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Most companies are getting no value from AI
AI adoption is near-universal but value creation is concentrated in a small minority. The gap between pilots and production, the risks nobody is preparing for, and what actually happens when AI-generated code hits your systems.
Structuring engineering teams for AI first development
How to structure engineering teams when AI agents are part of the workforce.
Hiring and mentoring engineers in an AI first world
AI has changed what you should test in interviews, how you onboard juniors, and what mentoring actually looks like. The practical playbook for the people side of AI-first engineering.
AI won't fix your engineering team. It will amplify everything - good and bad.
AI productivity tools amplify what already exists in your engineering team - for better or worse. The diagnosis - what the data actually shows about AI, productivity, and the growing gap between seniors and juniors.