The DaVinciA⁺ Framework

Framework Overview

  • Why AI governance requires structure

  • Why lifecycle and oversight matter

Architectural Model

  • Identity & Intent

  • Knowledge & Logic

  • Oversight & Audit

Validation Lifecycle

  • Installation Qualification (IQ)

  • Operational Qualification (OQ)

  • Performance Qualification (PQ)

  • Continuous Monitoring & Drift

Governance & Oversight

  • Accountability principles

  • Human-in-the-loop escalation

  • Auditability and traceability

Technology Neutrality

  • No tools prescribed

  • No vendors endorsed

  • Stack-agnostic overlay