Defensive Publications — Technology Outlaws LLC — AI Inference Security Architecture Prior Art (DP-001 through DP-005)

Five technical disclosures establishing prior art for the Technology Outlaws LLC patent portfolio. Covers: (DP-001) compliance wire protocol frame schema with SimHash content fingerprinting and derivative-only persistence; (DP-002) attacker-perspective large language model pipeline gate for CI/CD security with VNet-constrained model invocation and supply chain integrity verification; (DP-003) multi-layer pre-authentication OSI gate architecture for structural elimination of pre-auth RCE attack surface; (DP-004) database-backed Model Context Protocol server with compound query tier; (DP-005) quantum random number generator seeded moving target defense for AI inference infrastructure. All disclosures are covered by provisional patent applications filed with the USPTO prior to publication.