Decide/Execute/Deliver Model of Cognitive Work

A model splitting cognitive work into deciding (judgment, accountability), executing (the automatable task itself), and delivering (accountable real-world follow-through) — used to explain why AI automating the "execute" layer hasn't eliminated jobs, since deciding and delivering still require humans.

Also known as: decide execute deliver, three-layer model of cognitive work

Part of: AI Labor Disruption

Documents (2)

• Arvind Narayanan on Why AI Isn't All That Revolutionary Yascha Mounk · 2026-07-07 source ↗ Reader 🖥️
  AI will be a transformation on the scale of electricity, but because most cognitive work resists full automation — only its 'execute' layer, not its 'decide' or 'deliver/accountability' layers, is what AI is actually replacing — and because economic value structurally migrates to whatever remains scarce (human time and judgment), the transformation will unfold over decades rather than years, leaving society real collective agency to choose how it is governed rather than forcing a choice between technological utopia and catastrophe.
• Linear’s CEO just described the biggest shift in product team... Aakash Gupta · 2026-01-04 source ↗ Reader 🖥️
  As coding agents collapse the 'middle' translation step between product intent and working code, leverage shifts to the two points that don't automate away — forming and externalizing clear intent before execution, and reviewing agent output after it — so the teams that build structured, context-rich systems usable by both humans and agents will gain a durable structural advantage.