GitHub user weiqingy edited a comment on 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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