Governance & Trust

A research pillar on the oversight loops, decision integrity, and trust frameworks required for durable agentic systems.

The Problem

Agentic systems introduce new risk surfaces. Without governance, autonomy becomes a liability rather than an advantage.

This pillar establishes how oversight loops and human-in-the-loop design sustain accountability without slowing strategic velocity.

Key Concepts

• Oversight Loops
• Decision Integrity
• Human-in-the-Loop
• Risk Containment

Selected Essays

• The Myth of AI Neutrality

  Why AI systems inherit structural bias from their context.

• Does AI Behave Like a Black Hole

  How feedback loops can distort decision ecosystems.

• The Hidden Cost of Platform Dependency

  Governance risk in outsourced intelligence systems.

• Model Context Protocol (MCP)

  Structuring boundaries between autonomy and control.

• The Agentic Operating Model (Governance dimension)

  Embedding oversight within adaptive systems.

• Managing the New Workforce

  Designing accountability in human-agent collaboration.