gemini-code-assist[bot] commented on PR #38971:
URL: https://github.com/apache/beam/pull/38971#issuecomment-4711450240

   ## Summary of Changes
   
   Hello, I'm Gemini Code Assist[^1]! I'm currently reviewing this pull request 
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   This pull request addresses flaky tests in SqsIOWriteBatchesTest caused by 
reliance on wall-clock timing for batch grouping assertions. By shifting from 
strict order-based verification to invariant-based verification, the tests are 
now resilient to varying execution speeds on loaded CI runners while still 
effectively validating the timeout-driven flushing logic.
   
   ### Highlights
   
   * **Test Stability**: Replaced brittle, timing-dependent Mockito assertions 
in SqsIOWriteBatchesTest with robust, timing-independent invariants to prevent 
flakiness in CI environments.
   * **Assertion Logic**: Introduced helper methods `captureBatchRequests` and 
`assertMessageBodies` to verify that all expected messages are sent exactly 
once and that batch sizes remain within expected limits, regardless of exact 
execution timing.
   
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