Power-User Systems

An AI response surface that streams the way live chat UIs stream. A shimmer while the model thinks, tokens arriving on an irregular clock and blurring into place, a generation caret riding the last word, and stop and regenerate controls that actually interrupt. The cadence rides the animation clock rather than timer chains, so pausing the bench freezes generation mid-word. Only the trailing window of tokens are live animated elements, and everything older folds into one static text node, so a long answer never accumulates a thousand springs. An invisible ghost of the full answer holds the final height, so neither the thinking-to-streaming swap nor the stream itself ever moves layout.