Attractors Over Guardrails: Why Large-Scale AI Development Needs a New Framework

As AI rapidly expands the state space of possible code implementations, traditional spec-driven development approaches struggle to maintain long-term architectural coherence. Attractor-Guided Engineering (AGE) offers a paradigm shift: rather than imposing rigid constraints, define the stable structures your system should naturally converge toward during evolution. Demonstrated through nop-chaos-flux's successful completion by a single developer in two months using only AI automation, AGE shows how to sustain code quality and architectural integrity as AI-generated changes accumulate.