#who-decides
13 nodes in the Atlas
- 004The AI Wins You Can Measure Are Table StakesSelection
A productivity gain can be useful even when rivals can match it. Test costs and who keeps the benefit before scaling.
- 005Cheap to Make, Expensive to CheckThe Verification Economy
An offload saves work only if generation, relevant checking, and likely repair together cost less than producing an equally reliable result by hand.
- 006The Reverse CentaurWho Really Decides
Human approval can conceal a reverse centaur when the people checking a campaign cannot challenge the objective it optimizes.
- 007Who Drew the Menu?Agenda Control
Choosing from a menu is different from controlling which alternatives reach it. The construction record can help a reviewer question the boundary and seek authority to reopen the search.
- 009The Cell Is Not a DecisionRisk, Measured Wrong
A risk matrix can route a hazard for review. Accepting the residual risk requires an accountable decision.
- 107The Reverse Centaur: The Machine Holds the Reins, You Hold the Pen
A reverse centaur is an arrangement where people execute or approve software-issued work without an effective way to challenge its targets or terms. People and institutions remain responsible for adopting those rules.
- 108The Decision Premise: How Upstream Assumptions Shape the Choice
A decision premise is an assumption a choice treats as settled. In the reverse-centaur risk, automated output supplies those assumptions while a person signs.
- 116Metacognitive Demand: The Load Shifts from Doing to Judging
Delegating production can leave evaluation demands that exceed the operator's knowledge. A marketer may judge a headline yet need help testing an analytics tag.
- 117Prediction vs Decision: The Machine Forecasts, You Judge
A forecast estimates what may happen. Acting on it also requires an objective, an error tradeoff and authority. Systems can execute a configured rule; the forecast alone does not supply those conditions.
- 118Differentiated Value: The Win Everyone Can Buy Is Not an Edge
A workflow gain can save a firm money without giving it an advantage over rivals. An illustrative support ledger separates realized savings, costs and competitive claims; adoption and productivity statistics do not supply its amounts.
- 124The Illusion of Choice: A Menu Hides the Decision Better Than a Verdict
Here, illusion of choice names the risk of treating a click as proof of control over how a menu was arranged. It is an editorial diagnostic, not a validated measure of felt authorship.
- 125Agenda Control: The Draw Shapes the Pick
Agenda control is power over which alternatives reach the table. A genuine choice can remain confined to that list unless someone can reopen its boundaries.
- 126Deskilling: The Skill That Catches the Error Is the One Automation Quietly Takes
Deskilling is a loss of unaided capability. Automation can remove opportunities to practise while leaving difficult monitoring and recovery tasks to people. Whether that capability has changed needs evidence.