MP6 — Agent Detail

MP6 MP06

Synced: 2026-04-11T17:56:32

Atoms

Elements

Constructs

Compounds

Dupes Resolved

Validated

CP-MP6 — MP6 Four Pillars Gate Master Compound implements K-MP6

Purpose:

Execution Steps:

E-MP06-AUD-BUNDLE — AUD 6 atoms

MP06-A-AUD-001 — Audit Coverage Gauge

MP06-A-AUD-002 — Audit Independence Gauge

MP06-A-AUD-003 — Audit Recency Gauge

MP06-AUD-001 — Audit Criteria Definition Defines and maintains audit criteria derived from Charter commitments and ADRs.

MP06-AUD-002 — Independence Verification Ensures audit independence from audited layers to prevent conflicts of interest.

MP06-AUD-003 — Audit Trail Completeness Validates that complete audit trails exist for all framework decisions.

E-MP06-CMP-BUNDLE — CMP 5 atoms

MP06-A-CMP-001 — Compliance Rate Gauge

MP06-A-CMP-002 — Compliance Gap Severity Gauge

MP06-CMP-001 — Charter Compliance Check Validates compliance with declared Charter commitments across all framework outputs.

MP06-CMP-002 — ADR Compliance Verification Verifies that all implementations comply with approved Architecture Decision Records.

MP06-CMP-003 — Governance Process Compliance Validates that all governance processes follow declared procedures.

E-MP06-DEC-BUNDLE — DEC 5 atoms

MP06-DEC-001 — Efficacy Pillar Gate First of four decision pillars. Requires evidence of meaningful educational impact meeting pre-registered Smallest Effect Sizes of Interest (SESOI) on...

MP06-DEC-002 — Fairness Pillar Gate Second of four decision pillars. Requires that the Equity Suite standards are met: Algorithmic Fairness Score within bounds, no sustained parity breac...

MP06-DEC-003 — Validity Pillar Gate Third of four decision pillars. Enforces Validity Dossier standards: assessments must pass measurement invariance tests, DIF checks, and meet reliabil...

MP06-DEC-004 — Governance Pillar Gate Fourth of four decision pillars. Ensures the change was made accountably and transparently: auditable chain-of-command, reproducible data traces, clea...

MP06-DEC-005 — Non-Compensatory Synthesis Synthesizes four pillar outcomes into final verdict using non-compensatory logic: a gain in one pillar cannot compensate for failure in another. Refle...

E-MP06-EQT-BUNDLE — EQT 7 atoms

MP06-EQT-001 — Opportunity Parity Gauge Measures whether the probability of receiving a beneficial intervention is equal across different subgroups, conditional on their underlying need. Ens...

MP06-EQT-002 — Exposure Parity Gauge Measures whether students across different subgroups have comparable exposure to essential prerequisite content, controlling for the dynamic sequencin...

MP06-EQT-003 — Error Parity Gauge Measures whether the system's predictive models distribute errors equitably across subgroups. Comprises two sub-metrics: True Positive Rate (TPR) Pari...

MP06-EQT-004 — Latency Parity Gauge Measures operational equity by ensuring that the time taken to receive support (automated or human) is comparable across all subgroups. Guards against...

MP06-EQT-005 — Parity Threshold Controller Defines and manages the configurable parity gap thresholds that trigger automated breach or near-breach actions across all Equity Suite metrics. Analo...

MP06-EQT-006 — Fairness Trade-off Policy Encodes the policy for handling mathematically impossible fairness trade-offs. Acknowledges the impossibility theorem (cannot satisfy all fairness met...

MP06-EQT-007 — Context Stratification Controller Mandates that all fairness metrics be stratified by context strata defined by Layer 3 (Ecological Context Engine). Prevents Simpson's Paradox where an...

E-MP06-GOV-BUNDLE — GOV 6 atoms

MP06-GOV-001 — Event Sourcing Integrity Verifies that the audit log is implemented as an append-only, immutable event store where every state change is captured as a sequenced event. The cur...

MP06-GOV-002 — Traceability Graph Index Maintains a rich, interconnected knowledge graph linking WHY (ADRs from MP2), WHAT (releases from MP5), and IMPACT (Accountability Reports from MP6). ...

MP06-GOV-003 — Contestability Path Ensures a formal mechanism exists for students, teachers, or stakeholders to question and appeal algorithmic decisions. Implements 'voice' from proced...

MP06-GOV-004 — Community Oversight Board Ensures collective governance through a multi-stakeholder oversight body (similar to IRB/REC) with genuine authority. Representatives from the communi...

MP06-GOV-005 — POPIA Compliance Validator Validates compliance with South Africa's Protection of Personal Information Act (POPIA). Ensures data subject rights (access, correction, deletion) ar...

MP06-GOV-006 — CARE Principles Alignment Ensures alignment with CARE Principles for Indigenous Data Governance: Collective Benefit, Authority to Control, Responsibility, and Ethics. Community...

E-MP06-MAT-BUNDLE — MAT 3 atoms

MP06-MAT-001 — M0 Foundational Maturity Initial maturity stage focusing on establishing core logic and procedures. Audits conducted manually with spreadsheets for parity checks. Quarterly re...

MP06-MAT-002 — M1 Advanced Maturity Advanced maturity stage with continuous, automated assurance. Equity Suite and Validity Dossier checks encoded as CI/CD pipeline gates. Orchestrator-l...

MP06-MAT-003 — M2 Frontier Maturity - Digital Twin Frontier maturity with Assurance Digital Twin capability. Predictive governance through simulation of policy impacts before deployment. Agent-Based Mo...

E-MP06-TIP-BUNDLE — TIP 6 atoms

MP06-A-TIP-001 — Tip Verification Gauge

MP06-A-TIP-002 — Tip Response Time Gauge

MP06-TIP-001 — TIPS Transparency Assessment Assesses framework transparency per TIPS framework requirements.

