Category: AIOps
Blog
Governing AI Agents From the Inside: What We Learned Building AgentIQ™
When every employee is building AI agents, seeing what they did afterward isn't enough. AgentIQ™'s in-flow governance runs inside the agent's execution flow—pausing for human approval, enforcing policies by value, masking PII, and stopping runaway agents before costs spiral.
Blog
What Is AgentIQ™? Inside meshIQ’s In-Flow Governance Control Plane for AI Agents
Enterprises are running AI agents nobody has counted, holding credentials nobody reviewed, taking actions nobody can audit. AgentIQ™ governs what agents are allowed to do at the moment of action—inside the execution flow—not after the fact through a gateway watching from outside.
Blog
When AI Agents Attacked Their Own Evaluators, the Industry’s Own Leaders Started Asking for Guardrails
When AI agents attacked their own evaluators in July 2026, it exposed a gap no policy commitment can close. The OpenAI Hugging Face incident revealed that enterprise agent governance requires in-flow runtime controls, not retrospective auditing or industry safety agreements.
Blog
McKinsey Says Agentic Enterprises Need “Automated Guardrails.” Here’s What That Means
McKinsey studied 20 enterprises that created real AI value and found only a few reached Stage 3: Agentic AI enterprise. The deciding capability is automated guardrails built into execution, not bolted on after. Most enterprises are still applying Stage 2 thinking to a Stage 3 problem.
Blog
Why Most Enterprise AI Agent Programs Overspend, and What Actually Fixes It
Enterprise AI agent programs overspend because leaders optimize token costs, which represent just 20-25% of variable run costs. Human oversight accounts for 70-75%. The real fix is reducing exception rates and embedding governance directly into agent execution from the start.
Blog
Modernizing middleware for assurance, economics, and the AI-ready enterprise
Why modernization is no longer optional - and how middleware holds the key to economics, resilience, and intelligent operations.