Deepak Varadarajan Bhattachar

Current AI governance frameworks emphasize accountability after harm through audits, disclosures, and procedural compliance, but they lack enforceable mechanisms that can prevent unlawful or unethical digital actions before they occur. The global policy landscape remains divided between speculative discussions of distant risks and the absence of real time systems capable of ensuring lawful execution within existing infrastructures. The Entropica Protocol addresses this structural gap by introdu