hussein-awala opened a new pull request, #75885:
URL: https://github.com/apache/airflow/pull/75885

   Batch and ECS build identical Task SDK commands. A shared pure helper 
retains both existing static method entry points and leaves transport handling 
unchanged.
   
   Validation: 142 passed, 5 skipped, before/after collection comparison, fast 
and manual checks.
   
   | Command construction | Base ns/call | Head ns/call |
   | --- | ---: | ---: |
   | Batch | 1739.6 | 1736.4 |
   | ECS | 1677.7 | 1670.2 |
   
   Three alternating samples with a Pydantic payload stand-in; unchanged JSON 
controls moved +1.47% and -0.04%. No measured regression.
   
   Shared providers: DB 4,430 passed/306 skipped; non-DB 27,592 passed with 38 
failures/errors, all passing serial retries. Initial failures included PyPI 
DNS, OOM, Glue formatting (also reproduced on unchanged main), and CloudWatch 
(not reproduced).
   
   Shared core: DB 12,077 passed plus one timeout; non-DB 5,525 passed plus 18 
failures. All failed nodes passed serial retries. All 116 docs packages passed 
across the broad run and serial retries.
   
   ---
   
   ##### Was generative AI tooling used to co-author this PR?
   
   - [X] Yes — Codex (GPT-6)
   
   Generated-by: Codex (GPT-6) following [the 
guidelines](https://github.com/apache/airflow/blob/main/contributing-docs/05_pull_requests.rst#gen-ai-assisted-contributions)
   
   ---
   Drafted-by: Codex (GPT-6) (no human review before posting)
   


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