# Creating an agentic feedback loop with reliability guardrails

DevFeed: [Creating an agentic feedback loop with reliability guardrails](<https://devfeed.tech/articles/creating-an-agentic-feedback-loop-with-reliability-guardrails-11564.md>)

Original publisher: [Read original article](<https://www.gremlin.com/blog/creating-an-agentic-feedback-loop-with-reliability-guardrails>)

Author: Gavin Cahill

Published: 2026-06-25T00:00:00Z

Content type: article

Language: en

Sources: [Gremlin Blog](<https://devfeed.tech/sources/gremlin-blog.md>)

Topics: [AI Development](<https://devfeed.tech/topics/ai-development.md>), [AI-assisted coding](<https://devfeed.tech/topics/ai-assisted-coding.md>), [Chaos Engineering](<https://devfeed.tech/topics/chaos-engineering.md>), [Resilience](<https://devfeed.tech/topics/resilience.md>), [CI/CD](<https://devfeed.tech/topics/cicd.md>), [Code review](<https://devfeed.tech/topics/code-review.md>)

Tags: [agentic-ai](<https://devfeed.tech/tags/agentic-ai.md>), [ai](<https://devfeed.tech/tags/ai.md>), [ai-for-code](<https://devfeed.tech/tags/ai-for-code.md>), [chaos-engineering](<https://devfeed.tech/tags/chaos-engineering.md>), [ci-cd](<https://devfeed.tech/tags/ci-cd.md>), [code-generation](<https://devfeed.tech/tags/code-generation.md>), [resilience](<https://devfeed.tech/tags/resilience.md>), [testing](<https://devfeed.tech/tags/testing.md>)

## AI overview

The article explains how reliability guardrails and resilience testing can create an agentic feedback loop for AI coding. It argues that agentic code review and QA alone may miss production failures, so fault injection and Chaos Engineering can validate system behavior under realistic failures and provide data that improves AI-generated code. It also discusses using resilience tests as an automated CI/CD gate.

## Source excerpt

Reliability guardrails are essential for ensuring resilience with AI development, but they can also be used to create a feedback loop for AI context.