January 2026 monthly summary focused on improving NPUW plugin efficiency and OpenVINO robustness by addressing irregular input handling and eliminating redundant Convert operations. Grouped commits targeted partitioning flow improvements to boost robustness of the NPUW path within the OpenVINO framework.

March 2025 performance summary for the repository aobolensk/openvino. This month focused on improving cross-platform benchmarking reliability by fixing macOS memory reporting. The benchmark app now reports memory peak usage consistently across platforms by using getrusage instead of the Linux-specific /proc/self/status. This change ensures accurate, cross-platform memory metrics and reduces platform-specific discrepancies, enabling more trustworthy performance comparisons and optimization decisions.

February 2025 (Month: 2025-02) – Delivered RAM Usage Reporting Metric for Benchmark in OpenVINO. Implemented cross-platform peak RAM reporting during model compilation and import for the benchmark app; updated docs and tests to reflect the new memory usage reporting. This enhances observability and benchmarking reliability across platforms.