Small services, clear responsibilities

Separating retrieval, generation, content, and delivery makes an AI product easier to reason about and operate.

An agentic product touches several concerns at once: content management, model inference, retrieval, session state, inquiry delivery, and evaluation. Combining all of them into one opaque process makes failures difficult to diagnose.

Clear service boundaries give each component a responsibility and a contract. The model generates structured proposals, the CMS owns verified content, and application code handles validation and actions.

This architecture is not about creating more infrastructure. It is about making the behavior of the complete system visible, testable, and replaceable one part at a time.

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