Practical writing on product work, AI-native workflows, documentation, and building with better context.
27 articles
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Use AI to prepare and run product validation experiments. Choose the right evidence, test with real customers, and decide what deserves further investment.
Give AI the product context it needs for useful work. Use a checklist for users, goals, evidence, constraints, decisions, and the task you want completed.
A working first version can sometimes answer the question you were about to spend weeks testing with a landing page.
I tested direct LinkedIn publishing with an image, then designed three ways to turn it into a recurring, context-aware workflow using Codex, Worklayer, and OpenAI's Agents API.
How AI is changing internal corporate tooling: from Excel and Google Forms to fast internal apps built by subject matter experts
Sergii Alekseev, founder and creator of Worklayer, shares how he built a client AI pre-screening interview platform from a hiring marketplace concept.