# Harness RT Agents Detect Resilience Risks and Generate Tests for CD Pipelines and Kubernetes Workloads

DevFeed: [Harness RT Agents Detect Resilience Risks and Generate Tests for CD Pipelines and Kubernetes Workloads](<https://devfeed.tech/articles/automate-resilience-testing-with-agents-13398.md>)

Original publisher: [Read original article](<https://www.harness.io/blog/find-resilience-risks-automatically-then-confirm-them>)

Author: Uma Mukkara

Published: 2026-08-24T00:00:00Z

Content type: release

Language: en

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

Topics: [Resilience](<https://devfeed.tech/topics/resilience.md>), [Testing](<https://devfeed.tech/topics/testing.md>), [Continuous Delivery (CD)](<https://devfeed.tech/topics/continuous-delivery.md>), [Kubernetes](<https://devfeed.tech/topics/kubernetes.md>), [dashboards](<https://devfeed.tech/topics/dashboards.md>)

Tags: [agentic](<https://devfeed.tech/tags/agentic.md>), [agents](<https://devfeed.tech/tags/agents.md>), [blog](<https://devfeed.tech/tags/blog.md>), [chaos](<https://devfeed.tech/tags/chaos.md>), [configuration](<https://devfeed.tech/tags/configuration.md>), [continuous-delivery](<https://devfeed.tech/tags/continuous-delivery.md>), [dashboards](<https://devfeed.tech/tags/dashboards.md>), [deployment](<https://devfeed.tech/tags/deployment.md>), [experiments](<https://devfeed.tech/tags/experiments.md>), [infrastructure](<https://devfeed.tech/tags/infrastructure.md>), [insights](<https://devfeed.tech/tags/insights.md>), [kubernetes](<https://devfeed.tech/tags/kubernetes.md>), [load](<https://devfeed.tech/tags/load.md>), [pipelines](<https://devfeed.tech/tags/pipelines.md>), [product](<https://devfeed.tech/tags/product.md>), [resilience](<https://devfeed.tech/tags/resilience.md>), [services](<https://devfeed.tech/tags/services.md>), [teams](<https://devfeed.tech/tags/teams.md>), [testing](<https://devfeed.tech/tags/testing.md>), [tests](<https://devfeed.tech/tags/tests.md>)

## AI overview

Harness announces an update to Resilience Testing called RT Agents. The agents analyze CD pipelines and Kubernetes workloads for resilience risks, recommend the testing needed to confirm those risks, and can generate and run chaos experiments or load tests and interpret the results.

## Source excerpt

RT Agents detect resilience risk in your CD pipelines and Kubernetes workloads, then generate and run chaos experiments or load tests to confirm it. | Blog