AI Governance

Frameworks for controlling AI agents safely: risk tiering, escalation, observability, and audit.

9 articles

The Confused Deputy Problem in AI Agents: Why Ambient Authority Destroys Enterprise Security

13 October 2026

An AI agent running on a master service key can be talked into fetching data its user is forbidden to see. Delegated, ephemeral, data-layer-bound authorization closes the gap that prompt guardrails can't.

AI Agents AI Security AI Architecture

AI Governance

Human-in-the-Loop 2.0: Designing Escalation Triggers That Don't Bottleneck Agents

22 September 2026

Requiring human approval for every agent action is not governance — it is a queue. Here is how risk scoring, confidence thresholds and async escalation keep agents fast and safe.

AI Governance AI Agents Enterprise AI

AI Governance

The AI Agent Containment Gap: Why You Can't Shut Down a Rogue Agent

04 July 2026

60% of enterprises can't quickly shut down a misbehaving AI agent. Here's the four-primitive containment architecture that closes the gap before an incident.

AI Agents AI Governance Security

AI Governance

AI Agent Rollback & Recovery: A Production Playbook for 2026

16 May 2026

When an AI agent takes the wrong action in production, can you undo it? A practical rollback and recovery playbook for enterprises running agents at scale.

AI agents AI governance production AI

AI Governance

Your AI Agents Have Logins. Most Companies Aren't Managing Them

12 May 2026

AI agents now outnumber human users 45-to-1 in many enterprises, and legacy IAM can't govern them. Here's how to secure non-human identities before they become your biggest breach risk.

AI agents identity security AI governance

AI Governance

AI Agent Observability: Monitoring Autonomous Systems in Production

27 April 2026

AI agents run autonomously in production—but most enterprises can't see what they're doing. Here's how to build observability before regulators demand it.

AI agents observability AI governance

AI Governance

AI Sprawl: The 94% Problem Strangling Enterprise AI in 2026

19 April 2026

94% of enterprises now report AI sprawl is creating complexity, security risk, and technical debt. Here's a practical playbook to consolidate without killing momentum.

AI Sprawl AI Governance Enterprise AI

AI Governance

Shadow AI Is Your Biggest 2026 Risk: A Governance Playbook

13 April 2026

90% of employees use personal AI accounts for work. Here's how CTOs and CIOs can bring shadow AI under control without killing productivity.

Shadow AI AI Governance Enterprise Security

AI Governance

EU AI Act August 2026 Deadline: Your Business Action Plan

11 April 2026

The EU AI Act high-risk compliance deadline hits August 2, 2026. Here is a practical action plan covering risk classification, documentation, and governance.

AI Governance EU AI Act Compliance