GitHub user cshuo added a comment to the discussion: [DISCUSS] New Agentic 
lakehouse module & built-in AI agent gateway

+1 on the direction — especially the self-hostable, local-inference-first 
approach.

One concern is how we ensure reliable and governed table discovery and context 
selection. Maybe the gateway should avoid relying on the model to freely infer 
the target table or pull broad data into its context; instead, it should be 
grounded in catalog/table metadata and execute narrowly scoped, read-only 
queries. This is also important for access control and auditability as the 
scope expands from querying to table operations.

GitHub link: 
https://github.com/apache/hudi/discussions/19264#discussioncomment-17629811

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