EDUCATION
SERVICE CONTRACT · VIEW: GOV
Axiom
Example
Constraints
MUST: Cite FERPA, accreditation body, or educational standard for education claims MUST: Distinguish between learning analytics (evidence of learning) and student surveillance (behavioral monitoring) MUST NOT: Present LMS activity logs as equivalent to governed assessment evidence
COVERAGE: 255/255
SPEC
Specification
EDUCATION = EDUCATIONAL_STANDARD × CANONIC
= Structure(education) × (C1, C2, Temporal, Relational, C5, C6)
Lattice: 6 governance checks = ENTERPRISE (#63)
Dimensional Mapping
| Dimension | Bit | Educational Governance |
|---|---|---|
| C1 | private | Learning objectives — no instruction without verified curriculum alignment |
| C2 | private | Assessment evidence — student work and test results as immutable proof of learning |
| T (Temporal) | 4 | Academic calendar timing — semesters, enrollment periods, accreditation cycles |
| R (Relational) | 8 | Enrollment boundaries — student-institution relationships, FERPA access controls |
| C5 | private | Instructional operations — governed course delivery, assessment administration |
| C6 | private | Institutional structure — accreditation standards, credential frameworks, degree requirements |
SIL-to-MAGIC Tier Mapping
| SIL | Risk | MAGIC Tier | Bits | Governance |
|---|---|---|---|---|
| SIL 1 | Negligible | COMMUNITY | #35 | Basic course delivery, informal learning |
| SIL 2 | Marginal | BUSINESS | #43 | Formal assessment, grade reporting |
| SIL 3 | Critical | ENTERPRISE | #63 | Accredited programs, credential issuance |
| SIL 4 | Catastrophic | AGENT | #127 | Medical/legal education (licensure-gated), high-stakes assessment |
Subdomains
K-12
Standard: Common Core (CCSS), NGSS, State Standards (TEKS, SOL), ESSA (Every Student Succeeds Act)
SIL Range: SIL 1-2
Governance: BUSINESS (#43) minimum
Application: Elementary, middle, high school — standards-aligned instruction, standardized testing
Key Systems: SIS (Student Information System), LMS, assessment platforms, Ed-Fi data exchange
Innovation: MAGIC checkset governs standards alignment, IEP (Individualized Education Program) compliance
Higher Education
Standard: Regional accreditors (SACSCOC, HLC, WASC, NWCCU, NECHE, MSCHE), FERPA
SIL Range: SIL 2-3
Governance: ENTERPRISE (#63)
Application: Undergraduate, graduate, doctoral programs — degree conferral, financial aid
Key Systems: SIS (Banner, PeopleSoft, Workday), LMS, PESC transcript exchange, IPEDS reporting
Innovation: MAGIC checkset governs accreditation evidence, credential verification, transfer articulation
Professional / Continuing Education
Standard: IACET (International Accreditors for Continuing Education and Training), ANSI/IACET 1
SIL Range: SIL 2-3
Governance: ENTERPRISE (#63) for licensure-required CE
Application: CEU (Continuing Education Units), professional development, licensure maintenance
Key Systems: CE tracking platforms, professional licensing boards, badge/certificate issuance
Innovation: MAGIC checkset governs CE hour evidence, license renewal compliance, competency verification
Corporate Training
Standard: SCORM, xAPI, cmi5, ISO 29990 (Learning Services), ATD (Association for Talent Development)
SIL Range: SIL 1-2
Governance: BUSINESS (#43) minimum
Application: Employee onboarding, compliance training, skill development, leadership programs
Key Systems: Enterprise LMS (Cornerstone, SAP SuccessFactors), LXP, LRS, talent management
Innovation: MAGIC checkset governs mandatory compliance training evidence, competency gap analysis
Medical Education
Standard: LCME (Liaison Committee on Medical Education), ACGME (residency), USMLE/COMLEX
SIL Range: SIL 3-4
Governance: AGENT (#127) for licensure-gated competencies
Application: Medical school, residency, fellowship, CME — patient safety outcomes
Key Systems: NBME assessments, EPA (Entrustable Professional Activities), competency milestones