MP06-TIP-002 — TIPS Interpretability Check Assesses interpretability of framework outputs for intended audiences.

MP06-TIP-003 — TIPS Proactive Disclosure Enforces proactive disclosure of limitations, biases, and uncertainties per TIPS requirements.

MP06-TIP-004 — TIPS Stakeholder Communication Ensures stakeholder communication meets TIPS standards for clarity and accessibility.

E-MP06-VAL-BUNDLE — VAL 7 atoms

MP06-VAL-001 — Reliability Gauge Measures the internal consistency and stability of assessment instruments using Cronbach's alpha and McDonald's omega coefficients. An unreliable asse...

MP06-VAL-002 — Configural Invariance Check Tests whether the basic factor structure (which items load onto which latent construct) is equivalent across different demographic groups. This is the...

MP06-VAL-003 — Metric Invariance Check Tests whether the factor loadings (strength of relationship between items and latent constructs) are equal across demographic groups. This is the seco...

MP06-VAL-004 — Scalar Invariance Check Tests whether item intercepts (baseline probability of endorsing an item) are equal across demographic groups. This is the third level of MGCFA (stron...

MP06-VAL-005 — Uniform DIF Detector Detects Differential Item Functioning (DIF) where an item is consistently easier or harder for one group across all ability levels. Uses logistic regr...

MP06-VAL-006 — Non-Uniform DIF Detector Detects Differential Item Functioning (DIF) where an item's bias varies depending on ability level (interaction effect). Uses logistic regression (sig...

MP06-VAL-007 — ADR Validity Link Ensures every Validity Dossier is perpetually linked to its originating Architecture Decision Record (ADR) from MP2. When an assessment is created or ...

All Checks Passed

8/8

Families w/ Compounds

Orphaned Families

Total Atoms on Disk

Family Coverage

Family	Used by Compounds	Status
`AUD`	CP-MP6	COVERED
`CMP`	CP-MP6	COVERED
`DEC`	CP-MP6	COVERED
`EQT`	CP-MP6	COVERED
`GOV`	CP-MP6	COVERED
`MAT`	CP-MP6	COVERED
`TIP`	CP-MP6	COVERED
`VAL`	CP-MP6	COVERED

