Full-Stack DevOps & Kubernetes

Aug 11, 2026 · Cloud Native

One‑Click AI Knowledge Base Solves Massive Document Search for K8s Fault Root‑Cause Analysis

The article describes a self‑built K8s‑RAG‑AIOps tool that uses an offline vector knowledge base and the DeepSeek‑v4‑pro model to automatically retrieve internal SOPs, collect live cluster data via SSH, and generate a complete, executable fault‑diagnosis report, dramatically speeding up Kubernetes troubleshooting while keeping data secure.