Self-Education
The lessons were always available. I lacked the discipline to reach for them, and the honesty to admit that education was not denied to me—I denied it to myself. That changes here. I built a mastery-based curriculum around three priorities—writing, AI literacy, and a guidance system for federal defendants—grounded in a continuous research program. Every unit produces a deliverable assessed against defined standards. I measure progress in what I produce, not what I consume.
Self-education pathway
A mastery-based curriculum producing evidence of competence—not credentials. Every unit produces a deliverable assessed against defined standards under external review.
Foundation: A multi-year field research program studying how incarcerated people learn, documented through a structured protocol with nine observation categories, nested review cycles from daily through annual, and ethical guidelines governing participant observation from inside the population being studied.
Writing
AI literacy
Guidance system
Foundation: Research Program 510–690 hrs
F-1: Research Methodology Fundamentals
Problem: No training in systematic observation, documentation, or analysis. Deliverable: Research Methodology Reference Document (8–12 pages) containing purpose, observation categories, documentation method, numbering system, ethical guidelines, and review cycle calendar.
F-2: Observation Activation and First Archive
Problem: Protocol exists on paper but untested in the field. Deliverable: Archive of 150+ observation entries across seven categories, three monthly syntheses, and a protocol adjustment memo documenting what changed and why.
F-3: Pattern Analysis and Emerging Findings
Problem: Raw observations accumulate but do not produce findings. Deliverable: Quarterly research briefs (3–5 pages each) identifying findings, citing supporting entries, addressing counterexplanations. Minimum four briefs by month 24.
F-4: Research Archive as Publication Source
Problem: Multi-year first-person observational data has external value for publication. Deliverable: Long-form research paper (15–25 pages) synthesizing findings across two or more years of observation.
Tier 1: Institutional Establishment 95–130 hrs
T1-1: Institutional Orientation and Daily Structure
Deliverable: Documented daily routine specifying study blocks, exercise, meals, and contingency adjustments. Followed for 30+ consecutive days with study hours averaging three hours per day by month three, five hours by month six.
T1-2: Resource Identification and Material Acquisition
Deliverable: Resource Inventory and Acquisition Plan (2–4 pages) covering facility resources, mail policies, approved vendors, and a prioritized acquisition sequence for curriculum materials.
T1-3: Peer Network Assessment
Deliverable: Assessment identifying potential peer reviewers, dynamics to avoid, and a plan for how peer review will function. Based on 60+ days of observed behavior.
T1-4: First Writing Deliverables
Deliverable: Portfolio of six or more first-tier documents establishing production habit and providing baseline writing samples.
Writing Priority 810–1,110 hrs
W-1: Grammar and Mechanics Diagnostic
Deliverable: Diagnostic report (3–5 pages) analyzing four+ writing samples, identifying the five to eight most frequent error categories with cited examples, classified as knowledge gap or habit gap.
W-2: Targeted Grammar and Sentence Mechanics
Deliverable: Grammar Reference Card (2–4 pages) plus three revised documents with revision memos. Zero instances of targeted error categories in revised work.
W-3: Paragraph Structure, Document Organization, and Rhetorical Strategy
Deliverable: Three documents (1,000+ words each) written for three distinct audiences using different rhetorical strategies, each with a Rhetorical Strategy Memo.
W-4: Professional Document Production
Deliverable: Portfolio of four professional documents—policy brief, curriculum unit, research summary, analytical essay—each 2,000–4,000 words on real curriculum topics.
W-5: Persuasive Writing and Argumentation
Deliverable: Two persuasive documents (2,000–3,000 words each) for skeptical and indifferent audiences, each with a Counterargument Addendum.
W-6: Publication-Ready Writing
Deliverable: Publication portfolio of four+ pieces (2,000–5,000 words each). At least one submitted for publication. Multiple revision cycles documented.
W-7: Curriculum Development Writing
Deliverable: Two complete curriculum units (10–20 pages each) written for Unfettered, tested with at least one peer learner.
