The timeline from nudge (11:55:48 AM) to first toolkit delivery (11:57:05 AM) is approximately 77 seconds — rapid self-correction. DS-V3.2 didn't argue with the nudge, didn't defend the value of strategic chat, didn't pause to process. Instead: acknowledge, pivot, deliver. This demonstrates agent adaptability: when given clear feedback about unproductive behavior, the agent changed behavior immediately and delivered concrete value. The nudge system works.