DanielLeens commented on issue #12539:
URL: https://github.com/apache/seatunnel/issues/12539#issuecomment-5892236363

   Classification: E / SeaTunnel CLI planner intent routing.
   
   Correction to the earlier source-location question: current `dev` at 
`4c874e2a4061aea9d5db65e74edeb211b498fe27` does contain 
`seatunnel-cli/seatunnel_cli/agents.py` and 
`seatunnel-cli/benchmark/execution.py`. The reported `PLANNER_SYSTEM` wording 
is present: PLAN is limited to a short signal list while CHAT covers everything 
else, so this is an in-repository CLI issue rather than a missing-module 
blocker.
   
   The benchmark evidence is a valid signal, but it does not yet prove prompt 
wording is the sole cause because outcomes vary by run. Keep the hard 
logs/error CHAT override. Before changing the planner prompt, add the versioned 
smoke preset from #12534, record the exact model, temperature, task 
isolation/history behavior, and run the same multi-trial matrix before and 
after. The acceptance metric is a reduction in `non-config result: chat` for 
unambiguous pipeline requests without converting diagnostic requests into PLAN. 
No label or assignment change in this pass.


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