July 2025 — NVIDIA/nvidia-resiliency-ext: Focused on profiling data reliability in the resilience extension. Fixed a critical data quality bug in the profiling path by skipping kernel records with zero start or end timestamps, preventing invalid time data from affecting profiling metrics. Commit a1f8aacddb3c942778fafa68559b9ef4cf5d3181 with message 'Check for 0 timestamps' enabled guard checks in the profiling pipeline, reducing noise and increasing confidence in performance analyses used by engineering and product teams. This change stabilizes the profiling pipeline and improves accuracy of resilience-related performance metrics.

February 2025 — Monthly summary for NVIDIA/Megatron-LM focusing on fault-tolerance and in-job restart enhancements. Delivered integration with NVIDIA fault tolerance systems, updated in-job restart flow, and refactored checkpointing/integration logic to support automatic timeout calculation and improved monitoring. Commit 0ed0f70eca43d44d8002ecb2d01b2606c0b27b2f brings the latest NVRx-based restart updates and aligns with current fault-tolerance best practices.