Principles

• 1

  Reliability > demos.

• 2

  Audit logs and access controls by default.

• 3

  Human in the loop where outcomes are high-risk.

• 4

  Data minimization and least privilege.

• 5

  Clear rollback plans for every automation.

• 6

  Measurable ROI target for each project.