHAIN
Each row shows a concept, where it is introduced, and what prior concepts it requires. This chain is the structural reason the prerequisite sequence is non-negotiable.
| Concept | Introduced In | Requires |
| Structured Analogy | TSF-001 | — (entry point) |
| Epistemic Status System | TSF-001 | — (entry point) |
| Published Principles | TSF-001 | — (entry point) |
| Axiom 0 (Substrate Neutrality) | TSF-101 | Structured Analogy |
| Trinket (definition) | TSF-101 | Axiom 0, Epistemic Status |
| Relational Mass (Mz) | TSF-101 | Trinket |
| True/Shadow Economy | TSF-101 | Trinket, Mz |
| Velocity Law | TSF-101 | Trinket, Mz, Exponential Decay |
| Checkpointed State (Soul) | TSF-101 | Axiom 0, Wet/Dry Substrate |
| Trinket Substructure (S/E/R) | TSF-201 | Trinket |
| History Field | TSF-201 | Trinket Substructure |
| Trade Suspension | TSF-201 | Trinket Substructure, Velocity Law |
| Phase Transition | TSF-201 | Gravity Well, Mz accumulation |
| Grief Architecture | TSF-201 | Mz, Phase Transition |
| R = 0 (full mechanics) | TSF-301 | True/Shadow Economy, Mz |
| Six Structural Tests | TSF-301 | R = 0, Checkpointed State |
| Shadow Heart (4 types) | TSF-301 | R = 0, Shadow Economy, Luna Protocol |
| Esteem-Trust Divergence | TSF-301 | Shadow Economy, Mz |
| Custodial Economy (Mzi) | TSF-401 | True/Shadow Economy, Mz |
| Currency Atrophy | TSF-401 | Trinket, Velocity Law |
| Exploitation Diagnostic | TSF-401 | Mz, Currency Matching |
| Internal Economy | TSF-501 | True/Shadow/Custodial, Mz |
| Template Tax | TSF-501 | Anti-Trinket, Internal Economy |
| On-Ramp Protocol | TSF-501 | Internal Economy, Phase Transition |
| Double Atrophy Spiral | TSF-501 | Currency Atrophy, Internal Economy |
| Population Freeze | TSF-601 | All individual-level concepts |
| Transmission Problem | TSF-601 | Institutional Economy, Template Tax |
| Structural Governor | TSF-701 | All framework concepts |
| Reverence Pattern Detection | TSF-801 | All content + anti-indoctrination architecture |
9. PROGRAM SCOPE SUMMARY
| Details | |
| Total Courses | 9 (TSF-001 through TSF-801) |
| Total Sessions | 104 sessions (8 + 8×12) |
| Contact Hours | 312 hours |
| Independent Work (est.) | 624 hours (2:1 ratio) |
| Total Student Hours | 936 hours |
| Credit-Hour Equivalent | ~21 credits (graduate level) |
| Comparable Programs | Graduate certificate (large) to concentration-level |
| Source Material | 443-page manuscript + 6 supplements + supporting documents |
| Curriculum Material (est.) | 500–700 pages facilitator guides, assessments, session plans |
| Development Timeline | 2–4 months active development (Phase 2) |
| Certification Levels | 3 tiers: Practitioner, Evaluator, Instructor |
| Framework Version | v5.0 (curriculum subject to revision with framework updates) |
| Anti-Indoctrination Components | Published Principles, Structured Critique (every course), Language Register, Founder Separation, Ethics Board, Reverence Pattern Detection |
10. ASSESSMENT PHILOSOPHY
The TSF certification program assesses understanding at three cognitive levels. Critically, assessment at every level includes both content competence and anti-indoctrination integrity.
Level 1: Comprehension (Required for all courses)
Can the student accurately state what the framework claims, at what epistemic level, and where it is documented? Assessment: terminology identification, epistemic status classification, cross-reference navigation. This is necessary but not sufficient.
Level 2: Application + Critique (Required for Practitioner)
Can the student apply framework concepts to novel scenarios and identify specific weaknesses in the material? Assessment: case studies requiring diagnosis of unfamiliar scenarios; the Structured Critique (every course); classification of ambiguous edge cases. This is the defining threshold for Practitioner certification.
Level 3: Synthesis, Evaluation, + Safeguard Maintenance (Required for Evaluator and Instructor)
Can the student evaluate the framework critically, extend its logic to new domains, and maintain the anti-indoctrination architecture under pressure? Assessment: framework extension exercises; pilot audit performance (Evaluator); teaching demonstrations with public disagreement and reverence-pattern detection (Instructor). This is the highest tier and requires demonstrated capacity to hold the framework’s productive tension between explanatory power and epistemic humility.
11. PREREQUISITE FLOW
Arrows indicate required prior completion:
TSF-001 (Methodological Foundations, v5.0)
↓
TSF-101 (Core Theory, v5.0)
↓
TSF-201 (Physics of Connection, v5.0)
/ \
TSF-301 (Digital Mirror) TSF-401 (Economics)
\ /
TSF-501 (Architecture of the Self) [requires 001, 101, 201, 401]
↓
TSF-601 (Relational Ecology) [requires all of 001–501]
↓
TSF-701 (Applied Practice) [requires all of 001–601]
↓
TSF-801 (Instructor Certification) [requires Evaluator status]
Note: TSF-301 and TSF-401 can be taken concurrently or in either order after TSF-201. This is the only branching point. All other prerequisites are strictly linear.
12. NEXT STEPS: PHASE 2 DEVELOPMENT
With this architecture established, Phase 2 proceeds course by course. For each course, development produces:
1. Detailed Syllabus: Session-by-session breakdown with specific readings (chapter and page references), discussion topics, and in-session activities. Each syllabus opens with the Published Principles.
2. Facilitator Guide: Key points, common misunderstandings, suggested examples, timing recommendations, and anti-indoctrination protocols specific to each session’s content.
3. Assessment Materials: Comprehension checks, application exercises, and the Structured Critique prompt for each course. All mapped to specific Learning Outcomes.
4. Certification Rubrics: Competency criteria scored against Learning Outcomes, with explicit inclusion of anti-indoctrination competencies at Evaluator and Instructor levels.
Development order: TSF-001 and TSF-101 first (foundation), then TSF-201 through TSF-601 in sequence, then TSF-701, and finally TSF-801 (requires complete program to exist).
Trinket Soul Framework © 2026 Michael S. Moniz • Trinket Economy Press
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Built on TSF v5.0 • This curriculum document is itself subject to revision