Beyond Confident Guesses: How Multi-Agent Systems Validate AI Research

Single AI agents often confidently deliver plausible-sounding but factually incorrect answers—a phenomenon called confabulation. This adaptive research pipeline solves the problem by deploying specialized agents that survey knowledge landscape, identify gaps, research them in parallel, and validate claims through distributed consensus before presenting results, dramatically improving reliability for critical decisions.