Build 12154.10000 introduced enhanced logic for the AML engine. Unlike traditional signature-based antivirus, which relies on known threat definitions, this version leverages cloud-based reputation lookups and local AML models to identify zero-day threats. The build optimized the balance between false positive prevention and aggressive threat detection, utilizing millions of telemetry nodes from the Symantec Global Intelligence Network.