Innovation: MAGIC checkset governs clinical competency evidence, procedure logs, patient encounter verification
Online / Distance Education
Standard: C-RAC Guidelines, QM (Quality Matters) rubric, OLC (Online Learning Consortium)
SIL Range: SIL 1-3
Governance: BUSINESS (#43) to ENTERPRISE (#63)
Application: Fully online, hybrid/blended, HyFlex — asynchronous and synchronous delivery
Key Systems: LMS, video conferencing, proctoring platforms, LTI-integrated tools
Innovation: MAGIC checkset governs identity verification, assessment integrity, engagement evidence
Regulatory Landscape
| Standard | Scope | Governance |
|---|---|---|
| FERPA (20 USC 1232g) | Student privacy, educational records | ENTERPRISE (#63) |
| COPPA (15 USC 6501) | Children’s online privacy (< 13) | ENTERPRISE (#63) |
| Common Core (CCSS) | K-12 ELA and Mathematics standards | BUSINESS (#43) |
| NGSS | K-12 Science standards | BUSINESS (#43) |
| SACSCOC/HLC/WASC/NWCCU | Institutional accreditation | ENTERPRISE (#63) |
| ABET | Engineering/computing program accreditation | ENTERPRISE (#63) |
| LCME | Medical education accreditation | AGENT (#127) |
| SCORM / xAPI | Learning content and activity standards | BUSINESS (#43) |
| IMS LTI 1.3 | Tool interoperability | BUSINESS (#43) |
| W3C Verifiable Credentials | Digital credential verification | ENTERPRISE (#63) |
Prior Art Landscape
| Competitor | Approach | MAGIC checkset Distinction |
|---|---|---|
| Coursera / edX | MOOC content delivery, certificates | Content platform only, no governance-gated assessment, no bitwise compliance |
| Canvas (Instructure) | LMS with LTI integration | Learning management, no governance framework, no accreditation compliance engine |
| Credly (Pearson) | Digital badge issuance (Open Badges) | Badge issuance and verification, no governed assessment evidence chain |
| Blackboard (Anthology) | LMS + SIS + analytics | Administrative platform, no bitwise governance, no standards transcompilation |
| Parchment (Instructure) | Digital transcript exchange | Document delivery, no governance language, no verifiable credential framework |
Gap: No existing system provides governance-gated educational operations with O(1) bitwise compliance checking across curriculum alignment, assessment integrity, accreditation evidence, and credential verification.
Patent Mapping
| PROV | Relevance | Claims |
|---|---|---|
| PROV-004 | PRIMARY | Transcompilation of curriculum standards (CCSS, NGSS, ABET) to governed executables |
| PROV-005 | Secondary | Educator and institutional credentialing, accreditation evidence governance |
| PROV-003 | Supporting | Federated learning models across institutions, transfer articulation |
| PROV-001 | Foundational | MAGIC private-check encoding for educational governance verification |
| PROV-002 | Supporting | COIN=WORK for credential attestation, CEU evidence |
Cross-Domain Compositions
EDUCATION × MEDICINE = Medical education (LCME + ACGME + clinical competency)
EDUCATION × QUALITY = Training governance, workforce qualification (ISO 29990 + ISO 9001)
EDUCATION × DEFENSE = Military training, PME (ABET + MIL-STD + JPME)
EDUCATION × GENOMICS = Bioinformatics education, genomics curriculum (NGSS + sequencing)
EDUCATION × FINANCE = Financial literacy, business education (AACSB + CFA/CPA standards)
EDUCATION × ROBOTICS = STEM education, robotics curriculum (NGSS + ISO 10218)
EDUCATION × AGRICULTURE = Agricultural education, extension services (USDA + land-grant)
EDUCATION × ENERGY = Nuclear engineering education, power systems curriculum (NRC + ABET)
EDUCATION × LOGISTICS = Supply chain management education (APICS/ASCM + accreditation)
EDUCATION × SECURITY = Cybersecurity education, CAE designation (NSA/DHS + ABET)
10 cross-domain compositions. Each strengthens PROV-004 and PROV-005 patent claims.
