wangzhigang1999 opened a new pull request, #7381:
URL: https://github.com/apache/kyuubi/pull/7381

   ## Summary
   
   Part 2a of 4 for the Data Agent Engine 
([umbrella](https://github.com/apache/kyuubi/issues/7379)). **Stacked on #7380, 
please review that first.**
   
   Pure Java layer: tool system, data source abstraction, and prompt templates.
   
   - `SqlQueryTool` with maxRows enforcement (hard limit 1000), output 
truncation (64KB), cell truncation (500 chars)
   - `ToolRegistry` with JSON schema generation for LLM function calling
   - `DataSourceFactory` with HikariCP, `JdbcDialect` auto-detection 
(Spark/SQLite/MySQL/Trino)
   - `SystemPromptBuilder` — composable prompt with per-dialect templates
   
   > **Note**: This PR is stacked on #7380. The diff includes PR1 changes. 
After #7380 merges, this PR will be rebased and the diff will shrink to only 
the incremental changes.
   
   ## Test plan
   
   - [x] `SqlQueryToolTest` — maxRows, truncation, NULL rendering, pipe 
escaping, error formatting, timeout
   - [x] `ToolTest` / `ToolSchemaGeneratorTest` / `ToolRegistryThreadSafetyTest`
   - [x] `DataSourceFactoryAuthTest` / `JdbcDialectTest`
   - [x] `SystemPromptBuilderTest`


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