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Austin Berke, Lead AI Product Engineer at Harmonic, shared how they used LangChain's Deep Agents framework to rebuild Scout, quadrupling user retention from week 1 to week 4. The core approach is to use the file system as shared storage to manage context, connecting agents, frontend, and deterministic processes, allowing the model to build context on demand.