AI Acceleration

AI does not rescue a messy engineering team. AI reflects and accelerates the team system that already exists. Internal systems need organization before AI can be useful. AI will automate chaos and make failures happen faster when ownership, decision records, knowledge, and processes are poor. Without organized foundations, AI increases throughput without improving quality or direction.