Principles

• Trusted data before abundant data.

• Governance should protect the product without paralyzing delivery.

• Artificial Intelligence accelerates the work; accountability remains human.

• Privacy and security begin in solution design.

• Reliable software should be understandable, testable, and auditable.

• The best architecture solves the problem clearly and can evolve without losing its identity.