continuous-agent-loop

Autonomous agent loops with quality gates are created by orchestrating continuous workflows integrated with evaluation harnesses and automated recovery controls. This ensures reliable, self-sustaining operations for continuous monitoring and CI/CD pipelines.

An autonomous agent loop is a self-sustaining workflow pattern that operates continuously with integrated quality gates. You need one for persistent, self-improving operations requiring fault tolerance, such as automated testing, CI/CD pipelines, and continuous monitoring.

Automated recovery controls handle repeated failures by implementing targeted strategies to resolve loop churn, repeated stalls, and persistent errors. This prevents infinite cycles and ensures the agent recovers to continue productive operation.

Yes, you can use an autonomous agent loop for automated security monitoring by deploying an agent to continuously scan a codebase for vulnerabilities. It automatically triggers quality gates and recovery actions upon detecting security issues.

Limitations of continuous agent loops include the risk of loop churn and stalls during repeated failures. While automated recovery controls mitigate these issues, persistent unresolved errors can still disrupt self-sustaining workflows if quality gates are not configured correctly.