
Author
Henri Parkkonen
COO & Partner
Henri leads delivery — automations, full-stack builds, and the Claude Code workshops. He writes about tooling choices and how they hold up under real workloads.
From Henri
AI-Assisted Development
AI-Assisted Development
Henri Parkkonen·7 Jun 2026·5 min read
AI-Assisted Development at Team Scale: What Works, What Doesn't, and How to Roll It Out
“Yes, kind of” is the default state of AI adoption in most engineering teams. The gap between a few individuals using AI and a whole team using it well is wider than it looks — here’s how to cross it.
AI-Assisted Development
AI-Assisted Development
Henri Parkkonen·31 May 2026·5 min read
Rolling Out AI-Assisted Development: What Engineering Teams Get Wrong in the First Six Weeks
The AI coding tools are genuinely good now. Getting two enthusiasts productive is easy; getting a whole engineering team there is where rollouts go wrong. Here are the five most common mistakes.