Frameworks and thinking about AI systems, deployment, and the organizational dynamics that shape what gets built.
HALA: Human-AI Layered Architecture
Pattern language for human-AI role allocation: 28 patterns across 5 layers. Emerged from deployment experience where organizational dynamics—not technical capabilities—were the binding constraint.