AI-enabled organizations should reorganize around end-to-end "loops" owned by generalists, not specialist functions¶
Insight: According to Shrivu Shankar, as AI handles execution tasks previously requiring specialists, organizations should "transpose" from functional columns (engineering, design, ops) to horizontal "loops" — end-to-end problem-solving chains owned by single generalists. A loop is defined as "the full chain of decisions between a problem and a deployed solution, owned by one person."
Detail: The model requires structural changes: specialists shift from execution to encoding judgment into platforms, guardrails, and context layers. New "loop manager" roles develop people into capable loop owners. Shankar identifies constraints including judgment bandwidth (humans can only maintain quality taste across limited domains), irreducibly human touchpoints, and bus-factor risk from individual loop ownership. Hiring shifts from filling functional columns to recruiting builders who've shipped end-to-end products.
Sources
- Shrivu Shankar — "The Transposed Organization" (2026-03-29)