Nov 07, 2026
I spent the summer talking to engineering leaders about how AI adoption is playing out in their organizations. Each conversation had rhyming anecdotes. Effectiveness is jagged. Every team has an AI-whisperer managing agent swarms and pushing dozens of parallel tasks. They are thrilled to reinvent their workflow every other week when a new S-tier model drops. The rest of the team is tired of the treadmill, more interested in just getting their jobs done. A team’s impact ceiling is higher than ever before but the floor hasn’t come up with it.