Notes on AI & engineering
Practical writing on AI application development, MCP servers, integrations, and growth engineering, straight from the work itself.
5 Stripe Integration Mistakes That Cost Startups Money
The most common Stripe integration mistakes (missing idempotency, fragile webhooks, and bad failure handling) and how to build payment flows that hold up in production.
Read article →How to Hire an AI Engineering Consultant (Without Wasting Money)
What to look for when hiring an AI consultant, the questions to ask, and how to scope an engagement so you get working software instead of a strategy deck.
Read article →What Is an MCP Server (and When Does Your Team Need One)?
A plain-English guide to Model Context Protocol servers: what they are, what they do, and the signs your team should build one.
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