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Closing the Gap Between Diagrams and Reality: Just-in-Time Architecture with Agentic Workflows

The Monday Morning Architecture Debt I’ve lost count of how many times I’ve walked into a project meeting, pulled up a beautifully crafted architecture diagram in Lucidchart, and had a lead dev tell me, 'Oh, we actually stopped using that Kafka topic three weeks ago. We’re doing direct HTTP calls now because of latency issues.' In real-world enterprise environments, your documentation is a lie the moment you hit export. We call it architecture drift, and it’s the silent killer of technical debt. For the last decade, we’ve tried to solve this with better governance processes or 'Architecture Review Boards' that everyone hates. It doesn't work because it relies on humans manually updating diagrams. What we’re actually seeing work now isn't a better drawing tool, but a shift toward using small, focused AI agents that treat architecture as a living data problem rather than a static drawing. It's about moving toward a 'Just-in-Time' model where the archit...

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