Axioms
1. Learner Privacy
Student educational records MUST be protected under FERPA. No disclosure without consent or qualifying exception.
Example: A parent requests their 16-year-old’s transcript. Under FERPA, parents of dependents have access. But if the student is at a postsecondary institution, the right transfers to the student. The system MUST enforce the correct access rule based on institution type and student age.
2. Accreditation Integrity
Academic programs MUST meet accreditation standards. No credential without accredited program completion.
Example: A nursing program accredited by CCNE MUST demonstrate: qualified faculty (doctoral preparation), clinical placement hours (minimum 720), NCLEX pass rate (≥80%), and program outcomes assessment. Loss of accreditation = graduates cannot sit for licensure. The evidence chain MUST be continuous.
3. Assessment Validity
Assessments MUST measure what they claim to measure. Evidence of validity MUST be documented.
Example: A high-stakes medical licensing exam (USMLE Step 1) MUST demonstrate: content validity (blueprint matches practice), reliability (Cronbach’s alpha ≥ 0.90), standard setting (Angoff method with panel), and fairness analysis (DIF studies across demographics). The score interpretation MUST be justified.
4. Credential Portability
Academic credentials MUST be transferable and verifiable across institutions and jurisdictions.
Example: A student transfers from a community college to a university. The community college transcript (PESC XML format) MUST carry: course identifiers, credit hours, grades, and accreditation status. The receiving institution evaluates per its articulation agreement. Credits MUST NOT disappear in transfer.
5. Accessibility Compliance
Educational content and technology MUST be accessible to students with disabilities. No barrier to participation.
Example: An online course MUST meet WCAG 2.1 AA: videos have captions, images have alt text, navigation is keyboard-accessible, color is not the sole indicator. An LMS that fails accessibility = ADA Section 504 violation. The institution is liable regardless of vendor.
Examples
DECLARE(Accreditation) = SACSCOC × CANONIC
Where:
SACSCOC provides Structure:
- Core Requirements (12 standards)
- Comprehensive Standards (14 standards)
- Federal Requirements (4 standards)
- Quality Enhancement Plan (QEP)
- Institutional assessment
CANONIC provides Governance:
- C1: Mission and quality claims
- C2: Assessment evidence (student outcomes, program review)
- Temporal: 10-year cycle, 5th-year interim report
- Relational: Institution/program/state/federal jurisdiction
- C5: Academic operations (curriculum, assessment, faculty)
- C6: SACSCOC/FERPA/ADA conformance
Result:
Accreditation = ENTERPRISE (#63)
Accreditation Lifecycle:
Self-Study — Compliance certification completed
Visit — On-site review
Act — Board action (affirm/warn/sanction)
Maintain — Continuous compliance, interim reports
DECLARE(MedicalEducationCompetency) = LCME × CANONIC
Where:
LCME provides Structure:
- 12 accreditation standards, 93 elements
- Entrustable Professional Activities (EPAs)
- ACGME Core Competencies (6)
- Clinical experience requirements
- Assessment milestones
CANONIC provides Governance:
- C1: Competency claims per EPA
- C2: Assessment evidence (EPA ratings, procedure logs, USMLE scores)
- Temporal: 4-year curriculum timeline, milestone assessments
- Relational: Medical school/hospital/accreditor/licensing board boundaries
- C5: Clinical operations (supervision, procedure performance)
- C6: LCME/ACGME/NBME conformance
Result:
MedicalEducationCompetency = AGENT (#127)
Competency Lifecycle:
Pre-Clinical — Foundational science curriculum
Clinical — Clerkship rotations, clinical exposure
Assess — EPA evaluations, USMLE Steps 1-2
Graduate — MD conferred, ECFMG certified
License — State medical license, board certification
Validators
| Validator | Checks | Example Failure |
|---|---|---|
| C1 | Learning objectives and program claims declared | Course without learning outcomes |
| C2 | Assessment evidence and student outcomes documented | Degree conferred without assessment |
| Temporal | Academic calendar, accreditation cycle, enrollment periods | Accreditation lapsed without interim report |
| Relational | Student-institution relationship, FERPA access, transfer articulation | Transcript disclosed without consent |
| C5 | Academic operations executed (instruction, assessment, advising) | Grade submitted without assessment evidence |
| C6 | Accreditation/FERPA/WCAG conformance validated | LMS failing accessibility standards |
Application
To create a CANONIC education vertical:
- Identify educational domain (K-12, higher ed, professional, corporate, medical, online)
- Determine accreditation level and map to MAGIC tier
- Create scope with CANON.md inheriting /EDUCATION/
- Define learning outcome claims per accreditation standards
- Map to regulatory framework (FERPA, accreditor standards, ADA Section 504)
- Implement validators for assessment evidence, credential integrity, privacy compliance
- Document coverage with program evidence
Result: Owned education vertical with accreditation-governed, privacy-protected operations.
