Worked on the ai-dynamo/nixl repository, focusing on improving the reliability of the test infrastructure rather than adding new features. Addressed a critical bug in the test suite by correcting the capture of mem_type within a lambda in test_transfer.cpp, which ensured proper memory type handling during resource release. This technical approach, using C++ and Google Test, enhanced the determinism of automated tests and reduced the occurrence of flaky CI runs. The work emphasized careful memory management and unit testing, resulting in more predictable validation cycles and less time spent troubleshooting intermittent test failures in the resource transfer logic.