Element Details

E-MP06-AUD-BUNDLE 6 atoms

AUD

E-MP06-CMP-BUNDLE 5 atoms

CMP

E-MP06-DEC-BUNDLE 5 atoms

DEC

E-MP06-EQT-BUNDLE 7 atoms

EQT

E-MP06-GOV-BUNDLE 6 atoms

GOV

E-MP06-MAT-BUNDLE 3 atoms

MAT

E-MP06-TIP-BUNDLE 6 atoms

TIP

E-MP06-VAL-BUNDLE 7 atoms

VAL

{
  "atoms": [
    {
      "_inventory_only": true,
      "atom_id": "MP06-A-AUD-001",
      "atom_name": "Audit Coverage Gauge",
      "atomic_definition": "",
      "definition": "",
      "family_code": "AUD",
      "family_name": "AUD",
      "internal_id": "MP06-A-AUD-001",
      "source_file": "MP06-A-AUD-COVERAGE.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "MP06-A-AUD-002",
      "atom_name": "Audit Independence Gauge",
      "atomic_definition": "",
      "definition": "",
      "family_code": "AUD",
      "family_name": "AUD",
      "internal_id": "MP06-A-AUD-002",
      "source_file": "MP06-A-AUD-INDEPENDENCE.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "MP06-A-AUD-003",
      "atom_name": "Audit Recency Gauge",
      "atomic_definition": "",
      "definition": "",
      "family_code": "AUD",
      "family_name": "AUD",
      "internal_id": "MP06-A-AUD-003",
      "source_file": "MP06-A-AUD-RECENCY.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "MP06-A-CMP-001",
      "atom_name": "Compliance Rate Gauge",
      "atomic_definition": "",
      "definition": "",
      "family_code": "CMP",
      "family_name": "CMP",
      "internal_id": "MP06-A-CMP-001",
      "source_file": "MP06-A-CMP-RATE.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "MP06-A-CMP-002",
      "atom_name": "Compliance Gap Severity Gauge",
      "atomic_definition": "",
      "definition": "",
      "family_code": "CMP",
      "family_name": "CMP",
      "internal_id": "MP06-A-CMP-002",
      "source_file": "MP06-A-CMP-SEVERITY.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "MP06-A-TIP-002",
      "atom_name": "Tip Response Time Gauge",
      "atomic_definition": "",
      "definition": "",
      "family_code": "TIP",
      "family_name": "TIP",
      "internal_id": "MP06-A-TIP-002",
      "source_file": "MP06-A-TIP-RESPONSETIME.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "MP06-A-TIP-001",
      "atom_name": "Tip Verification Gauge",
      "atomic_definition": "",
      "definition": "",
      "family_code": "TIP",
      "family_name": "TIP",
      "internal_id": "MP06-A-TIP-001",
      "source_file": "MP06-A-TIP-VERIFICATION.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "MP06-AUD-001",
      "atom_name": "Audit Criteria Definition",
      "atomic_definition": "Defines and maintains audit criteria derived from Charter commitments and ADRs.",
      "definition": "Defines and maintains audit criteria derived from Charter commitments and ADRs.",
      "family_code": "AUD",
      "family_name": "AUD",
      "internal_id": "MP06-AUD-001",
      "source_file": "MP06-AUD-AUDITCRITERIA.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "MP06-AUD-003",
      "atom_name": "Audit Trail Completeness",
      "atomic_definition": "Validates that complete audit trails exist for all framework decisions.",
      "definition": "Validates that complete audit trails exist for all framework decisions.",
      "family_code": "AUD",
      "family_name": "AUD",
      "internal_id": "MP06-AUD-003",
      "source_file": "MP06-AUD-AUDITTRAILCOM.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "MP06-AUD-002",
      "atom_name": "Independence Verification",
      "atomic_definition": "Ensures audit independence from audited layers to prevent conflicts of interest.",
      "definition": "Ensures audit independence from audited layers to prevent conflicts of interest.",
      "family_code": "AUD",
      "family_name": "AUD",
      "internal_id": "MP06-AUD-002",
      "source_file": "MP06-AUD-INDEPENDENCEVER.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "MP06-CMP-002",
      "atom_name": "ADR Compliance Verification",
      "atomic_definition": "Verifies that all implementations comply with approved Architecture Decision Records.",
      "definition": "Verifies that all implementations comply with approved Architecture Decision Records.",
      "family_code": "CMP",
      "family_name": "CMP",
      "internal_id": "MP06-CMP-002",
      "source_file": "MP06-CMP-ADRCOMPLIANCE.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "MP06-CMP-001",
      "atom_name": "Charter Compliance Check",
      "atomic_definition": "Validates compliance with declared Charter commitments across all framework outputs.",
      "definition": "Validates compliance with declared Charter commitments across all framework outputs.",
      "family_code": "CMP",
      "family_name": "CMP",
      "internal_id": "MP06-CMP-001",
      "source_file": "MP06-CMP-CHARTERCOMPLI.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "MP06-CMP-003",
      "atom_name": "Governance Process Compliance",
      "atomic_definition": "Validates that all governance processes follow declared procedures.",
      "definition": "Validates that all governance processes follow declared procedures.",
      "family_code": "CMP",
      "family_name": "CMP",
      "internal_id": "MP06-CMP-003",
      "source_file": "MP06-CMP-GOVERNANCEPROC.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "MP06-DEC-001",
      "atom_name": "Efficacy Pillar Gate",
      "atomic_definition": "First of four decision pillars. Requires evidence of meaningful educational impact meeting pre-registered Smallest Effect Sizes of Interest (SESOI) on both primary learning outcomes and humanistic KPIs (student agency, metacognition). Guards against \u0027metric myopia\u0027 of trivial improvements.",
      "definition": "First of four decision pillars. Requires evidence of meaningful educational impact meeting pre-registered Smallest Effect Sizes of Interest (SESOI) on both primary learning outcomes and humanistic KPIs (student agency, metacognition). Guards against \u0027metric myopia\u0027 of trivial improvements.",
      "family_code": "DEC",
      "family_name": "DEC",
      "internal_id": "MP06-DEC-001",
      "source_file": "MP06-DEC-EFFICACY.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "MP06-DEC-002",
      "atom_name": "Fairness Pillar Gate",
      "atomic_definition": "Second of four decision pillars. Requires that the Equity Suite standards are met: Algorithmic Fairness Score within bounds, no sustained parity breaches for any context stratum. Linked to continuous fairness monitoring.",
      "definition": "Second of four decision pillars. Requires that the Equity Suite standards are met: Algorithmic Fairness Score within bounds, no sustained parity breaches for any context stratum. Linked to continuous fairness monitoring.",
      "family_code": "DEC",
