Tue. Apr 14th, 2026

Beyond Request-Response: Architecting Stateful Agentic Chatbots with the Command and State Patterns


The promise of conversational AI is immense. We envision intelligent bots on platforms like WhatsApp, Slack, and Microsoft Teams that can do more than just answer simple questions — they can guide users through complex workflows, conduct interactive training sessions, and provide personalized, multi-step support. However, the reality of building these sophisticated agents often collides with a fundamental constraint of the web: the stateless soul of HTTP.

Every message a user sends arrives at our backend as a discrete, independent request. The server, by default, has no memory of the previous ten messages. This presents a significant architectural challenge. How do we build a bot that can remember it’s in the middle of a quiz, guide a user through a multi-part lesson, or handle any conversation that requires context?

By uttu

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