The teams shipping fastest are solving evals, audit trails, and retrieval on messy financial data early, before those problems stall the project in production.

Hear from engineers who've already learned the hard way what does, doesn't, work.

→ Evals for non-deterministic systems: Move beyond pass/fail tests to trajectory evaluation and monitoring that catches silent degradation before your risk team does.

→Multi-agent coordination in regulated environments: Get the blueprint for structuring agent hierarchies, handling tool-call failures, and building memory layers that don't leak context across sessions.

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