What happens when AI agent governance is missing at scale – Help Net Security

What happens when AI agent governance is missing at scale – Help Net Security
Gourab Basu of meshIQ explains that AI agent governance must happen inside the execution flow, because prompts alone cannot reliably control nondeterministic agent behavior. He also warns that scaling from a few agents to thousands requires framework-independent controls, auditability, and human approval for actions that affect enterprise systems. #meshIQ #GourabBasu

Keypoints

  • Prompt instructions are not a sufficient control boundary for AI agents.
  • Governance must inspect proposed actions before they reach production systems.
  • Refunds above policy thresholds should pause for human confirmation.
  • Enterprise controls must stay consistent as agent counts grow from ten to a thousand.
  • Governance should be framework-independent and built with adapters for different tool execution models.

Read More: https://www.helpnetsecurity.com/2026/09/16/gourab-basu-meshiq-ai-agent-governance/