# Cheap Intelligence Expands Token Budgets, Not Payrolls by Bryant McGill > “Cheaper intelligence expands demand only where demand is elastic, and wherever a machine can complete the whole task, the savings flow into the token budget instead of the payroll.” > **— Bryant McGill**, *The Immediate AI Risk Is the Public, 2026* ## Sources and Context - **Original authored source:** [[articles/The Immediate AI Risk Is the Public|The Immediate AI Risk Is the Public]], “VIII. The Jobs Question Gates Will Not Soften” (September 29, 2026). - **Exact marked source:** “Cheaper intelligence expands demand only where demand is elastic, and wherever a machine can complete the whole task, the savings flow into the token budget instead of the payroll.” - **Editorial treatment:** The Reminder reproduces the complete rendered extraction surface without alteration; bold emphasis and source-only wikilink syntax are not part of the poster text. - **Context:** The sentence distinguishes elastic demand from complete task substitution and identifies where automation savings accumulate. ## Related Articles and Collections - **Collection:** [[collections/Simple Reminders|Simple Reminders]] - **Collection:** [[collections/Machine Succession|Machine Succession]] - **Article:** [[articles/The Immediate AI Risk Is the Public|The Immediate AI Risk Is the Public]] - **Companion article:** [[articles/Vertically Integrating an AI Superpower from AI Factory to Citizen|Vertically Integrating an AI Superpower from AI Factory to Citizen]] - **Companion article:** [[articles/Safety Discourse Is Transition Discourse|Safety Discourse Is Transition Discourse]] - **Wiki map:** [[wiki/AI Transition Governance|AI Transition Governance]] ## Related Topics - [[wiki/AI Economy|AI Economy]] - [[wiki/Intelligence as a Utility|Intelligence as a Utility]] - [[wiki/Human-Reserved Work|Human-Reserved Work]] - [[wiki/Automation|Automation]] - [[wiki/Capitalism|Capitalism]] - [[wiki/Economics|Economics]] ## Share on Social Media ``` “Cheaper intelligence expands demand only where demand is elastic, and wherever a machine can complete the whole task, the savings flow into the token budget instead of the payroll.” — Bryant McGill, The Immediate AI Risk Is the Public, 2026 https://bryantmcgill.com/simple-reminders-bryant-mcgill-cheap-intelligence-expands-token-budgets-not-payrolls ```