qiuyanjun888 opened a new pull request, #18398:
URL: https://github.com/apache/dolphinscheduler/pull/18398

   ## Was this PR generated or assisted by AI?
   
   YES. This pull request was assisted by Hermes Agent / OpenAI Codex for code 
changes, focused tests, documentation updates, and local verification. The 
scope and final submission were directed by the contributor.
   
   ## Purpose of the pull request
   
   Fix #17263.
   
   Render SQL task custom parameters locally before submitting SQL through JDBC 
`Statement`, avoiding `PreparedStatement` for SQL text that already contains 
DolphinScheduler parameter syntax.
   
   This pull request supersedes #18396, which was closed because the original 
description did not include the AI-assistance declaration required by the 
current pull request template.
   
   ## Brief change log
   
   - Add a SQL task local parameter renderer for `${name}` and `!{name}` 
placeholders.
   - Render normal `${name}` placeholders as SQL literals by default, including 
escaping string-like values and validating typed literals.
   - Preserve raw `!{name}` replacement for trusted SQL fragments without 
rescanning rendered replacement text.
   - Use JDBC `Statement` to execute rendered SQL in `SqlTask`.
   - Document SQL task parameter rendering rules and raw replacement 
constraints.
   - Add regression coverage for identifier fragments, list values, quoted 
strings, raw fragments, malformed typed literals, and Statement execution.
   
   ## Verify this pull request
   
   This change added tests and can be verified as follows:
   
   - `./mvnw -pl dolphinscheduler-task-plugin/dolphinscheduler-task-sql -am 
-DskipUT=false -DskipITs -DskipE2E -Dcheckstyle.skip -Dspotless.check.skip 
-Djacoco.skip=true -Dsurefire.failIfNoSpecifiedTests=false -Dtest=SqlTaskTest 
test`
   - `./mvnw -pl dolphinscheduler-task-plugin/dolphinscheduler-task-sql -am 
spotless:apply`
   - `git diff --check`
   
   ## Pull Request Notice
   
   [Pull Request 
Notice](https://github.com/apache/dolphinscheduler/blob/dev/docs/docs/en/contribute/join/pull-request.md)
   


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