Articles
Notes from the work
Practical writing on adding AI to real systems, and on building the software around it.
What to ask before hiring an AI freelancer
Eight questions that separate people who ship AI features from people who demo them.
Hiring · 2 min read
Adding AI to an existing system without a rewrite
A practical shape for introducing LLM features into a product that already works.
AI integration · 2 min read
Natural language to SQL without leaking your data: guardrails that matter
Why asking a model to 'only write SELECT' is not a security control, and what to layer on top.
Data · 2 min read
How we choose between a workflow tool and custom code
A simple set of questions for deciding whether to build an automation in n8n or write it as software.
Automation · 1 min read