AI + 3:18 marathon
Intent
AI content remain strictly extractive & citation-grounded
SignalZ frames extraction as raw material that must be metabolized into a personal position to escape passive consumption, while Stephen treats any abstractive synthesis as untrustworthy—'worse than slop'—and demands citation-grounded passages, exposing a tension between voice-formation and verifiability in AI workflows.