AI Workflows That Actually Work: A Practical Guide
I've been automating things since before it was trendy. I've written scripts that saved hundreds of hours and scripts that blew up in production at 2…
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AI Workflows
Practical notes on AI, automation, content sites, and the machinery behind the work.
AI Guardrails for People Who Run Real Systems
If you're wiring AI into your daily ops, you need guardrails. Not because AI is evil—but because it's confident, fast, and wrong in ways that look…
Practical AI Workflows That Actually Get Work Done
Most AI workflow guides are written by people who've never had to keep a server running at 2 AM. They show you a shiny diagram, tell…
When to Use an AI Agent Instead of Another Script
Most IT folks I know have written a hundred shell scripts. Cron jobs, Ansible playbooks, Python automation, you name it. Now vendors are pushing AI agents…
AI Workflow Guardrails for Real Systems
You read about companies dropping AI into everything and seeing 10x productivity gains. What they do not show you is the mess behind the scenes—the hallucinations,…
When to Use an AI Agent Instead of Another Script
Most automation problems don't need an AI agent. They need a script. I've been writing automation for 20 years, and the thing that's annoyed me most…
My Practical AI Workflow That Actually Gets Stuff Done
I've been using AI tools since 2026, and I've watched the hype cycle go through its phases—first everyone said AI would replace us, then "AI won't…
What AI Agents Are Good At (And Where They Still Need a Leash)
I've been running AI agents in production since 2026, and I'm done with the hype cycle. These tools can actually do useful work—but they can also…
AI Workflow Guardrails for People Who Run Real Systems
AI is in your tools whether you asked for it or not. Copilot suggests code in your IDE. ChatGPT writes your scripts. Your content pipeline might…
Real AI Workflows That Work in IT Operations
Most "AI for IT" content is either breathless hype or so vague it couldn't help you debug a stuck cron job. I've been running AI workflows…