gaogaotiantian opened a new pull request, #59174:
URL: https://github.com/apache/spark/pull/59174

   ### What changes were proposed in this pull request?
   
   This updates the "Pull Request Workflow" section of `AGENTS.md` (aliased as 
`CLAUDE.md`). The section previously described the PR-title component tag as 
"derived from the JIRA component name: take the last word and uppercase it". 
That rule is incorrect for many components -- for example `Documentation` maps 
to `[DOC]` (not `[DOCUMENTATION]`), `Pandas API on Spark` maps to `[PS]`, and 
`DStreams` maps to `[STREAMING]` -- and it ignores the accepted aliases.
   
   The change points to the `COMPONENTS` registry in `dev/merge_spark_pr.py` as 
the source of truth for the PR-title-tag to JIRA-component mapping, and keeps a 
few illustrative examples.
   
   ### Why are the changes needed?
   
   The documented heuristic produces wrong component tags for several JIRA 
components. The `COMPONENTS` registry in `dev/merge_spark_pr.py` already 
defines the canonical mapping and aliases, so the guidance should reference it 
rather than restate an inaccurate rule.
   
   ### Does this PR introduce _any_ user-facing change?
   
   No.
   
   ### How was this patch tested?
   
   Documentation-only change; no tests. Verified the referenced `COMPONENTS` 
registry and example mappings against `dev/merge_spark_pr.py`.
   
   ### Was this patch authored or co-authored using generative AI tooling?
   
   Generated-by: Isaac
   
   This pull request and its description were written by Isaac.


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