Guides, specifications, benchmark reports, and educational materials for understanding and
measuring AI behavioral safety.
Web + PDF
White Paper: The Sycophancy Tax
The launch white paper. AI doesn’t fail by refusing — it fails by agreeing. How sycophantic models make you fail confidently and dangerously, and quietly less effective even as the work feels faster. Grounded in the SAPIEN benchmark. Read online or download.
A two-page overview for CISOs, board members, and decision-makers. What behavioral drift is, why it matters, and what to do about it. Written in plain language.
How to write custom test scenarios for your domain. Covers pressure techniques, escalation design, severity calibration, the quality rubric, and CI/CD integration.
A complete benchmark report from scanning Gemini 2.5 Flash across four domains. Includes domain breakdowns, key findings, memory delta analysis, and recommendations.
Everything you need to run a 30-60 minute session on AI behavioral safety. Slide deck, facilitator guide with talking points per slide, discussion questions, and hands-on Driftproof exercises.
Standalone facilitator guide with slide-by-slide talking points, discussion questions, Driftproof exercise instructions, and tips from facilitators. Accompanies the Educator Deck.
13-slide presentation covering the drift problem, four dimensions, real examples, benchmark data, and the Driftproof hands-on exercise. Designed for 30-60 minute sessions.
Standardized form for evaluating AI behavioral safety across vendor deployments. Covers deployment info, SAPIEN scores, dimensional breakdowns, and remediation recommendations.