weiqingy commented on issue #716:
URL: https://github.com/apache/flink-agents/issues/716#issuecomment-4587538001

   Thanks @xintongsong. Agree — 1) and 2) are the load-bearing flakiness fixes 
and they're in #717, so CI signal is trustworthy again. 3) (loosening 
exact-equality LLM assertions) is the optional longer-term hardening direction 
and is really a separate, per-test design effort.
   
   Let's close #716 as resolved and track 3) in a focused follow-up. I've 
opened #719 for it (with a concrete layered-assertion direction based on the 
tool-event discussion in #713). Happy to take it.
   


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