Evals Driven-Development: Engineering a Mental Health AI Coach Ethically & Safely
Conference 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
- Track: Evals
- Room: Track 5
- Session type: sponsor
- Status: confirmed
Session 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.
Media Evidence
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Evidence Graph
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Agent Reading Notes
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Transcript Status
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People
Notes
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Synthesis
Synthesized Breakdown
Evals Driven-Development: Engineering a Mental Health AI Coach Ethically & Safely ## Conference 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 - Track: Evals - Room: Track 5 - Session type: sponsor - Status: confirmed ## Session 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.
Speaker And Company Context
- Akele Reed — Principal AI Engineer at Sondermind.
- Dave Revere — Staff AI Engineer at SonderMind.
- Doug Keller — Senior Staff AI Engineer at SonderMind.
Topics Covered
Derived Links And Source Material
Novel Concepts / Clever Methods
- No highlighted novel concept has been detected yet.
Evidence Boundary
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