Jul 5, 2026 · 10 min read
Roles Are Bundles of Capabilities. AI Is Starting to Unbundle Them.
The AI-era role debate is asking the wrong question. Work should be matched to evidenced capabilities, not just titles.
AIProduct DevelopmentProduct ManagementOrganizational Design