The Beginner AI Automation Stack for Building Real Systems

What this solves

Most beginners do not need a complicated software stack. They need a simple system for turning repetitive work into repeatable workflows.

Recommended stack

• n8n for workflow automation
• GitHub for version control
• Astro for publishing
• Cloudflare Pages for hosting
• AI for drafting and summarizing
• Manual approval before publishing

Why this works

This setup keeps costs low while still giving you a professional publishing workflow.

Final recommendation

Start simple. Automate draft creation first. Only automate publishing after the review process is stable.