Eran Bibi, co-founder and chief product officer at Firefly, discusses two open-source AI tools, AIaC and K8sGPT, that aim to reduce DevOps friction by automating tasks such as generating IaC code and troubleshooting Kubernetes issues.
- AIaC (AI as Code):
An open source command-line interface (CLI) tool that enables developers to generate IaC (Infrastructure as Code) templates, shell scripts, and more using natural language prompts.
Example: Generating a secure Dockerfile for a Node.js application by describing requirements in natural language.
Benefits: Reduces the need for manual coding and errors, accelerating the development process.
- K8sGPT:
An open source tool developed by Alex Jones within the Cloud Native Computing Foundation (CNCF) sandbox.
Uses AI to analyze and diagnose issues within Kubernetes clusters, providing human-readable explanations and potential fixes.
Example: Diagnosing a Kubernetes pod stuck in a pending state and suggesting corrective actions.
Benefits: Simplifies troubleshooting, reduces the expertise required, and empowers less experienced users to manage clusters effectively.
This Splunk Lantern blog post highlights new articles on instrumenting LLMs with Splunk, leveraging Kubernetes for Splunk, and using Splunk Asset and Risk Intelligence.
This article explores the use of LLMs for Kubernetes troubleshooting with k8sgpt, a tool that utilizes OpenAI to analyze Kubernetes clusters, identify issues, and provide explanations.
How to use Kubernetes to manage and streamline AI workflows, leveraging the power of open source tools and the Kubernetes AI Toolchain Operator.