When Context Becomes Memory: Building a Self-Improving Agentic System

I’ll demo how CodeWords turns chat interactions into continuous agentic learning. It’s a chat-to-workflow platform where every workflow is built from modular microservices — and every user interaction becomes part of the agent’s evolving context. In this live demo, I’ll show how the agent reads its own code, detects a recurring failure, proposes a pull request, and validates the fix. The equivalent of RL in context engineering at runtime.