      "family_name": "DEC",
      "internal_id": "MP06-DEC-002",
      "source_file": "MP06-DEC-FAIRNESS.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "MP06-DEC-004",
      "atom_name": "Governance Pillar Gate",
      "atomic_definition": "Fourth of four decision pillars. Ensures the change was made accountably and transparently: auditable chain-of-command, reproducible data traces, clear contestability path. Links to traceability and procedural fairness mechanisms.",
      "definition": "Fourth of four decision pillars. Ensures the change was made accountably and transparently: auditable chain-of-command, reproducible data traces, clear contestability path. Links to traceability and procedural fairness mechanisms.",
      "family_code": "DEC",
      "family_name": "DEC",
      "internal_id": "MP06-DEC-004",
      "source_file": "MP06-DEC-GOVERNANCE.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "MP06-DEC-005",
      "atom_name": "Non-Compensatory Synthesis",
      "atomic_definition": "Synthesizes four pillar outcomes into final verdict using non-compensatory logic: a gain in one pillar cannot compensate for failure in another. Reflects lexicographic ordering of MP3 North Star where justice and equity are constraints, not trade-offs against effectiveness.",
      "definition": "Synthesizes four pillar outcomes into final verdict using non-compensatory logic: a gain in one pillar cannot compensate for failure in another. Reflects lexicographic ordering of MP3 North Star where justice and equity are constraints, not trade-offs against effectiveness.",
      "family_code": "DEC",
      "family_name": "DEC",
      "internal_id": "MP06-DEC-005",
      "source_file": "MP06-DEC-SYNTHESIS.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "MP06-DEC-003",
      "atom_name": "Validity Pillar Gate",
      "atomic_definition": "Third of four decision pillars. Enforces Validity Dossier standards: assessments must pass measurement invariance tests, DIF checks, and meet reliability thresholds. Without valid measurement, no credible claims about learning impact are possible.",
      "definition": "Third of four decision pillars. Enforces Validity Dossier standards: assessments must pass measurement invariance tests, DIF checks, and meet reliability thresholds. Without valid measurement, no credible claims about learning impact are possible.",
      "family_code": "DEC",
      "family_name": "DEC",
      "internal_id": "MP06-DEC-003",
      "source_file": "MP06-DEC-VALIDITY.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "MP06-EQT-003",
      "atom_name": "Error Parity Gauge",
      "atomic_definition": "Measures whether the system\u0027s predictive models distribute errors equitably across subgroups. Comprises two sub-metrics: True Positive Rate (TPR) Parity (Equality of Opportunity) ensuring correct identification of need, and False Positive Rate (FPR) Parity ensuring equitable distribution of incorrec",
      "definition": "Measures whether the system\u0027s predictive models distribute errors equitably across subgroups. Comprises two sub-metrics: True Positive Rate (TPR) Parity (Equality of Opportunity) ensuring correct identification of need, and False Positive Rate (FPR) Parity ensuring equitable distribution of incorrec",
      "family_code": "EQT",
      "family_name": "EQT",
      "internal_id": "MP06-EQT-003",
      "source_file": "MP06-EQT-ERRORPARITY.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "MP06-EQT-002",
      "atom_name": "Exposure Parity Gauge",
      "atomic_definition": "Measures whether students across different subgroups have comparable exposure to essential prerequisite content, controlling for the dynamic sequencing of their learning paths. Addresses the risk that adaptive algorithms might inadvertently steer certain groups away from foundational knowledge.",
      "definition": "Measures whether students across different subgroups have comparable exposure to essential prerequisite content, controlling for the dynamic sequencing of their learning paths. Addresses the risk that adaptive algorithms might inadvertently steer certain groups away from foundational knowledge.",
      "family_code": "EQT",
      "family_name": "EQT",
      "internal_id": "MP06-EQT-002",
      "source_file": "MP06-EQT-EXPOSURE.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "MP06-EQT-004",
      "atom_name": "Latency Parity Gauge",
      "atomic_definition": "Measures operational equity by ensuring that the time taken to receive support (automated or human) is comparable across all subgroups. Guards against scenarios where students in disadvantaged contexts (e.g., rural, low-bandwidth) experience significantly longer delays in receiving help.",
      "definition": "Measures operational equity by ensuring that the time taken to receive support (automated or human) is comparable across all subgroups. Guards against scenarios where students in disadvantaged contexts (e.g., rural, low-bandwidth) experience significantly longer delays in receiving help.",
      "family_code": "EQT",
      "family_name": "EQT",
      "internal_id": "MP06-EQT-004",
      "source_file": "MP06-EQT-LATENCY.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "MP06-EQT-001",
      "atom_name": "Opportunity Parity Gauge",
      "atomic_definition": "Measures whether the probability of receiving a beneficial intervention is equal across different subgroups, conditional on their underlying need. Ensures the system does not systematically overlook or fail to serve specific groups.",
      "definition": "Measures whether the probability of receiving a beneficial intervention is equal across different subgroups, conditional on their underlying need. Ensures the system does not systematically overlook or fail to serve specific groups.",
      "family_code": "EQT",
      "family_name": "EQT",
      "internal_id": "MP06-EQT-001",
      "source_file": "MP06-EQT-OPPORTUNITY.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "MP06-EQT-007",
      "atom_name": "Context Stratification Controller",
      "atomic_definition": "Mandates that all fairness metrics be stratified by context strata defined by Layer 3 (Ecological Context Engine). Prevents Simpson\u0027s Paradox where an intervention appears fair in aggregate but harms specific subgroups. Ensures accountability for effects on all students, especially those at the marg",
      "definition": "Mandates that all fairness metrics be stratified by context strata defined by Layer 3 (Ecological Context Engine). Prevents Simpson\u0027s Paradox where an intervention appears fair in aggregate but harms specific subgroups. Ensures accountability for effects on all students, especially those at the marg",
      "family_code": "EQT",
      "family_name": "EQT",
