A11 — System Integration Guide

The A11 — System Integration Guide defines the engineering requirements, interfaces, and implementation patterns for integrating Algorithm 11 (A11) into autonomous systems, robotic platforms, multi‑agent architectures, and hybrid human–AI reasoning systems. The document explains how A11 functions as a universal decision‑making layer between perception and control, how it interacts with context and communication subsystems, and how it can be deployed in real‑world environments. This guide serves as the practical engineering companion to the A11 Cognitive Architecture, Decision Layer Specification, and Language Specification.