That's interesting, it reminds me of something we've realized internally at my company, AI coding is best used with strict adherence to requirements and tests (potentially generated by AI), reviewed by a human developer

Indeed. CLAUDE.md is a linear memory for agents. Hardly the structure for multi orchestration requires for agenetic programming today. CANONIC is a learning language to customize agents across your governance tree. Ever internal node is an opportunity to govern intelligence which completely redefines what agents can do, how they communicate and the overall sophistication of fleet orchestration.