MarcoFLY Framework is an epistemic control layer for AI that turns every LLM reply into labeled, verifiable knowledge instead of opaque guesses. It stands out by combining fine‑grained certainty labels, configurable “shields” against hallucinations, and a multi‑provider BYOK PWA, so teams can route dozens of models while keeping full transparency and control over what the AI claims
