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⚡ AI Lessons

Dev.to · James Joyner
☁️ DevOps & Cloud
⚡ AI Lesson
3d ago
From Docker Build to Kubernetes Deploy on Ubuntu: The Image Workflow That Never Changed
Amid all the noise about dockershim, one thing got lost: the everyday workflow of building an image...

Dev.to · James Joyner
☁️ DevOps & Cloud
⚡ AI Lesson
5d ago
State Encryption in OpenTofu: How It Works and How to Roll It Out
If you've ever cat-ed a Terraform or OpenTofu state file, you already know the uncomfortable truth:...

Dev.to · James Joyner
☁️ DevOps & Cloud
⚡ AI Lesson
1w ago
Fix Docker Exit Code 137 (OOMKilled): Why It Happens and How to Stop It
Your container died and docker ps -a shows something like Exited (137) 4 minutes ago. Nine times out...

Dev.to · James Joyner
☁️ DevOps & Cloud
⚡ AI Lesson
2w ago
The 10 Docker Errors That Waste the Most Time (and the One-Line Fix)
Docker is fantastic right up until it throws one of its greasy, context-free error messages at you...

Dev.to · James Joyner
☁️ DevOps & Cloud
⚡ AI Lesson
2w ago
7 Dockerfile Mistakes That Are Quietly Costing You
Most Dockerfiles work. That's the problem — "it builds and runs" hides a lot of quiet costs in...

Dev.to · James Joyner
☁️ DevOps & Cloud
⚡ AI Lesson
2w ago
Docker vs Kubernetes: Do You Actually Need an Orchestrator Yet?
Docker and Kubernetes aren't competitors — one builds and runs containers, the other orchestrates them. Here's how to tell if you need an orchestrator yet.

Dev.to · James Joyner
☁️ DevOps & Cloud
⚡ AI Lesson
2w ago
From Docker Compose to Kubernetes: What Actually Changes
Comfortable with docker compose and wondering what moving to Kubernetes really means? A practical map from Compose concepts to their Kubernetes equivalents.

Dev.to · James Joyner
☁️ DevOps & Cloud
⚡ AI Lesson
2w ago
Docker Containerization: Turning 'Works on My Machine' Into a Reproducible Artifact
Docker containerization turns 'works on my machine' into a single immutable, reproducible artifact. Here's what that actually solves in production.

Dev.to · James Joyner
☁️ DevOps & Cloud
⚡ AI Lesson
2w ago
Docker Containerization Habits That Keep Production Calm
The boring, hard-won Docker habits that keep production calm: pin everything, build in CI, small single-purpose images, and treat every image as immutable.

Dev.to · James Joyner
☁️ DevOps & Cloud
⚡ AI Lesson
2w ago
What Is a Docker Image, Really? Layers, Caching, and Size
A Docker image is a stack of read-only layers; a container adds a thin writable one. Understand layers, caching, and size and confusing behavior clears up.

Dev.to · James Joyner
☁️ DevOps & Cloud
⚡ AI Lesson
2w ago
The Docker CLI Commands I Actually Use Every Day
The ~15 Docker CLI commands that cover 95% of real work — run, exec, logs, inspect, stats, prune — with the useful flags most people miss, grouped by task.

Dev.to · James Joyner
☁️ DevOps & Cloud
⚡ AI Lesson
3w ago
Debugging Containers From the Terminal: A Practical Docker CLI Workflow
A container that's misbehaving is one of those problems where your instinct works against you. The...

Dev.to · James Joyner
☁️ DevOps & Cloud
⚡ AI Lesson
3w ago
The Right Way to Pair AI With Terraform Plans
terraform plan is honest about what it's going to do. The problem is it's also verbose, repetitive,...

Dev.to · James Joyner
☁️ DevOps & Cloud
⚡ AI Lesson
1mo ago
DevOps Security Best Practices Every Engineering Team Should Follow
I've spent 25 years securing Linux boxes, cloud accounts, CI/CD pipelines, and production clusters....

Dev.to · James Joyner
☁️ DevOps & Cloud
⚡ AI Lesson
1mo ago
Vibe-Coded Infrastructure: How to Ship Fast Without Torching Production
You described what you wanted in plain English, the model wrote the Terraform, you ran apply, and it...

Dev.to · James Joyner
☁️ DevOps & Cloud
⚡ AI Lesson
1mo ago
How to Use Claude to Troubleshoot Linux Servers
Claude is genuinely useful for production Linux troubleshooting — when you use it right. Here's the...
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