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Make Legal Write Your Evals: Building Jade, Chime’s Financial Copilot | Interrupt 26

LangChain · 2.8K views · 2026-06-22 · 14:37

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Philipp Comans, software engineer at Chime, explains how his team built Jade — Chime's always-on financial co-pilot — and solved one of the hardest problems in production AI: getting non-engineers to meaningfully participate in evals. By structuring compliance risk as a taxonomy, using Giskard to generate adversarial test cases, and closing the loop with LangSmith, Chime turned their legal and compliance partners into active co-authors of their eval pipeline. The result: faster releases, fewer surprises at the release gate, and compliance trust built continuously rather than at the end.

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