Get hands-on with production-ready code. This module provides direct, adaptable implementations for core patterns, including WebSocket reasoning streams, REST control endpoints, and integrated feedback widgets. You'll set up telemetry from day one and learn to harden systems with idempotent controls, PII discipline, and CI checks for UX regression.

We then wire these components into the Cognitive UX Loop, the engine of continuous learning. You will design the bidirectional flow where user feedback directly shapes agent behavior and is visibly reflected back. The focus is on implementing a measurable, closed-loop system where correction transforms into capability.