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.

Publication library

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 1.2

A reference architecture for preserving organizational context across heterogeneous AI systems through progressive semantic compaction, adaptive provider-neutral inference, Telomere integrity controls, state-transition attention, and selective reasoning.

Enterprise AI ArchitectureOrganizational MemoryAgentic SystemsAI SecurityContext Engineering
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Technical White Paper

Bounded Neuroplasticity: Self-Calibrating Organizational Memory Without Self-Authorizing Knowledge

Reflexive Admission, Governed Plasticity, Evidence-Root Independence, and Reversible Memory Adaptation

Matthew Blizzard

Armored Helix Systems LLC

September 2026 · Version 1.0

A reference architecture for organizational memory that adapts retrieval, language, compaction, routing, and graph structure while preserving external evidence grounding, constitutional authority boundaries, governed evaluation, and reversible change.

Organizational MemoryReflexive AIAI GovernanceKnowledge GraphsAI Security
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