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A practical guide to spot subtle AI nudges—run a 30–120 minute audit, add provenance labels and a confirmation tap, then roll changes in a 5–20% canary with clear abort rules.
Add a lightweight VIBE✓ pre-approval step to cq that flags vulnerabilities, intent-impact gaps, bias, and edge cases. Learn the checklist, CI gate pattern, and approval rules.
Step-by-step primer to clone OfficeOS, run its Quickstart demo locally, verify agents accept work, and prepare a staging rollout—practical checklists and rollout notes included.
Practical checklist to clone and run Opensoul (iamevandrake/opensoul): start a 90‑minute demo, save a campaign artifact, and track cost, latency and QA to evaluate agentic marketing.