What question did this study set out to answer?

The aim is to establish prior art for Technology Outlaws LLC's patent portfolio relevant to AI inference security.

May 20, 2026Open Access

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

Key Points

The aim is to establish prior art for Technology Outlaws LLC's patent portfolio relevant to AI inference security.
Five technical disclosures cover various aspects of AI inference security architecture.
Disclosures include compliance wire protocol schema, security gates, multi-layer pre-authentication, and quantum defenses.
All disclosures are backed by provisional patent applications filed with the USPTO.
Establishes a comprehensive framework for AI inference security through innovative architectures.
Introduces unique solutions like quantum random number generation for securing AI infrastructure.
Demonstrates new strategies for mitigating RCE attack surfaces in AI systems.

Abstract

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.

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

Key Points

Abstract

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