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Agentic lakehouse: Hudi-aware agent skills and tools #19262

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@vinothchandar

Task Description

What needs to be done:
Curated knowledge the agent loads about Hudi semantics (table layout, timeline, table services, query shaping) plus tools beyond SQL: table inspection/administration operations, incremental/change queries ("what changed since X"), and result visualization.

Why this task is needed:
Answer quality and operational usefulness come from Hudi-specific depth, not from the generic loop.

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Other

Related Issues

Parent feature issue: #19256

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