overview building the ai speech server was only half the job so i pushed the fastapi service onto AWS EC2 and wired a github based delivery pipeline to keep deployments hands off background ...

overview I’ve set up a clean architecture for the ai repository and containerized it. this pipeline is deployed on a remote server ready for action. background requirements we nee...

Introducing MCP chat interface using llm with github mcp tools tool functions to handle all of github’s functionality. we’d have to create an incredible number of tools sche...