      "internal_id": "MP06-EQT-007",
      "source_file": "MP06-EQT-STRATIFICATION.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "MP06-EQT-005",
      "atom_name": "Parity Threshold Controller",
      "atomic_definition": "Defines and manages the configurable parity gap thresholds that trigger automated breach or near-breach actions across all Equity Suite metrics. Analogous to the four-fifths rule in employment law, providing a clear, defensible standard for significant breaches.",
      "definition": "Defines and manages the configurable parity gap thresholds that trigger automated breach or near-breach actions across all Equity Suite metrics. Analogous to the four-fifths rule in employment law, providing a clear, defensible standard for significant breaches.",
      "family_code": "EQT",
      "family_name": "EQT",
      "internal_id": "MP06-EQT-005",
      "source_file": "MP06-EQT-THRESHOLD.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "MP06-EQT-006",
      "atom_name": "Fairness Trade-off Policy",
      "atomic_definition": "Encodes the policy for handling mathematically impossible fairness trade-offs. Acknowledges the impossibility theorem (cannot satisfy all fairness metrics simultaneously) and specifies \u0027equity_first_with_documented_exceptions\u0027 as the default policy, requiring human-in-the-loop decisions for complex ",
      "definition": "Encodes the policy for handling mathematically impossible fairness trade-offs. Acknowledges the impossibility theorem (cannot satisfy all fairness metrics simultaneously) and specifies \u0027equity_first_with_documented_exceptions\u0027 as the default policy, requiring human-in-the-loop decisions for complex ",
      "family_code": "EQT",
      "family_name": "EQT",
      "internal_id": "MP06-EQT-006",
      "source_file": "MP06-EQT-TRADEOFF.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "MP06-GOV-006",
      "atom_name": "CARE Principles Alignment",
      "atomic_definition": "Ensures alignment with CARE Principles for Indigenous Data Governance: Collective Benefit, Authority to Control, Responsibility, and Ethics. Community oversight functions must respect Indigenous worldviews and knowledge systems, ensuring genuine authority over data use.",
      "definition": "Ensures alignment with CARE Principles for Indigenous Data Governance: Collective Benefit, Authority to Control, Responsibility, and Ethics. Community oversight functions must respect Indigenous worldviews and knowledge systems, ensuring genuine authority over data use.",
      "family_code": "GOV",
      "family_name": "GOV",
      "internal_id": "MP06-GOV-006",
      "source_file": "MP06-GOV-CARE.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "MP06-GOV-004",
      "atom_name": "Community Oversight Board",
      "atomic_definition": "Ensures collective governance through a multi-stakeholder oversight body (similar to IRB/REC) with genuine authority. Representatives from the community actively review system performance and ethical integrity. Essential for building trust and maintaining alignment with community values.",
      "definition": "Ensures collective governance through a multi-stakeholder oversight body (similar to IRB/REC) with genuine authority. Representatives from the community actively review system performance and ethical integrity. Essential for building trust and maintaining alignment with community values.",
      "family_code": "GOV",
      "family_name": "GOV",
      "internal_id": "MP06-GOV-004",
      "source_file": "MP06-GOV-COMMUNITY.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "MP06-GOV-003",
      "atom_name": "Contestability Path",
      "atomic_definition": "Ensures a formal mechanism exists for students, teachers, or stakeholders to question and appeal algorithmic decisions. Implements \u0027voice\u0027 from procedural justice theory. Human review must be substantive to avoid \u0027automation bias\u0027 (rubber-stamping).",
      "definition": "Ensures a formal mechanism exists for students, teachers, or stakeholders to question and appeal algorithmic decisions. Implements \u0027voice\u0027 from procedural justice theory. Human review must be substantive to avoid \u0027automation bias\u0027 (rubber-stamping).",
      "family_code": "GOV",
      "family_name": "GOV",
      "internal_id": "MP06-GOV-003",
      "source_file": "MP06-GOV-CONTEST.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "MP06-GOV-001",
      "atom_name": "Event Sourcing Integrity",
      "atomic_definition": "Verifies that the audit log is implemented as an append-only, immutable event store where every state change is captured as a sequenced event. The current system state is derived by replaying events, creating a 100% reliable audit trail by design. Integrity enhanced through cryptographic hash chains",
      "definition": "Verifies that the audit log is implemented as an append-only, immutable event store where every state change is captured as a sequenced event. The current system state is derived by replaying events, creating a 100% reliable audit trail by design. Integrity enhanced through cryptographic hash chains",
      "family_code": "GOV",
      "family_name": "GOV",
      "internal_id": "MP06-GOV-001",
      "source_file": "MP06-GOV-EVENTSOURCE.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "MP06-GOV-005",
      "atom_name": "POPIA Compliance Validator",
      "atomic_definition": "Validates compliance with South Africa\u0027s Protection of Personal Information Act (POPIA). Ensures data subject rights (access, correction, deletion) are implemented. Contestability and appeal pathways must comply with legally mandated rights.",
      "definition": "Validates compliance with South Africa\u0027s Protection of Personal Information Act (POPIA). Ensures data subject rights (access, correction, deletion) are implemented. Contestability and appeal pathways must comply with legally mandated rights.",
      "family_code": "GOV",
      "family_name": "GOV",
      "internal_id": "MP06-GOV-005",
      "source_file": "MP06-GOV-POPIA.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "MP06-GOV-002",
      "atom_name": "Traceability Graph Index",
      "atomic_definition": "Maintains a rich, interconnected knowledge graph linking WHY (ADRs from MP2), WHAT (releases from MP5), and IMPACT (Accountability Reports from MP6). Enables traversal of entire decision history for root-cause analysis and causal discovery of systemic issues.",
      "definition": "Maintains a rich, interconnected knowledge graph linking WHY (ADRs from MP2), WHAT (releases from MP5), and IMPACT (Accountability Reports from MP6). Enables traversal of entire decision history for root-cause analysis and causal discovery of systemic issues.",
