When software work becomes more agentic, the human job does not vanish. The center of gravity changes.

The risk moves away from hand-authoring every line and toward framing the problem, managing context, validating outcomes, and noticing where failure modes are hiding now.

Signals of the shift

  • Better problem framing matters more.
  • Better verification habits matter more.
  • Better instincts about what context matters matter more.
  • You have to notice when confidence has outrun understanding. You will be inclined to anthropomorphize the agent and get briefer and less clear, like a coworker who finally gets your shorthand. At the time of writing, it still needs you to manage context effectively.

The leverage is real. So is the chance to get lost faster and in more impressive ways.