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Agentic lakehouse: specialized sub-agents for optimization and analysis #19263

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@vinothchandar

Task Description

What needs to be done:
Sub-agents the main agent can delegate to: table optimization (layout, compaction/clustering tuning, eventually closed-loop), deep data analysis, and table/timeline visualization.

Why this task is needed:
Separate focused agents with narrower toolsets outperform one generalist as capabilities grow.

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Other

Related Issues

Parent feature issue: #19256

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type:devtaskDevelopment tasks and maintenance work

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