      "family_code": "GOV",
      "family_name": "GOV",
      "internal_id": "MP06-GOV-002",
      "source_file": "MP06-GOV-TRACEGRAPH.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "MP06-MAT-001",
      "atom_name": "M0 Foundational Maturity",
      "atomic_definition": "Initial maturity stage focusing on establishing core logic and procedures. Audits conducted manually with spreadsheets for parity checks. Quarterly reports. Critical for developing human expertise and institutional knowledge that informs later automation.",
      "definition": "Initial maturity stage focusing on establishing core logic and procedures. Audits conducted manually with spreadsheets for parity checks. Quarterly reports. Critical for developing human expertise and institutional knowledge that informs later automation.",
      "family_code": "MAT",
      "family_name": "MAT",
      "internal_id": "MP06-MAT-001",
      "source_file": "MP06-MAT-M0.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "MP06-MAT-002",
      "atom_name": "M1 Advanced Maturity",
      "atomic_definition": "Advanced maturity stage with continuous, automated assurance. Equity Suite and Validity Dossier checks encoded as CI/CD pipeline gates. Orchestrator-led playbooks. Automatic public artefact generation. Real-time monitoring with automated alerting.",
      "definition": "Advanced maturity stage with continuous, automated assurance. Equity Suite and Validity Dossier checks encoded as CI/CD pipeline gates. Orchestrator-led playbooks. Automatic public artefact generation. Real-time monitoring with automated alerting.",
      "family_code": "MAT",
      "family_name": "MAT",
      "internal_id": "MP06-MAT-002",
      "source_file": "MP06-MAT-M1.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "MP06-MAT-003",
      "atom_name": "M2 Frontier Maturity - Digital Twin",
      "atomic_definition": "Frontier maturity with Assurance Digital Twin capability. Predictive governance through simulation of policy impacts before deployment. Agent-Based Models project outcomes. Counterfactual accountability with quantitative trade-off analysis. Transforms governance from reactive to proactive.",
      "definition": "Frontier maturity with Assurance Digital Twin capability. Predictive governance through simulation of policy impacts before deployment. Agent-Based Models project outcomes. Counterfactual accountability with quantitative trade-off analysis. Transforms governance from reactive to proactive.",
      "family_code": "MAT",
      "family_name": "MAT",
      "internal_id": "MP06-MAT-003",
      "source_file": "MP06-MAT-M2.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "MP06-TIP-002",
      "atom_name": "TIPS Interpretability Check",
      "atomic_definition": "Assesses interpretability of framework outputs for intended audiences.",
      "definition": "Assesses interpretability of framework outputs for intended audiences.",
      "family_code": "TIP",
      "family_name": "TIP",
      "internal_id": "MP06-TIP-002",
      "source_file": "MP06-TIP-TIPSINTERPRET.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "MP06-TIP-003",
      "atom_name": "TIPS Proactive Disclosure",
      "atomic_definition": "Enforces proactive disclosure of limitations, biases, and uncertainties per TIPS requirements.",
      "definition": "Enforces proactive disclosure of limitations, biases, and uncertainties per TIPS requirements.",
      "family_code": "TIP",
      "family_name": "TIP",
      "internal_id": "MP06-TIP-003",
      "source_file": "MP06-TIP-TIPSPROACTIVE.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "MP06-TIP-004",
      "atom_name": "TIPS Stakeholder Communication",
      "atomic_definition": "Ensures stakeholder communication meets TIPS standards for clarity and accessibility.",
      "definition": "Ensures stakeholder communication meets TIPS standards for clarity and accessibility.",
      "family_code": "TIP",
      "family_name": "TIP",
      "internal_id": "MP06-TIP-004",
      "source_file": "MP06-TIP-TIPSSTAKEHOLDE.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "MP06-TIP-001",
      "atom_name": "TIPS Transparency Assessment",
      "atomic_definition": "Assesses framework transparency per TIPS framework requirements.",
      "definition": "Assesses framework transparency per TIPS framework requirements.",
      "family_code": "TIP",
      "family_name": "TIP",
      "internal_id": "MP06-TIP-001",
      "source_file": "MP06-TIP-TIPSTRANSPARE.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "MP06-VAL-007",
      "atom_name": "ADR Validity Link",
      "atomic_definition": "Ensures every Validity Dossier is perpetually linked to its originating Architecture Decision Record (ADR) from MP2. When an assessment is created or modified, a corresponding validity analysis must be performed and linked. Enables precise root-cause analysis when validity failures occur.",
      "definition": "Ensures every Validity Dossier is perpetually linked to its originating Architecture Decision Record (ADR) from MP2. When an assessment is created or modified, a corresponding validity analysis must be performed and linked. Enables precise root-cause analysis when validity failures occur.",
      "family_code": "VAL",
      "family_name": "VAL",
      "internal_id": "MP06-VAL-007",
      "source_file": "MP06-VAL-ADRLINK.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "MP06-VAL-002",
      "atom_name": "Configural Invariance Check",
      "atomic_definition": "Tests whether the basic factor structure (which items load onto which latent construct) is equivalent across different demographic groups. This is the first level of Multi-Group Confirmatory Factor Analysis (MGCFA) and establishes that the assessment measures the same conceptual constructs across gr",
      "definition": "Tests whether the basic factor structure (which items load onto which latent construct) is equivalent across different demographic groups. This is the first level of Multi-Group Confirmatory Factor Analysis (MGCFA) and establishes that the assessment measures the same conceptual constructs across gr",
      "family_code": "VAL",
      "family_name": "VAL",
      "internal_id": "MP06-VAL-002",
      "source_file": "MP06-VAL-CONFIGURAL.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "MP06-VAL-003",
      "atom_name": "Metric Invariance Check",
      "atomic_definition": "Tests whether the factor loadings (strength of relationship between items and latent constructs) are equal across demographic groups. This is the second level of MGCFA (weak invariance) and establishes that items contribute equally to the construct measurement across groups.",
