01
Operational Context Before Automation
Automation should follow a reliable understanding of the organization, its constraints, and the decision being made.
02
Evidence Before Recommendation
Every recommendation should be connected to the records, assumptions, and operating conditions that produced it.
03
Human Judgment Remains Essential
AI extends organizational expertise. Authority, accountability, and consequential decisions remain with people.
04
Knowledge Is Strategic Infrastructure
Institutional knowledge should be preserved, structured, governed, and available beyond any individual system or person.
05
Capability Compounds
Every governed decision and observed outcome should improve the organization’s ability to act the next time.
06
Trust Must Be Engineered
Security, provenance, permissions, traceability, and explainability are architectural requirements—not optional controls.