Digital Shift

What a 5-day AI-driven prototype sprint covers, where fast builds break in front of investors, and how to avoid the most common mistakes.

Two AI features can run the exact same model and still get opposite results. Human-AI interaction design usually explains why. Find out which four decisions make the difference.

Two decades of engineering experience, one AI transformation. What we changed since 2023, what didn't work, and what we run for clients today.

If a vendor is still pitching ACP as your coordination layer, ask them one question. This article tells you which one – and what the honest answer should be.

A hands-on walkthrough for building a minimal MCP server, connecting it to Claude, Cursor, and OpenCode, and testing it before it touches real data.

Complete guide to evaluating design vendors before commitment. Learn the 6-step methodology, avoid pitfalls like AI washing, and discover top 5 Polish design partners ranked. Practical checklist included.

A confident AI answer and a wrong one look identical. This guide breaks down the interface work behind trustworthy AI products: showing where an answer came from, signaling confidence honestly, and placing review checkpoints where a mistake actually costs something.

Rebuilding isn't the default answer. Here's how to retrofit AI into an existing product - and when it actually makes sense to rebuild.