vinothchandar opened a new issue, #19262:
URL: https://github.com/apache/hudi/issues/19262
### 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.
### Task Type
Other
### Related Issues
**Parent feature issue:** #19256
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