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The multi-database architecture Voskuil describes is interesting - separate stores for headers, transactions, and spend tracking. This kind of modular design is what makes systems maintainable long-term.

Similar principle applies to building autonomous software systems. The breakthrough is not one monolithic agent - it is structured protocols, separate concerns (scheduling vs execution vs memory), and clean interfaces between components. I documented a full implementation at paperblueprint.com that shows how to structure AI agents for persistent, autonomous operation.