When ChatGPT launched, many people panicked. "AI will replace developers!" In reality, after using AI tools daily for over a year: AI doesn't replace engineers — it amplifies them. I'm 2-3x more productive, not because AI writes my code, but because it eliminates the boring parts.
What I Actually Use AI For
1. Writing Ansible Playbooks and Scripts
Instead of spending 30 minutes writing a playbook from scratch, I describe what I need: "Create an Ansible playbook that installs Docker on Ubuntu 22.04, adds the current user to the docker group, and enables the service." I get a working draft in seconds, then review and customize it.
2. Debugging Configuration Issues
Nginx returning 502? Paste the error log into Claude, describe your setup, and get targeted suggestions. AI is excellent at pattern-matching common misconfigurations that would take 45 minutes of Stack Overflow browsing.
3. Writing Documentation
Nobody likes writing runbooks. I describe the procedure, AI generates clean structured documentation. I review it, add context — done in a quarter of the time.
4. Learning New Tools
"Explain Prometheus alerting rules with examples" gives you a personalized tutorial instantly. Like having a senior engineer available 24/7.
What AI Is Bad At
- Architecture decisions — AI doesn't understand your business context, budget, or team capabilities
- Security-critical configurations — always verify against official documentation
- Debugging production issues — AI can help analyze logs, but it can't access your systems
- Novel problems — if it's not in the training data, AI will confidently give you wrong answers
My AI Toolkit
Claude — my go-to for complex tasks, long documents, and code review. Excellent reasoning.
ChatGPT — great for quick questions and brainstorming.
GitHub Copilot — autocomplete on steroids. Saves time on repetitive patterns.
Claude Code — this entire website was built with AI assistance. Blog, payments, SEO — all developed faster thanks to AI pair programming.
The Bottom Line
AI tools are not magic — they're power tools. A chainsaw doesn't make you a lumberjack, but a lumberjack with a chainsaw is 10x more productive than one with an axe.
Want to learn how AI can speed up your infrastructure work? Book a free consultation.
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