LEARNING
ROADMAP
VOCAB
| Term | Definition |
|---|---|
| ABA | Governed term in this scope vocabulary. |
| ABET | Governed term in this scope vocabulary. |
| ADA | Governed term in this scope vocabulary. |
| ADL | Governed term in this scope vocabulary. |
| AERA | Governed term in this scope vocabulary. |
| AOL | Governed term in this scope vocabulary. |
| APA | Governed term in this scope vocabulary. |
| API | Governed term in this scope vocabulary. |
| ATP | Governed term in this scope vocabulary. |
| CASE | Governed term in this scope vocabulary. |
| CBE | Governed term in this scope vocabulary. |
| CCC | Governed term in this scope vocabulary. |
| CCNE | Governed term in this scope vocabulary. |
| CCSS | Governed term in this scope vocabulary. |
| CFR | Governed term in this scope vocabulary. |
| CHEA | Governed term in this scope vocabulary. |
| CLR | Governed term in this scope vocabulary. |
| CONTENT | Governed term in this scope vocabulary. |
| COPPA | Governed term in this scope vocabulary. |
| CSV | Governed term in this scope vocabulary. |
| DC | Governed term in this scope vocabulary. |
| DCI | Governed term in this scope vocabulary. |
| DIF | Governed term in this scope vocabulary. |
| DOK | Governed term in this scope vocabulary. |
| ECTS | Governed term in this scope vocabulary. |
| EDI | Electronic Data Interchange |
| EDUCATION | Education industry vertical governance scope. |
| ELA | English Language Arts. |
| FERPA | Governed term in this scope vocabulary. |
| HLC | Governed term in this scope vocabulary. |
| IF | Interface. |
| II | Governed term in this scope vocabulary. |
| III | Governed term in this scope vocabulary. |
| IMS | Governed term in this scope vocabulary. |
| JWT | JSON Web Token — authentication credential format. |
| LCME | Governed term in this scope vocabulary. |
| LMS | Governed term in this scope vocabulary. |
| LRS | Governed term in this scope vocabulary. |
| LTI | Governed term in this scope vocabulary. |
| MATH | Mathematical foundations scope. |
| NCME | Governed term in this scope vocabulary. |
| NGSS | Governed term in this scope vocabulary. |
| NWCCU | Governed term in this scope vocabulary. |
| OA | Open Access. |
| OBE | Governed term in this scope vocabulary. |
| PE | Power Engineering or Professional Engineer. |
| PESC | Governed term in this scope vocabulary. |
| PII | Governed term in this scope vocabulary. |
| QTI | Governed term in this scope vocabulary. |
| REST | RESTful API architectural style. |
| SACSCOC | Governed term in this scope vocabulary. |
| SCO | Supply Chain Operations. |
| SCORM | Governed term in this scope vocabulary. |
| SEP | Governed term in this scope vocabulary. |
| SIF | Governed term in this scope vocabulary. |
| SIS | Governed term in this scope vocabulary. |
| SOL | Governed term in this scope vocabulary. |
| SOPIPA | Governed term in this scope vocabulary. |
| SPEEDE | Governed term in this scope vocabulary. |
| SPPO | Governed term in this scope vocabulary. |
| TEKS | Governed term in this scope vocabulary. |
| UDL | Governed term in this scope vocabulary. |
| URL | Uniform Resource Locator. |
| US | Governed term in this scope vocabulary. |
| USC | Governed term in this scope vocabulary. |
| USDE | Governed term in this scope vocabulary. |
| VC | Governed term in this scope vocabulary. |
| VPAT | Governed term in this scope vocabulary. |
| VR | Vehicle-to-Everything or Virtual Reality (context-dependent). |
| WASC | Governed term in this scope vocabulary. |
| WCAG | Governed term in this scope vocabulary. |
| WSCUC | Governed term in this scope vocabulary. |
INHERITANCE CHAIN
INDUSTRIES
INDUSTRY is the variable. SERVICE = PRIMITIVE(s) + INDUSTRY. Each vertical defines INTEL, CHAT, COIN.
