Evals Driven-Development: Engineering a Mental Health AI Coach Ethically & Safely
Official Schedule Context
- Date/time: 2026-06-30 · 2:50pm-3:10pm
- Track/room: Evals · Track 5
- Speaker(s): Akele Reed, Dave Revere, Doug Keller
- Session type/status: sponsor · confirmed
Official Description
In the world of AI Mental Health, vibes can be dangerous with real consequences. Building
Sondermind’s Mental Health AI Coach required us to invent a new playbook for Eval-Driven Development
in order to balance effectiveness and safety. This session is for the builders who want to see how
to handle the most difficult edge cases in the agentic world. We’ll show how we’ve built a Clinical
Feedback Loop that turns human therapist insights into machine-readable evaluations in a production
system with thousands of conversations. We’ll dive into: - The Ethics Engine: Building and
calibrating modular guardrails that can be updated as clinical guidelines evolve. - Agentic
Oversight: Why we moved from single-prompt agents to a closed-loop Supervisor/Executor/Evaluator
pattern to ensure clinical adherence. - Human Oversight: How we monitor Sonder to ensure that we can
improve safety and quality with clinical feedback.
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Notes
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