# Building a local-first multi-agent orchestration system with autonomous AI workers Local-first AI systems and autonomous workflows are becoming increasingly important as more developers move toward self-hosted and privacy-oriented infrastructures. One idea that kept resurfacing during development was: What would a fully self-hosted multi-agent orchestration platform look like? Most AI agent systems today feel heavily cloud-centric and fragmented. ApexForge Swarm is being designed as a more systems-oriented approach — a platform where autonomous agents can coordinate tasks, execute tools and interact with local LLMs while remaining modular, extensible and privacy-focused. The Core Idea The architecture is currently centered around a supervisor/worker model.…