Memrail Blog

Insights on AI agent architecture, memory systems, and enterprise AI safety from the Memrail team.

Guardrails vs. Decision Plane

Guardrails restrict. Decision Planes select. As AI evolves from chatbots to agents, the industry needs a new architectural layer for decision governance.

Memrail Team • January 13, 2026

Context Graphs Need a Decision Plane

Context graphs capture decision traces, but representation alone doesn't govern action. A decision plane determines when learned patterns earn authority to drive execution.

Anthony D. Martin • January 12, 2026

The Missing Layer in Agent Systems: Semantic Boundaries, Not Bigger Context Windows

Agent systems fail not because their context windows are too small, but because they lack semantic boundaries. This article introduces the architectural pivot from unstructured context accumulation to governed, ontology-driven admissibility - enabling predictable execution, stable growth, and deterministic agent behavior.

Memrail Team • December 5, 2025

The Rise of the Decision Plane

The Decision Plane is where decision logic lives as modular policy, separate from your application code. Learn how this new layer enables auditable, composable, and extensible AI systems.

Memrail Team • November 6, 2025

SOMA AMI™ — Memory that upgrades memory™

Introducing the SOMA Agent Triad: Hindsight™, Insight™, and Foresight™. Learn how SOMA Adaptive Memory Intelligence™ creates memory that upgrades memory through an integrated system for reflection, understanding, and anticipation.

Memrail Team • October 10, 2025