da-daken opened a new issue, #1016:
URL: https://github.com/apache/flink-agents/issues/1016

   ### Search before asking
   
   - [x] I searched in the 
[issues](https://github.com/apache/flink-agents/issues) and found nothing 
similar.
   
   ### Description
   
   Following the issues discovered in 
[#926](https://github.com/apache/flink-agents/pull/926), the tool recovery 
models for Java and Python are currently inconsistent:
   
   - Java: ("tool-call", "")
   - Python: (func_id, digest(args))
   
   According to AGENT.md, the two languages need to maintain consistency. After 
unifying to a single recovery model, there is an upgrade cost to consider. 
During failure recovery, mismatches may occur, which could lead to 
re‑execution. This point may need to be documented or clarified somewhere.
   
   ### Are you willing to submit a PR?
   
   - [x] I'm willing to submit a PR!


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