01Governance discipline
Model Governance
Govern model selection, development, validation, approval, change, retirement, and the evidence supporting each lifecycle decision.
GOVERNANCE DISCIPLINES
AI governance is not one function. It is a coordinated system.
Effective governance requires distinct disciplines to operate together without collapsing their boundaries. The TA-14 Governance Library separates model, data, risk, human oversight, third-party, runtime, incident, and records governance while showing how they connect through admissible execution routes.
WHY DISCIPLINES MATTER
Different governance functions answer different questions.
Model governance does not replace data governance. Risk governance does not replace runtime control. Human oversight does not replace evidence. Records governance does not replace admissibility. Each discipline must preserve its own authority, decisions, controls, and non-claims while contributing to a unified execution route.
DISCIPLINE CATALOG
Build the complete governance operating model.
Each discipline can become its own review lane, evidence package, route template, control set, and verification record inside the Exchange.
02Governance discipline
Data Governance
Govern data origin, authority, quality, consent, lineage, access, retention, transformation, and permitted use.
03Governance discipline
Risk Governance
Govern risk ownership, classification, treatment, acceptance, escalation, monitoring, and residual exposure.
04Governance discipline
Human Oversight
Define when humans must review, intervene, approve, override, escalate, or stop an AI-supported action.
05Governance discipline
Third-Party Governance
Govern external models, vendors, data providers, platforms, integrations, dependencies, and inherited risk.
06Governance discipline
Runtime Governance
Govern proposed AI actions at decision time before they are released into the outside world.
07Governance discipline
Incident Governance
Govern detection, classification, containment, investigation, reporting, remediation, and lessons learned.
08Governance discipline
Records Governance
Govern the creation, interpretation, preservation, access, challenge, export, and retention of governance records.
OPERATING LAYERS
Coordinate governance from oversight to outcome.
A mature governance system connects executive authority, legal obligations, policies, risk, technical controls, runtime decisions, independent assurance, and preserved records.
01Board and executive oversight
02Legal and regulatory governance
03Policy and standards governance
04Risk and control governance
05Technical and model governance
06Operational and runtime governance
07Assurance and independent review
08Records, evidence, and outcome governance
DISCIPLINE-TO-ROUTE TRANSLATION
Turn organizational responsibility into reviewable execution.
TA-14 connects every governance discipline to evidence, authority, decisions, bindings, commitments, execution conditions, and preserved outcomes.
Discipline→
Owner→
Requirement→
Evidence→
Decision→
Binding→
Execution→
Outcome
BOUNDARY
Governance coordination is not governance compression.
A unified program should connect disciplines without erasing their differences. TA-14 preserves who decided what, under which authority, using which evidence, with what execution effect, and what outcome was actually produced.