      "definition": "Tests whether the factor loadings (strength of relationship between items and latent constructs) are equal across demographic groups. This is the second level of MGCFA (weak invariance) and establishes that items contribute equally to the construct measurement across groups.",
      "family_code": "VAL",
      "family_name": "VAL",
      "internal_id": "MP06-VAL-003",
      "source_file": "MP06-VAL-METRIC.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "MP06-VAL-006",
      "atom_name": "Non-Uniform DIF Detector",
      "atomic_definition": "Detects Differential Item Functioning (DIF) where an item\u0027s bias varies depending on ability level (interaction effect). Uses logistic regression (significance of group \u00d7 ability interaction) and IRT model comparison (a-parameter differences) to identify complex item-level bias.",
      "definition": "Detects Differential Item Functioning (DIF) where an item\u0027s bias varies depending on ability level (interaction effect). Uses logistic regression (significance of group \u00d7 ability interaction) and IRT model comparison (a-parameter differences) to identify complex item-level bias.",
      "family_code": "VAL",
      "family_name": "VAL",
      "internal_id": "MP06-VAL-006",
      "source_file": "MP06-VAL-NONUNIFORMDIF.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "MP06-VAL-001",
      "atom_name": "Reliability Gauge",
      "atomic_definition": "Measures the internal consistency and stability of assessment instruments using Cronbach\u0027s alpha and McDonald\u0027s omega coefficients. An unreliable assessment produces noisy, untrustworthy results. Sets a hard gate requiring minimum reliability threshold (typically \u2265 0.70) for any assessment to be pro",
      "definition": "Measures the internal consistency and stability of assessment instruments using Cronbach\u0027s alpha and McDonald\u0027s omega coefficients. An unreliable assessment produces noisy, untrustworthy results. Sets a hard gate requiring minimum reliability threshold (typically \u2265 0.70) for any assessment to be pro",
      "family_code": "VAL",
      "family_name": "VAL",
      "internal_id": "MP06-VAL-001",
      "source_file": "MP06-VAL-RELIABILITY.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "MP06-VAL-004",
      "atom_name": "Scalar Invariance Check",
      "atomic_definition": "Tests whether item intercepts (baseline probability of endorsing an item) are equal across demographic groups. This is the third level of MGCFA (strong invariance) and is the MINIMUM requirement for making meaningful comparisons of group means. Without scalar invariance, observed score differences m",
      "definition": "Tests whether item intercepts (baseline probability of endorsing an item) are equal across demographic groups. This is the third level of MGCFA (strong invariance) and is the MINIMUM requirement for making meaningful comparisons of group means. Without scalar invariance, observed score differences m",
      "family_code": "VAL",
      "family_name": "VAL",
      "internal_id": "MP06-VAL-004",
      "source_file": "MP06-VAL-SCALAR.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "MP06-VAL-005",
      "atom_name": "Uniform DIF Detector",
      "atomic_definition": "Detects Differential Item Functioning (DIF) where an item is consistently easier or harder for one group across all ability levels. Uses logistic regression (significance of group membership predictor) and IRT model comparison (b-parameter differences) to identify item-level bias.",
      "definition": "Detects Differential Item Functioning (DIF) where an item is consistently easier or harder for one group across all ability levels. Uses logistic regression (significance of group membership predictor) and IRT model comparison (b-parameter differences) to identify item-level bias.",
      "family_code": "VAL",
      "family_name": "VAL",
      "internal_id": "MP06-VAL-005",
      "source_file": "MP06-VAL-UNIFORMDIF.json",
      "weight_estimation": {}
    }
  ],
  "compounds": [
    {
      "_inventory_only": true,
      "calls_elements": [
        "E-MP06-AUD-BUNDLE",
        "E-MP06-CMP-BUNDLE",
        "E-MP06-DEC-BUNDLE",
        "E-MP06-EQT-BUNDLE",
        "E-MP06-GOV-BUNDLE",
        "E-MP06-MAT-BUNDLE",
        "E-MP06-TIP-BUNDLE",
        "E-MP06-VAL-BUNDLE"
      ],
      "compound_id": "CP-MP6",
      "compound_name": "MP6 Four Pillars Gate Master Compound",
      "definition": "",
      "execution_steps": [],
      "implements_construct": "K-MP6",
      "inputs": {},
      "key_atoms": [],
      "outputs": {},
      "purpose": ""
    }
  ],
  "constructs": [
    {
      "_inventory_only": true,
      "compounds_managed": [],
      "construct_id": "K-MP6",
      "construct_name": "MP6 Four Pillars Gate Master Construct",
      "definition": "",
      "purpose": "",
      "validation_rules": {}
    }
  ],
  "elements": [
    {
      "_inventory_only": true,
      "aggregation_method": "weighted_mean",
      "atom_ids": [
        "MP06-A-AUD-001",
        "MP06-A-AUD-002",
        "MP06-A-AUD-003",
        "MP06-AUD-001",
        "MP06-AUD-002",
        "MP06-AUD-003"
      ],
      "element_id": "E-MP06-AUD-BUNDLE",
      "element_name": "Audit Evidence Bundle",
      "family_code": "AUD",
      "family_name": "AUD",
      "output_contract": {
        "format": {
          "atom_count": 6,
          "evidence_type": "aud_evidence",
          "includes": [
            "atom_scores",
            "aggregate_score",
            "confidence"
          ],
          "score_range": "0-99"
        },
        "returns_to": [
          "CP-MP6-1",
          "CP-MP6-2",
          "CP-MP6-6",
          "CP-MP6-8"
        ]
      },
      "purpose": "Aggregates all audit evidence atoms \u2014 both quantitative gauges (coverage, independence, recency) and qualitative checks (criteria definition, independence verification, trail completeness) \u2014 into a unified audit evidence bundle."
    },
    {
      "_inventory_only": true,
      "aggregation_method": "all_must_pass",
      "atom_ids": [
        "MP06-A-CMP-001",
        "MP06-A-CMP-002",
        "MP06-CMP-001",
        "MP06-CMP-002",
        "MP06-CMP-003"
      ],
      "element_id": "E-MP06-CMP-BUNDLE",
      "element_name": "Compliance Evidence Bundle",
      "family_code": "CMP",
      "family_name": "CMP",
      "output_contract": {
        "format": {
          "atom_count": 5,
          "evidence_type": "cmp_evidence",
          "includes": [
            "atom_scores",
            "aggregate_score",
            "confidence"
          ],
          "score_range": "0-99"
        },
        "returns_to": [
          "CP-MP6-1",
          "CP-MP6-2",
          "CP-MP6-6",
          "CP-MP6-8"
        ]
      },
