Trace-Based Governance for Agentic AI: An MCP-Based Framework for Observability, Human Oversight, and Accountability
Agentic AI systems, LLM-based agents that autonomously plan multi-step tasks and execute them via tool calls, are increasingly deployed in organizations, yet systematic instruments to operationalize governance, transparency, and accountability for agentic tool usage remain lacking. This paper presents the conceptual de...