Avathon Autonomy Platform is a software solution designed for physical AI applications in industrial, logistics, and government operations. The platform utilizes a computational knowledge graph pre-populated with industrial and supply chain domain expertise to enable autonomous agents that manage assets, fleets, people, and networks. The platform addresses three primary operational domains: manufacturing operations including planning, scheduling, quality control, and supply chain management; supply chain orchestration covering sourcing, trade, transport, and inventory management; and asset management for predictive and prescriptive maintenance of fleets and infrastructure. The system is built on several AI technologies including machine vision for visual data interpretation from cameras and inspection equipment, normal behavior modeling using neural networks to detect anomalies and forecast demand, generative AI for scenario simulation and diagnostic hypothesis generation, natural language processing for interpreting unstructured operational data, and knowledge representation for structuring industrial rules and dependencies. The computational knowledge graph connects assets, processes, people, and locations into a continuously updating operational model that enables AI agents to reason across systems and coordinate actions with operational context. The platform is designed to support manufacturing facilities, supply chain networks, and asset-intensive operations requiring coordination of maintenance schedules, parts inventory, and workforce deployment.