Introduction: Beyond Recommendation Systems


This article presents VideoLedger, a ledger-first cognitive architecture designed to transform video platforms from opaque recommendation engines into transparent, pattern-based intelligence systems. Unlike traditional approaches that treat user interaction as ephemeral data points, VideoLedger...