
Tutorial
Build an AI Customer Support Chatbot in 20 Minutes
An honest look at when AI chatbots actually help your business — plus a working Python demo you can clone and run right now.
Apr 19, 20267 min
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Thoughts on AI engineering, building intelligent systems, and practical automation.

An honest look at when AI chatbots actually help your business — plus a working Python demo you can clone and run right now.

Traditional automation handles rules. AI automation handles judgment. Learn the difference, see real cost data, and build a hybrid invoice processor with OpenAI and Python.

A practical guide to retrieval-augmented generation with quality guardrails — what works, what doesn't, and how to know the difference.