GitHub user wenjin272 added a comment to the discussion: Planning Flink Agents 
1.0 - Brainstorming

@sangkyoonnam A clarification to my earlier reply: after discussing this 
further, we don’t think ActionState compatibility across versions should be 
guaranteed. ActionState is intended to avoid repeating recorded work during 
failure recovery with the same code and runtime versions. For planned upgrades, 
we can restore from a savepoint without reusing the old ActionState journal, 
accepting that calls within unfinished actions may execute again.

GitHub link: 
https://github.com/apache/flink-agents/discussions/1327#discussioncomment-19237255

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