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Anthropic CEO Demands Radical AI Tax to Fund UBI in Sweeping Policy Manifesto

Dario Amodei calls for a global overhaul—from taxing AI for Universal Basic Income to treating frontier models like commercial aviation—before the “country of geniuses” outpaces democracy.

  • Economic Restructuring: Governments must proactively manage massive AI-driven job displacement through pro-employment incentives, wage insurance, and potentially a Universal Basic Income (UBI) funded by taxing AI firms and capital gains.
  • Rigorous Safety Regulations: Frontier AI models require mandatory, independent testing akin to Federal Aviation Administration (FAA) regulations to prevent catastrophic biological and cybersecurity risks, alongside firm protections for civil liberties against autonomous state power.
  • A Global Democratic Coalition: Allied nations must forge an international alliance to secure the AI semiconductor supply chain, coordinate macroeconomic strategies, and prevent authoritarian regimes from exploiting AI for technological repression.

In one of the enduring side plots of The Lord of the Rings, the rapid, urgent pleas of the Hobbits are met with the agonizingly slow deliberation of Treebeard, a sentient tree who takes a full day just to say hello. Today, the intersection of artificial intelligence and our political institutions mirrors this exact dynamic.

AI is advancing at a blistering, exponential pace. In just a few years, it has evolved from writing simple lines of code to authoring the vast majority of software at major tech firms, with similar breakthroughs cascading across physics, law, and medicine. Yet, global policy moves at the speed of Treebeard. As AI scales toward what Anthropic CEO Dario Amodei calls “Powerful AI”—essentially a country of geniuses housed in a datacenter—the mismatch between technological acceleration and legislative inertia has become dangerously apparent.

In a recent comprehensive manifesto, Amodei laid out a grim but pragmatic prognosis: the AI exponential is here, its risks and rewards are undeniable, and governments must awaken to meet the moment. Far from an inevitable doomsday, Amodei outlines a five-pillar framework to harness AI’s hyper-growth while cushioning its profound disruptions.

Macroeconomics: Taxing the AI Revolution to Fund the Future

Perhaps the most immediately disruptive force of Powerful AI will be its impact on the labor market. If AI successfully substitutes for human cognitive abilities across the board, it will trigger hyper-growth and unprecedented operational efficiency. However, it threatens to leave massive, enduring job displacement in its wake.

Amodei strongly warns against viewing job displacement as an intentional goal, but rather as an intrinsic, highly probable side effect of replicating human cognition. To prevent a scenario where the economic dial is permanently stuck on “hyper-inequality,” society must fundamentally rethink taxation and labor policies.

“Broadly speaking, fast economic growth should create the tax base for shared prosperity.” — Dario Amodei

The Anthropic CEO calls on governments to step in where the free market may fail:

  • Pro-Employment Incentives: Instituting employee retention tax credits to dissuade companies from mass layoffs.
  • Wage Insurance: Compensating workers who are forced to transition into lower-paying roles due to automation.
  • Universal Basic Income (UBI): If labor demand permanently plummets, long-term income support mechanisms like UBI or universal capital accounts will become necessary, funded by taxing the very AI companies driving the displacement or by raising capital gains taxes.

Regulation and Public Safety: The FAA for Artificial Intelligence

For years, the standard approach to AI governance was a laissez-faire attitude, driven by a lack of concrete understanding of the technology’s eventual impacts. Safety advocates primarily pushed for transparency—asking developers to disclose safety procedures.

However, with the dawn of models capable of posing severe threats to global cybersecurity, financial sectors, and national infrastructure, transparency is no longer enough. The stakes have shifted from consumer software to national security.

Amodei argues that AI must now be regulated with the same rigor as commercial airplanes or pharmaceuticals. Frontier models crossing a specific compute threshold must undergo mandatory, third-party testing for cybersecurity risks, biological weapon capabilities, and autonomous loss of control. If a model fails these safety standards, regulatory bodies—operating much like the FAA—must have the authority to block or reverse its deployment.

Fast-Tracking the Future: Accelerating Positive Impact

While AI development requires tighter leashes, the downstream industries poised to benefit from AI require the exact opposite: regulatory acceleration.

In fields like biomedicine, AI promises to dramatically increase the discovery of new therapies and improve the success rates of clinical trials. However, regulatory bodies like the FDA and EMA operate on systems built for a slower, highly skeptical era of innovation. Approvals currently take 7 to 8 years. If AI floods the pipeline with highly effective treatments, the existing bureaucratic machinery will simply jam.

To maximize AI’s humanitarian benefits, agencies must preemptively develop standards to accept AI-driven clinical methods—such as AI-based predictive toxicology and synthetic control arms—ensuring life-saving innovations aren’t suffocated by red tape.

The State and Civil Liberties: Checking Automated Power

The concentration of intelligence equates to a concentration of power. In the wrong hands, AI could become the ultimate tool of autocratic repression. Even in democracies, the rapid integration of AI risks routing around established constitutional checks and balances.

To protect civil liberties, the policy landscape must adapt to novel threats:

  • Banning Domestic Autonomous Weapons: While the military may require autonomous systems to counter foreign adversaries, their use in domestic law enforcement must be strictly prohibited.
  • Closing Data Loopholes: Laws must prevent the government from purchasing bulk data from private brokers, an issue AI exacerbates by making mass surveillance highly actionable.
  • Equal Access to AI: Any citizen facing adverse government action should have the right to utilize AI legal advice that matches the capability of the government’s tools, preserving due process.

Geopolitics: Securing Democratic Leadership

AI is not merely a new export; it is a paradigm-shifting strategic asset comparable to nuclear weapons. A nation armed with millions of “virtual geniuses” will possess an insurmountable military, economic, and scientific advantage over those without it.

Therefore, democratic nations must act swiftly to secure a commanding lead. This requires forming an international coalition centered around shared values. By locking down the supply chain of critical semiconductor manufacturing equipment (SME) and frontier chips, allied nations can starve adversarial regimes of the compute necessary to fuel high-tech tyranny.

Furthermore, this coalition should coordinate on macroeconomic stabilization and mutual AI defense, making membership highly attractive to neutral nations and isolating autocratic states.

A Window of Opportunity

The rapid evolution of AI has ignited widespread public anxiety. Rather than dismissing these fears as a “PR problem,” industry leaders and policymakers must recognize them as a rational response to legitimate risks.

We are standing in a unique window of opportunity. The undeniable evidence of AI’s power, coupled with public demand for accountability, provides the political momentum needed for forward-looking legislation. The forest is finally waking up. If we channel this urgency into sane, bipartisan, and cross-border policies, we can safely usher in an era of unprecedented shared prosperity.

Helen
Helen
Lead editor at Neuronad covering AI, machine learning, and emerging tech.

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