SatyamPandey-07 opened a new pull request, #18619:
URL: https://github.com/apache/dolphinscheduler/pull/18619

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   ## Was this PR generated or assisted by AI?
   
   No. The links and files were manually reviewed and verified against the 
current official documentation structure.
   
   ## Purpose of the pull request
   
   Following up on #18615 (#18617) which updated the Python SDK link in the 
English `README.md`, this PR fixes remaining broken `404` documentation links 
to the Python SDK across `README_zh_CN.md`, the English and Chinese API guides, 
and AI instructions.
   
   Specifically:
   - `README_zh_CN.md`: Update Python SDK link from 
`https://dolphinscheduler.apache.org/python/main/index.html` (404) to 
`https://dolphinscheduler.apache.org/python/` (200).
   - `docs/docs/en/guide/api/pydolphinscheduler.md`: Update link to 
`https://dolphinscheduler.apache.org/python/` and improve grammar/terminology 
("workflow-as-code").
   - `docs/docs/zh/guide/api/pydolphinscheduler.md`: Update link to 
`https://dolphinscheduler.apache.org/python/` and align phrasing 
("workflow-as-code").
   - `AGENT.md` & `CLAUDE.md`: Update Python SDK reference to 
`https://dolphinscheduler.apache.org/python/`.
   
   Fixes #18618
   
   ## Brief change log
   
   - `README_zh_CN.md`: Replace 404 URL with working PyDolphinScheduler docs URL
   - `docs/docs/en/guide/api/pydolphinscheduler.md`: Replace 404 URL and polish 
phrasing
   - `docs/docs/zh/guide/api/pydolphinscheduler.md`: Replace 404 URL and 
standardize terminology
   - `AGENT.md`, `CLAUDE.md`: Update Python SDK reference link
   
   ## Verify this pull request
   
   This pull request is code cleanup without any test coverage.
   
   (Documentation-only fix. Verified that 
`https://dolphinscheduler.apache.org/python/` returns HTTP 200 and renders the 
PyDolphinScheduler documentation index.)
   


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