MUST: Every INDUSTRY wires INTEL + CHAT + COIN MUST: Standards mapped to governance dimensions MUST: LANGUAGE cascades from MAGIC — no per-industry DESIGN.md MUST NOT: Create INDUSTRY without SERVICE proof
MAGIC
INTEL. CHAT. COIN. — Three primitives. One governed economy.
MUST: CANON.md in every scope
MUST: Services compose primitives — never duplicate
MUST: Primitive structure is fixed — industry is the only variable
MUST: Primitives compose into services — never duplicate
MUST: Services connect through SHOP.md and VAULT.md projection files
MUST: SHOP.md = public projection file (filesystem-discoverable, UPPERCASE per LANGUAGE)
MUST: VAULT.md = private projection file (filesystem-discoverable, auth-gated, UPPERCASE per LANGUAGE)
MUST: Instance = service projected through user governance context
MUST: Instance directories live at USER scope ({USER}/{PLURAL}/), not nested in SERVICES/
MUST: Service directories (SERVICES/{SINGULAR}/) define schemas — instances hold content
MUST: Every .md compiles to .json with the same name (direct mapping)
MUST: CANON.md = axiom + universal constraints only (no service names, no paths, no implementation)
MUST: README.md = how to run the CANON only
MUST: {SCOPE}.md = SPEC — the interface (purpose, routes, projections, ecosystem)
MUST NOT: Hardcode service names in CANON constraints (law speaks universals)
MUST: Inheritance resolves upward — scopes compose by directories
MUST: Tier algebra is canonical — DESIGN.md is the single source (COMPLIANCE tier algebra)
MUST NOT: Expose dimension internals to users or developers
MUST NOT: Hardcode outside governed contracts
MUST: Nonprofits get enterprise for free
MUST: ORG is the container; USER is the repo (`github.com/{org}/{user}`; duplicates across orgs allowed)
MUST: MARKET/ SALES/ GTM/ exist (META self-closure; one primitive each)
MUST: Each META sub-scope maps exactly one primitive (INTEL, CHAT, COIN)
MUST NOT: Add META business knowledge outside MAGIC/ scope
MUST NOT: Remove META sub-scope without replacing its primitive coverage
MUST: `{SCOPE}.md` is the scope contract surface; it MUST NOT be treated as a generic filename placeholder
MUST: LEARNING.md is the terminal — governance evidence, patterns, epoch rotation
MUST: LEARNING/ is the IDF directory — machine-generated individual data files
MUST: LEARNING.md rotates at epoch boundaries — frozen epochs archive as LEARNING-{EPOCH}.md at scope root
MUST: LEARNING.md is always the current epoch — active, append-only
MUST: Epoch boundary = EVOLUTION signal in LEARNING.md (named, dated, sourced)
MUST NOT: Delete archived LEARNING epochs — append-only history
MUST: MAGIC defines the triad interface directly:
MUST: COMPLIANCE/ + GALAXY/ + SURFACE/
MUST NOT: Define conflicting tier algebra in downstream scopes; downstream must inherit this contract
FOUNDATION
SPEC = {SCOPE}. The LANGUAGE. The v0 discovery.
MUST: LANGUAGE defines all governance primitives MUST: Every scope inherits from FOUNDATION MUST: Triad (CANON.md + VOCAB.md + README.md) in every scope MUST NOT: Define terms outside VOCAB.md MUST NOT: Hardcode outside the kernel SHOULD: Vocabulary closure — every term resolves to a definition