Arafat Khan created HDDS-14816:
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             Summary: Add Recon AI Assistant backend foundation with Google 
Gemini integration
                 Key: HDDS-14816
                 URL: https://issues.apache.org/jira/browse/HDDS-14816
             Project: Apache Ozone
          Issue Type: Sub-task
          Components: Ozone Recon
            Reporter: Arafat Khan


This JIRA lays the full foundation of the AI Assistant. It introduces the core 
orchestration engine responsible for handling a user's question end-to-end: 
understanding what the question is asking, identifying which Recon API endpoint 
has the answer, executing that API call to get live cluster data, and using an 
LLM to translate the raw response into a conversational, human-friendly answer. 
Google Gemini is included as the default LLM because it provides an accessible 
free tier, making the feature easy for the community to adopt and test without 
requiring paid credentials. Once this JIRA is merged, Recon will have a fully 
functional REST-based chatbot that any user can query to get real-time insights 
about their Ozone cluster.



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