Startup discovery platform @harmonic_ai rebuilt Scout, their AI platform using Deep Agents and LangSmith.

Deep Agents: One frontier model + two tool sets (global company data and firm-specific context). Long-horizon execution and context window management handled out of the box.

LangSmith: Deployment and scaling, full conversation traces for debugging, and Engine to automatically surface failure patterns + suggest fixes.