Month: 2026-05. Key accomplishments include delivering the Trash Detection and Waste Management feature for RoBorregos Robot with supporting documentation; no major bugs were reported this month; the feature improves autonomy and safety, and aligns with repository goals.

In April 2026, RoBorregos/home2 delivered a Trash Detection and Categorization Feature, introducing a dedicated trashcan detection service and integrating it with the existing vision pipeline to improve recognition and processing of trash-related objects. The work enhanced automation in waste detection for downstream decision tasks and supported field-level validation through a new demo node. Key refactors and stabilization efforts improved robustness and maintainability of the vision stack, with careful handling of output coordinates and labels to reduce downstream errors. The primary changes were implemented in the commit 22094dac56b58ad02afe180740c90056450a01bc, with active collaboration and co-authorship.

March 2026: RoBorregos/home2 delivered a Cutlery Detection Feature using a custom YOLO model to identify knives, spoons, and forks in images. The work included substantial refactoring for a cleaner architecture, removal of unused methods to improve maintainability, and the introduction of new YOLO topics to improve system integration and future extensibility. No major bugs fixed this month; focus was on feature delivery and code quality. Impact: enables automated cutlery detection in image pipelines, accelerating downstream tasks and reducing manual annotation effort. Technologies/skills demonstrated: Python, YOLO (custom model), code refactor, linting (ruff), collaborative development (Co-authored-by Danaé).

January 2026 monthly summary for RoBorregos/home2 focused on delivering automated trash detection in the vision pipeline using a YOLO-E detector, integrating with existing vision tasks, and delivering reliable detection outputs to support waste-management workflows. The work included bug fixes and refactors to improve service interfaces, data handling, and developer experience.