An Implementation of the Microsoft Agent Governance Toolkit for Safe AI Agent Tool Use with Policies, Approvals, Audit Logs, and Risk Controls

Microsoft's Agent Governance Toolkit has been implemented in a Colab-ready workflow that prevents AI agents from directly executing tools, instead routing every action through a governance layer that checks identity, trust score, risk tier, and sensitivity level. The system enforces policies, requires approvals, maintains audit logs, and applies risk controls before any tool use is permitted. This implementation aims to ensure safe and accountable AI agent operations by adding structured oversight to every agent action.