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Candidly builds state-aware agents with LangSmith

Candidly uses LangSmith to build state-aware agent harnesses for its AI financial planner Cait, inferring user state from partial traces to steer conversations toward resolution. The team built a hybrid labeling pipeline combining deterministic rules and LangSmith tracing to predict conversation outcomes at scale.

7 hours ago
Candidly builds state-aware agents with LangSmith — AIBriefs