A structured execution protocol for echoes in AI systems. It includes a series of echoes designed to optimize, evaluate, and plan processes in conversational AI

Advanced prompt engineering system for dynamic compilation, optimization, and swapping of prompt components (tiles) across multiple LLMs. Features IR-based optimization, token-level validation w/ version tracking. Achieves 28.5% token reduction while maintaining 91%+ quality scores.