      "purpose": "Aggregates all compliance evidence atoms \u2014 both quantitative gauges (compliance rate, gap severity) and qualitative checks (charter compliance, ADR verification, governance process compliance) \u2014 into a unified compliance evidence bundle."
    },
    {
      "_inventory_only": true,
      "aggregation_method": "all_must_pass",
      "atom_ids": [
        "MP06-DEC-001",
        "MP06-DEC-002",
        "MP06-DEC-003",
        "MP06-DEC-004",
        "MP06-DEC-005"
      ],
      "element_id": "E-MP06-DEC-BUNDLE",
      "element_name": "Decision Gate Bundle",
      "family_code": "DEC",
      "family_name": "DEC",
      "output_contract": {
        "format": {
          "atom_count": 5,
          "evidence_type": "dec_evidence",
          "includes": [
            "atom_scores",
            "aggregate_score",
            "confidence"
          ],
          "score_range": "0-99"
        },
        "returns_to": [
          "CP-MP6-7"
        ]
      },
      "purpose": "Aggregates the four pillar gate verdicts (Efficacy, Fairness, Validity, Governance) and the non-compensatory synthesis atom to produce the final decision evidence bundle."
    },
    {
      "_inventory_only": true,
      "aggregation_method": "weighted_mean",
      "atom_ids": [
        "MP06-EQT-001",
        "MP06-EQT-002",
        "MP06-EQT-003",
        "MP06-EQT-004",
        "MP06-EQT-005",
        "MP06-EQT-006",
        "MP06-EQT-007"
      ],
      "element_id": "E-MP06-EQT-BUNDLE",
      "element_name": "Equity Suite Bundle",
      "family_code": "EQT",
      "family_name": "EQT",
      "output_contract": {
        "format": {
          "atom_count": 7,
          "evidence_type": "eqt_evidence",
          "includes": [
            "atom_scores",
            "aggregate_score",
            "confidence"
          ],
          "score_range": "0-99"
        },
        "returns_to": [
          "CP-MP6-4"
        ]
      },
      "purpose": "Aggregates all parity metrics (opportunity, exposure, error, latency) with stratification and tradeoff policy to produce an equity evidence bundle for the Fairness Gate."
    },
    {
      "_inventory_only": true,
      "aggregation_method": "all_must_pass",
      "atom_ids": [
        "MP06-GOV-001",
        "MP06-GOV-002",
        "MP06-GOV-003",
        "MP06-GOV-004",
        "MP06-GOV-005",
        "MP06-GOV-006"
      ],
      "element_id": "E-MP06-GOV-BUNDLE",
      "element_name": "Governance Evidence Bundle",
      "family_code": "GOV",
      "family_name": "GOV",
      "output_contract": {
        "format": {
          "atom_count": 6,
          "evidence_type": "gov_evidence",
          "includes": [
            "atom_scores",
            "aggregate_score",
            "confidence"
          ],
          "score_range": "0-99"
        },
        "returns_to": [
          "CP-MP6-6"
        ]
      },
      "purpose": "Aggregates governance evidence (event sourcing integrity, traceability graph, contestability, community oversight, POPIA compliance, CARE principles) into a governance evidence bundle for the Governance Gate."
    },
    {
      "_inventory_only": true,
      "aggregation_method": "max",
      "atom_ids": [
        "MP06-MAT-001",
        "MP06-MAT-002",
        "MP06-MAT-003"
      ],
      "element_id": "E-MP06-MAT-BUNDLE",
      "element_name": "Maturity Assessment Bundle",
      "family_code": "MAT",
      "family_name": "MAT",
      "output_contract": {
        "format": {
          "atom_count": 3,
          "evidence_type": "mat_evidence",
          "includes": [
            "atom_scores",
            "aggregate_score",
            "confidence"
          ],
          "score_range": "0-99"
        },
        "returns_to": [
          "CP-MP6-8"
        ]
      },
      "purpose": "Aggregates maturity level assessments across three stages (M0 Foundational, M1 Advanced, M2 Digital Twin) to determine institutional audit maturity and recommend capability investment."
    },
    {
      "_inventory_only": true,
      "aggregation_method": "weighted_mean",
      "atom_ids": [
        "MP06-A-TIP-001",
        "MP06-A-TIP-002",
        "MP06-TIP-001",
        "MP06-TIP-002",
        "MP06-TIP-003",
        "MP06-TIP-004"
      ],
      "element_id": "E-MP06-TIP-BUNDLE",
      "element_name": "TIPS Transparency Bundle",
      "family_code": "TIP",
      "family_name": "TIP",
      "output_contract": {
        "format": {
          "atom_count": 6,
          "evidence_type": "tip_evidence",
          "includes": [
            "atom_scores",
            "aggregate_score",
            "confidence"
          ],
          "score_range": "0-99"
        },
        "returns_to": [
          "CP-MP6-6",
          "CP-MP6-8"
        ]
      },
      "purpose": "Aggregates all TIPS (Transparency, Interpretability, Proactive Disclosure, Stakeholder Communication) atoms \u2014 both quantitative gauges (verification, response time) and qualitative assessments (transparency, interpretability, proactive disclosure, stakeholder communication) \u2014 into a unified transparency evidence bundle."
    },
    {
      "_inventory_only": true,
      "aggregation_method": "all_must_pass",
      "atom_ids": [
        "MP06-VAL-001",
        "MP06-VAL-002",
        "MP06-VAL-003",
        "MP06-VAL-004",
        "MP06-VAL-005",
        "MP06-VAL-006",
        "MP06-VAL-007"
      ],
      "element_id": "E-MP06-VAL-BUNDLE",
      "element_name": "Validity Dossier Bundle",
      "family_code": "VAL",
      "family_name": "VAL",
      "output_contract": {
        "format": {
          "atom_count": 7,
          "evidence_type": "val_evidence",
          "includes": [
            "atom_scores",
            "aggregate_score",
            "confidence"
          ],
          "score_range": "0-99"
        },
        "returns_to": [
          "CP-MP6-5"
        ]
      },
      "purpose": "Aggregates psychometric validity evidence (reliability, measurement invariance, DIF analysis, ADR linkage) into a validity evidence bundle for the Validity Gate."
    }
  ],
  "metadata": {
    "agent": "mp6",
    "generated_at": "",
    "generator": "MP6 Operator Inference v3",
    "layer": "MP06",
    "synced_at": "2026-04-11T17:56:32.032123+00:00"
  },
  "summary": {
    "compounds": 1,
    "constructs": 1,
    "duplicates_resolved": 0,
    "total_atoms": 45,
    "total_elements": 8,
    "validation_passed": true
  },
  "validation": {
    "family_coverage": {
      "AUD": [
        "CP-MP6"
      ],
      "CMP": [
        "CP-MP6"
      ],
      "DEC": [
        "CP-MP6"
      ],
      "EQT": [
        "CP-MP6"
      ],
      "GOV": [
        "CP-MP6"
      ],
      "MAT": [
        "CP-MP6"
      ],
      "TIP": [
        "CP-MP6"
      ],
      "VAL": [
        "CP-MP6"
      ]
    },
    "issues": [],
    "passed": true
  }
}