One Big Bad Bill

Jun 23, 2025·
muckrAIkers
muckrAIkers
· 3 min read
In this episode, we break down Trump's "One Big Beautiful Bill" and its dystopian AI provisions: automated fraud detection systems, centralized citizen databases, military AI integration, and a 10-year moratorium blocking all state AI regulation. We explore the historical parallels with authoritarian data consolidation and why this represents a fundamental shift away from limited government principles once held by US conservatives.
EPISODE RECORDED 2025.06.15; TRANSCRIPT

Chapters

00:00 ❙ Intro
01:13 ❙ Bill, general overview
05:14 ❙ Bill, AI overview
07:54 ❙ Medicaid fraud detection systems
11:20 ❙ Bias in AI Systems and Ethical Concerns
17:58 ❙ Centralization of data
30:04 ❙ Military integration of AI
37:05 ❙ Tax incentives for development
40:57 ❙ Regulatory moratorium
47:58 ❙ One big bad authoritarian regime
  • Congress page on the One Big Beautiful Bill Act
  • NYMag article - Republicans Admit They Didn’t Even Read Their Big Beautiful Bill
  • Everything is Horrible Blogpost - They Did Vote For This (GOP House Edition)

Authoritarianism

  • Historical context
    • Holocaust Encyclopedia article - Gleichschaltung: Coordinating the Nazi State
    • Wikipedia article - 1943 Amsterdam civil registry office bombing
    • Wikipedia article - Four Ds
  • Conservative leaning, pro-privacy, anti-government
    • Data Governance Hub blogpost - Review and Literature Guide of Trump’s “One Big Beautiful Dataset”
    • Cato Institute blogpost - If You Value Privacy, Resist Any Form of National ID Cards
    • American Enterprise Intitute blogpost - The Dangerous Road to a “Master File”—Why Linking Government Databases Is a Terrible Idea
    • EFF blogpost - The Dangers of Consolidating All Government Information
  • ACLU against national ID cards
    • ACLU main page on national ID cards
    • ACLU blogpost - National Identification Cards: Why Does the ACLU Oppose a National I.D. System?
    • ACLU blogpost - 5 Problems with National ID Cards
  • Inherent unfairness of ML
    • Lighthouse Reports investigation - The Limits of Ethical AI
    • Lighthouse Reports investigation - Suspicion Machines
    • Amazon Science publication - Bias preservation in machine learning: The legality of fairness metrics under EU non-discrimination law
    • Michigan Technology Law Review article - The Unfairness of Fair Machine Learning: Levelling down and strict egalitarianism by default
    • Wired article - Health Care Bias Is Dangerous. But So Are ‘Fairness’ Algorithms

Military

  • WallStreet Journal article - The Army’s Newest Recruits: Tech Execs From Meta, OpenAI and More
  • Trump executive order - Unleashing American Drone Dominance
  • Anthropic press release - Claude Gov Models for U.S. National Security Customers

Moratorium on State AI Regulation

  • TechPolicy.Press article - The State AI Laws Likeliest To Be Blocked by a Moratorium
  • Forbes article - Colorado’s AI Law Still Stands After Update Effort Fails

Other Sources

  • KPMG report - Incentives and credits tax provisions in “One Big Beautiful Bill Act”
  • The Register article - Trump team leaks AI plans in public GitHub repository
  • WallStreet Journal article - To Feed Power-Wolfing AI, Lawmakers Are Embracing Nuclear
  • CBS Austin article - IRS direct file program exceeded its expectations but faces uncertain future