@thinkwithops

How I Built an AI That Diagnoses GitHub Actions Failures Automatically

Mar 20 · 6 min read · The Problem GitHub Actions failure logs are noisy. Finding the actual error in 500 lines of output takes time you don't have during an incident. You get a red X, click through multiple pages, scroll p

# I Built a Local AI Terraform Generator and Tested It By Actually Deploying to AWS — Here Are the Results

Mar 13 · 5 min read · The Idea Every time I needed a new AWS resource, I'd spend 20 minutes reading Terraform docs just to get the syntax right for something I'd done before. I wanted to type plain English and get working

# I Built an AI Kubernetes Pod Debugger — Diagnoses CrashLoopBackOff, OOMKilled, and More in Seconds

Mar 13 · 5 min read · Why I Built This K8s error messages are designed for cluster operators, not for the developer who just shipped a feature and now has a pod stuck in CrashLoopBackOff at 11pm. kubectl get pods tells you

I Built an AI AWS Cost Detective That Found $900/Year in Waste — Here's How

Mar 8 · 4 min read · The Problem AWS Cost Explorer shows you data. It doesn't tell you what to do about it. I was paying $127/month and knew I was wasting money but couldn't quickly identify where. What the AI Found Runn

How I Built a Local AI Docker Vulnerability Scanner (No API Costs, No Cloud)

Mar 6 · 4 min read · The Problem with Trivy Output Running Trivy gives you a wall of CVE numbers. Most developers copy-paste them into Google and spend 20 minutes figuring out if each one actually matters for their use ca