During June 2026, contributed to the awslabs/amazon-bedrock-agentcore-samples repository by delivering an end-to-end AWS Agent Registry integration sample. This work enabled a self-hosted Strands agent and MCP server to run on ECS Fargate, leveraging CloudFormation for automated deployment of three ECS services—agent, chat, and MCP. The implementation included SigV4 transport for secure communication, an auto-approval registry workflow, and integration of five financial analysis skills to expand registry-driven skill discovery. Updates also covered CI linting, documentation, and architecture diagrams, ensuring alignment with repository standards. Key technologies used included AWS, Docker, CloudFormation, FastAPI, React, and Python.