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Dev.to
7/31/2026
Stopping Runaway AI Loops: Implementing Enterprise FinOps and Observability with PolicyAware

Stopping Runaway AI Loops: Implementing Enterprise FinOps and Observability with PolicyAware

Short summary

PolicyAware is a governance tool that catches runaway AI agent loops—where misconfigured retries generate thousands of redundant API calls and massive token spend—before they cause financial damage. It offers static scanning in CI/CD to flag unshielded tool definitions, unbudgeted API routes, and missing termination conditions, plus runtime enforcement. The post includes concrete CI integration examples with GitHub Actions.

  • PolicyAware provides static scanning in CI/CD to detect unshielded agent tools and unbudgeted API routes
  • Runtime enforcement layer catches recursive agent loops before costs compound
  • Includes GitHub Actions integration example with --fail-on-critical gate

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