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June 10, 20260 citationsOpen Access

A Path-Dependent, Multi-Layered Architecture for Runtime Governance and Post-Quantum Cryptographic Assurance of Autonomous AI Agents

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PMPatrick MatthewsAffinity Water (United Kingdom)

Key Points

  • This research aims to establish a robust runtime governance architecture for autonomous AI agents that enhances security against emerging threats.
  • Developed a 10-layer defence-in-depth enforcement pipeline with path-dependent policy evaluation.
  • Integrated post-quantum cryptographic identity management across server-side gateways and mobile applications.
  • Conducted empirical evaluation using 1,098 automated tests to assess performance and security measures.
  • Achieved sub-millisecond per-layer overhead ($<0.25$ ms) in the enforcement pipeline.
  • Identified a PostgreSQL connection pool bottleneck at 150 req/sec with a p95 latency of 1,610 ms.
  • Optimized performance with a Redis-backed cache, improving p95 latency to 19 ms while maintaining a 100% detection rate for FGA violations.

Abstract

As autonomous AI agents transition from sandboxed experiments to enterprise production environments, traditional reactive and identity-only security models have proven insufficient. These models fail to address the real-time, path-dependent nature of autonomous decision-making and the emerging threats of prompt injection, goal substitution, and semantic drift. This paper presents a novel runtime governance architecture comprising a 10-layer defence-in-depth enforcement pipeline. The framework introduces path-dependent policy evaluation, semantic intent alignment, and mandatory Client-Initiated Backchannel Authentication (CIBA) for high-risk actions. Furthermore, we detail the integration of post-quantum cryptographic identity management (hybrid Ed25519 and ML-DSA-65 / FIPS~204) across both server-side gateways and two distinct mobile companion applications: the Aegis CIBA companion (enterprise operator HITL approval) and the Sentinel companion (vendor-level biometric-gated PQC authentication). Empirical evaluation of a preproduction reference implementation comprising 1, 098 automated tests demonstrates that the structural and semantic perimeter introduces sub-millisecond per-layer overhead (<0. 25\, ms). Through rigorous load testing, we identify a PostgreSQL connection pool bottleneck at 150\, req/sec (p95 latency 1, 610\, ms) and demonstrate that a Redis-backed read-through cache optimisation yields an 85 improvement, reducing p95 latency to 19\, ms while maintaining a 100\% detection rate across the evaluated adversarial test corpus for Fine-Grained Authorisation (FGA) violations under sustained load. The architecture natively supports publicly routable gateway endpoints, enabling seamless cellular CIBA device pairing over Wide Area Networks (WAN).

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Cite This Study

Patrick Matthews (2026) studied this question.

synapsesocial.com/papers/6a2900d96f82f25be989d4fahttps://doi.org/10.5281/zenodo.20592732
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