Research & Publications

Technical thinking behind production AI systems.

Armored Helix publishes technical work on enterprise AI architecture, security, organizational intelligence, evaluation, and the engineering problems that emerge when AI systems move from isolated assistants into production infrastructure.

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Technical White Paper

Persistent Organizational Context in Heterogeneous AI Systems

State-Transition Gating, Semantic Compaction, and Selective Reasoning

Matthew Blizzard

Armored Helix Systems LLC

August 2026 · Version 1.0

A reference architecture for preserving useful organizational context across heterogeneous AI systems through progressive semantic compaction, persistent workstream state, integrity controls, attention-gated reasoning, and bounded relationship discovery.

Enterprise AI ArchitectureOrganizational MemoryAgentic SystemsAI SecurityContext Engineering