
Rylei Tianebao developed the foundation for a modular, multi-modal trajectory prediction workflow in the WATonomous/wato_monorepo repository, focusing on system architecture and ROS2 integration. They refactored the prediction subsystem into a component-based structure, improving modularity and configuration management using C++ and CMake. Rylei implemented a skeleton module supporting vehicle, pedestrian, and cyclist predictions, incorporating an intent classifier and placeholder map integration to enable future extensibility. Their work included clarifying topic naming, aligning launch files with YAML-based deployment, and removing unused parameters, resulting in cleaner builds and more resilient deployments. The depth of changes advanced maintainability and system integration.
January 2026 monthly summary for WATonomous/wato_monorepo: Delivered the foundation for a modular, multi-modal trajectory prediction workflow and completed a comprehensive refactor of the prediction subsystem to improve architecture, ROS2 integration, and configuration management. Implemented a module skeleton for multi-modal predictions (vehicle, pedestrian, cyclist) with an intent classifier and placeholder map integration, setting the stage for production-ready behavior once map services are connected. Executed targeted code quality and maintenance improvements to reduce future toil and improve resilience in builds and deployments.
January 2026 monthly summary for WATonomous/wato_monorepo: Delivered the foundation for a modular, multi-modal trajectory prediction workflow and completed a comprehensive refactor of the prediction subsystem to improve architecture, ROS2 integration, and configuration management. Implemented a module skeleton for multi-modal predictions (vehicle, pedestrian, cyclist) with an intent classifier and placeholder map integration, setting the stage for production-ready behavior once map services are connected. Executed targeted code quality and maintenance improvements to reduce future toil and improve resilience in builds and deployments.

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