AICtrlNet is a governed AI orchestration platform that treats human team members as first-class agents with defined capacity profiles, not just approval gates. It enables human-in-the-loop decision making by integrating people into workflows as active participants with role-based autonomy, ensuring accountability and compliance. The platform uses a 6-phase Control Spectrum to define autonomy levels per agent and workflow, allowing humans to intervene at critical decision points. It supports coordination between AI agents, human team members, and enterprise systems (CRM, M365, LOB apps) under a single governance model. With 43 pre-configured agent templates and 177+ workflow templates across 41 industry packs, AICtrlNet enables compliant, production-ready operations. The MIT-licensed Community Edition supports self-hosting and air-gapped deployment for regulated environments.