1. We model organizations, not people.
  2. Workforce intelligence is not surveillance.
  3. Transparent logic, not black-box authority.
  4. Computational models are representations, not reality.
  5. Human decisions require human accountability.
  6. Bias is structural before it is algorithmic.
  7. Data governance is non-negotiable.
  8. Simulation does not imply endorsement.
  9. The asymmetry of power demands active responsibility.
  10. We submit our systems to scrutiny.