Skip to main content

One post tagged with "team-capability"

View all tags

The AI Literacy Gap Inside Your Own Team Is the Biggest Delivery Risk on Your Roadmap

· 10 min read
Tian Pan
Software Engineer

Your hiring page asks for AI experience. Your launch announcement names the AI features. Your roadmap commits to two more this quarter. And on the team that has to ship and maintain all of it, one engineer actually knows how to debug an eval failure, two can edit a prompt confidently, and twelve treat the LLM call as a black box they hand off whenever it misbehaves.

That distribution is the delivery risk nobody on your leadership team has named, because the team's stated AI capability — the thing that goes on the slide — is the maximum of any individual member's skill, and the team's actual delivery velocity is the median. The slide says one number; production runs on the other.