https://jhooq.com/series/devops/Recent content in DevOps on JhooqHugo -- gohugo.ioCopyright © 2019–2020, Jhooq; all rights reserved.Mon, 09 Mar 2026 00:00:00 +0000https://jhooq.com/kestra-ai-cloud-monitoring/Mon, 09 Mar 2026 00:00:00 +0000https://jhooq.com/kestra-ai-cloud-monitoring/ Table of Contents What Are We Building? Architecture Overview Prerequisites Project Structure Step 1: Multi-Cloud Infrastructure with Terraform Providers Configuration AWS Module — VPC, Subnet, Security Group, EC2 GCP Module — Network, Firewall, VM Root Main and Outputs Step 2: The Flask App — CrashLab API Intentional Chaos — 30% Error Rate Health Check Endpoint Log Endpoint — No SSH Needed Step 3: Running Kestra with Docker Step 4: AI Health Check Flow How the Kestra Errors Block Works The AI Agent Task — Google Gemini 2.