Shivanshu developed the Episodic Memory Management feature for the awslabs/amazon-bedrock-agentcore-samples repository, focusing on enhancing the debugging assistant’s memory lifecycle. He implemented a memory control client in Python, integrating it with existing Bedrock agentcore samples to enable controlled episodic memory usage during debugging sessions. This approach improved the reliability of debugging workflows by allowing more precise management of memory states. Shivanshu’s work demonstrated backend development and API integration skills, leveraging AWS technologies to align with the repository’s roadmap. The feature laid a foundation for future enhancements in memory management, though the scope was limited to feature delivery without bug fixes.