February 2026 monthly summary for KnightHacks/forge. Focused on delivering user-visible improvements and year-aware tooling that align with business goals around discoverability and planning across catalog years. No major bugs fixed this month.

August 2025 monthly summary for Autonomous-droneProject/Kestrel: Delivered the Kestrel Vision Node enabling real-time person detection with YOLO, CNN embeddings, and ROS integration. Established a robust data flow: image input via ROS, detection outputs, and embeddings published. Implemented debugging visualization to validate performance. Created a modular processing helper to streamline detection and embedding extraction. This work lays the foundation for downstream analytics, autonomous navigation, and human-robot interaction, with a clear, traceable commit history.

Monthly summary for 2025-07 focusing on delivering core perception capabilities for Autonomous-droneProject/Kestrel. Key features include a Real-time Vision Node with YOLOv8 integration that publishes detections and debug frames over ROS at 30 Hz (capturing video from the default camera), and a DeepSORT integration for ROS with a dataset and training workflow to support robust multi-object tracking. No major bugs reported this month. These efforts advance real-time perception, situational awareness, and autonomous operation, enabling safer flights and easier integration with ROS-based workflows. Technologies demonstrated include YOLOv8, ROS, PyTorch, DeepSORT, a Market-1501 dataset, CNN feature extraction, and data association modules.