Digital Shift

A practical, step-by-step approach to documenting undocumented legacy systems with AI, including where it breaks down and when it's worth running now.

Before you greenlight a "weekend build," here's what vibe coding can deliver, where it breaks, and how to tell if it fits your pitch.

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.

A practical guide to reducing technical debt with AI agents – from scored assessment and agent-led refactoring to the senior-review gates and governance decisions that determine whether the paydown actually holds in production.

Model Context Protocol in production, not on a roadmap. Five real MCP server implementations by Boldare – RAG search for a public institution, an agent-facing RFQ server, and an MCP-powered CMS workflow – with the technical build and business result behind each.

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

A single agent or a coordinated multi-agent system: the two architectures solve different problems. Here's how to tell which one fits your workflow.