GitHub user weiqingy added a comment to the discussion: 
[Discussion][Observability 2/2] Built-in Operational Metrics for Flink Agents

Thanks for the reply, and for folding all five answers into the proposal body.

One correction on my side: my retry question assumed the loop lives at the 
connection, and it does not. The framework loop is in the Action in both 
languages, while the connection-level max_retries passed to the provider SDK is 
a separate lower-level layer, so scoping the retry metrics to the setup is the 
right call.

Nothing blocking from me on the design. I do still have a few questions on the 
details, for example the Python side of the Tool outcome contract: ยง5.4 
presumes an error result there, and Tool.call currently returns Any with no 
ToolResponse equivalent, so I may be missing where that normalization happens. 
Let me take a look at the implementation first, and I will follow up there if 
it still seems open.

GitHub link: 
https://github.com/apache/flink-agents/discussions/901#discussioncomment-17793331

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