During June 2025, Riloynd developed the Unified Context Provider Interface for the microsoft/agent-framework repository, focusing on standardizing how external information is integrated into agent contexts. By abstracting memory, retrieval-augmented generation (RAG), and related providers under a single extensible interface, Riloynd enabled more reliable and maintainable context data enrichment workflows. The work involved renaming the Memory component to Context Provider and authoring a comprehensive design document to guide future implementations. Utilizing Python for implementation and Markdown for documentation, Riloynd demonstrated depth in API design and software architecture, delivering a foundational feature that streamlines future enhancements and testing across the framework.