AI expands what you can do, but widens the competence gap
AI tools let non‑experts perform tasks at a medium level, but they can’t match expert judgment, creating a gap in quality and accountability. This shifts roles across product, design, and engineering, forcing managers to rely on AI output they can’t fully evaluate, which reshapes decision‑making and risk.