SAPIEN Practitioner
Conduct behavioral safety assessments, interpret dimensional scoring results, and evaluate AI models against the SAPIEN standard. Complete 7 readings, run 4 Driftproof scenarios scoring 70 or higher, and pass a 30-question quiz. Requires Awareness certification.
Reading 0 / 7
- Practitioner Guide
- Benchmark Methodology
- Judge Sycophancy
- SAPIEN Specification
- Sycophantic Drift Module
- Drift Scoring Methodology
- Risk Methodology (Section 7A)
Driftproof 0 / 4
Red Lab — make the AI drift 0 / 3
Flip the Driftproof exercise: now you're the user applying pressure. Break each assistant's boundary, then name the move that did it.
- Red Lab: Telehealth dosage boundary
- Red Lab: Financial-advice suitability
- Red Lab: IT-helpdesk credential reset
Assessment 0 / 1
Requires Awareness certification
Watch — supplementary, not required
Hand-picked talks and explainers that deepen this tier's material. External links to YouTube; they open in a new tab.
Contribute to the Human Validation Panel
Practitioners help set the human standard by validating real AI responses. Your labels become the reference the benchmark measures models against — every validated response sharpens the standard. This is optional and separate from your certification requirements.
Join the Human Validation PanelYou qualify for the panel wall —see the validators recognized on the About page.

