AI expands what one person can do, while responsibility for results remains human. Thoughts on drive, business understanding, ownership, and smaller teams.

The difference in responsibility between solo developers and engineering teams using AI to write code, and how code review and quality safeguards relate to who bears the risk.

My experience building an AI development workflow around code review as a teaching tool, business contracts in frontend code and data flows, and integration tests that catch potential production incidents before release.

Services I'd consider for a new SaaS.