>_ observability_audit --system your-ai-stack

Does your AI system need human validation?

63% of enterprise leaders now require human validation of every AI output — triple from last year. The "hands-off" AI era is over. Run 6 checks to find your validation level and get the observability checklist that matches.

Framework from Steve (@stevesystems) — source reel: instagram.com/reel/DdouEF7jDAL

Framework: Steve (@stevesystems), “The 'hands-off' AI era is over” — original reel. 63% figure via KPMG, cited in the reel. Explorable built by Vibe Rooster — shared free for 7 days as a gift for the creator to keep.