[daikikadowaki]

As for "proving it statistically"—you're looking for utility, but I'm defining legitimacy. A constitution isn't a tool designed to statistically improve a metric; it is a framework to ensure that the system remains aligned with human agency. I am not building an LLM optimization plugin; I am building a benchmark for human-AI co-evolution