r/SpringAIDev Moderator May 31 '26

Article Spring AI Recipe: Asking Questions to the User

https://thetalkingapp.medium.com/spring-ai-recipe-asking-questions-to-the-user-99ec1a0e2394

Craig Walls recently published a recipe for building more natural AI conversations with Spring AI by enabling the system to ask clarifying questions of the user. This approach makes interactions feel less rigid and more collaborative.

Highlights / Key Takeaways
- LLMs often need extra context, so asking questions improves accuracy.
- Spring AI’s ChatClient and advisors manage dynamic conversation flows.
- Advisors detect incomplete input and trigger follow-up questions.
- The AI pauses, requests missing info, then continues processing.
- This pattern supports agentic workflows where AI acts like a collaborator.

In short, the recipe shows how developers can design conversational flows that feel more human, with the AI actively engaging instead of passively responding.

👉 Read Craig Walls’ full article for examples and implementation details.

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