rosemarYuan opened a new issue, #886:
URL: https://github.com/apache/flink-agents/issues/886

   ### Search before asking
   
   - [x] I searched in the 
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   ### Description
   
   Follow-up to #876 .
   
   Memory is a core component of agent behavior, but it is currently not 
observable through the framework’s existing event-based tooling.
   
   **Proposal.** At each action finish boundary, the framework folds the memory 
operations performed by that action into generated memory events. These events 
summarize the net effect per memory scope and operation kind, using a flat 
dot-key `value` format.
   
   An agent-run-begin event additionally carries the full short-term memory 
snapshot at run start, serving as the anchor for offline reconstruction. Event 
generation is controlled by the `memory.generate-event` configuration family.
   
   **Non-goals.** These events do not fully reconstruct long-term memory. LTM 
events are intended for audit/debug only, because requested updates may differ 
from the final backend state.
   
   This proposal does not introduce a new persistence format or metrics system. 
Memory activity reuses the existing event pipeline.
   
   
   ### Are you willing to submit a PR?
   
   - [x] I'm willing to submit a PR!


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