Apoorv developed two cross-repository features to enhance FLR observability and proactive maintenance within the sonic-net ecosystem. In sonic-utilities, Apoorv extended the portstat utility to support Forward Error Correction Frame Loss Rate statistics, updating data structures and formatting to display both observed and predicted FLR, and providing comprehensive tests and documentation. For sonic-swss, Apoorv implemented Lua-based FLR monitoring integrated with orchagent, applying linear regression to codeword error distributions for predictive analytics. Using C++, Lua, and data analysis techniques, Apoorv’s work improved network reliability and fault isolation, demonstrating depth in CLI development, network monitoring, and predictive maintenance engineering.