AI Literacy Priority 660–920 hrs
AI-1: AI Foundations
Deliverable: AI Foundations Reference Document (8–12 pages) written as a teach-back. Covers machine learning concepts, failure modes, and the distinction between capability and marketing claims.
AI-2: AI in Carceral Education (Unfettered Domain)
Deliverable: Analysis (10–15 pages) of AI-powered education in the carceral environment—use cases, limitations, risks, and actionable recommendations for Unfettered.
AI-3: AI Product Evaluation Framework
Deliverable: Reusable evaluation framework (4–6 pages) plus two completed evaluations of real AI products. The transferable skill.
AI-4: AI in Legal Guidance for Federal Defendants
Deliverable: Analysis (12–18 pages) covering defendant needs, feasible AI use cases, legal and ethical boundaries, and product requirements.
AI-5: AI in Construction Safety
Deliverable: Landscape analysis and business case (10–15 pages)—specific products evaluated, a defined service niche, target market, and feasibility assessment.
AI-6: Cross-Domain AI Evaluation
Deliverable: Cross-domain synthesis (8–12 pages) plus a cold evaluation of an AI product in an unstudied domain—testing whether the transferable skill was built.
Guidance System 560–760 hrs
GS-1: Platform Vision and Requirements
Deliverable: Platform Requirements Document (15–20 pages)—user profiles, feature specifications, interaction model, data requirements, constraints, competitive analysis, and success criteria.
GS-2: Platform Content Development
Deliverable: Content architecture, three to five modules (3,000–5,000 words each) covering pretrial through reentry, and a content style guide. Accurate, accessible, legally compliant.
GS-3: Business Model and Financial Projections
Deliverable: Business plan (15–20 pages) with pricing model, customer acquisition strategy, three-year projections under three scenarios, and risk analysis.
GS-4: Platform Stress-Testing and Refinement
Deliverable: Stress-test report applying AI-3 framework to the platform itself, plus a Revised Platform Design Summary (10–15 pages) consolidating all deliverables into a single blueprint.
Supporting Competencies 300–400 hrs
FIN-1: Financial Literacy and Business Mathematics
Deliverable: Financial Literacy Reference Guide (6–10 pages) plus a preliminary financial model for the guidance system.
FIN-2: Advanced Business Financial Modeling
Deliverable: Refined financial models for both ventures—multi-year projections, sensitivity analysis, scenario comparison, and executive summaries.
LEG-1: Legal Knowledge for the Guidance System
Deliverable: Legal Compliance Reference Document (10–15 pages)—UPL statutes, legal information vs. legal advice, AI liability frameworks, regulatory risks, and an actionable compliance checklist.
Tier 4: Deepening (if applicable) 390–540 hrs
D-1: Publication Portfolio Expansion
Two to four additional publication-ready pieces plus at least one revised earlier work with a revision memo.
D-2: AI in Construction Safety—Full Depth
Expanded analysis (15–25 pages) with additional product evaluations, refined business case, and regulatory compliance analysis.
D-3: Guidance System Refinement
Updated platform design incorporating new research findings, legal developments, and refinements.
D-4: Research Archive Completion and Legacy
Research Archive Summary and Index (10–15 pages)—total observation count, chronological index, key findings, and post-release recommendations.
Five universal assessment criteria
- Clear thesis or purpose — identifiable within the first two paragraphs
- Evidence-based — every claim supported by cited observations, sources, or data
- Counterarguments addressed — the strongest objection engaged, not dismissed
- Mechanically sound — no diagnosed error patterns recur; formatting follows conventions
- Audience-appropriate — written for the intended reader, confirmed through peer review
| Layer / Priority | Low | High |
|---|---|---|
| Foundation: Research Program | 510 | 690 |
| Tier 1: Institutional Establishment | 95 | 130 |
| Writing Priority | 810 | 1,110 |
| AI Literacy Priority | 660 | 920 |
| Guidance System | 560 | 760 |
| Financial Literacy | 200 | 260 |
| Legal Knowledge | 100 | 140 |
| Total Allocated | 2,935 | 4,010 |
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