AI-Assisted Development

Rolling out AI-assisted development across a whole engineering team — task decomposition, PR and review process, quality standards, and what actually changes when the tools land.

2 articles

AI Audit AI Automation AI-Assisted Development Fractional CTO

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.

Henri Parkkonen·7 Jun 2026·5 min read

AI-Assisted Development

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.

Henri Parkkonen·31 May 2026·5 min read

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