Engineering Notes

AI Engineering

Notes from building AI features that have to work every day, not just in a demo: how models are wired into products, how their output is checked, and what it costs to run them.

When Should Your Business NOT Use AI? 10 Cases Where Simpler Software Is Better

Published on: September 17, 2026·AI Engineering · 9 min read

Buy vs Build AI: Should Your Business Use an Off-the-Shelf Tool or Build a Custom AI System?

Published on: September 17, 2026·AI Engineering · 13 min read

Adding AI to a Laravel or Go Product Without Runaway Costs

Published on: September 17, 2026·AI Engineering · 14 min read

Building a Private RAG Stack on PostgreSQL: pgvector, BM25 and TEI in Practice

Published on: September 17, 2026·AI Engineering · 13 min read

RAG Chatbot vs Scripted Bot: What Do Your Customers Actually Get?

Published on: September 17, 2026·AI Engineering · 10 min read

RAG vs Fine-Tuning vs AI Agents: Choose the Problem Before the Technology

Published on: September 17, 2026·AI Engineering · 14 min read

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