The Human Transition Act

The Human Transition Act would require AI and robotics companies, along with companies that deploy AI or robotics systems in ways that reduce human employment or income, to contribute $100 million in cash to a federally protected Human Transition Trust Fund.

The fund would provide income support, Universal Basic Income-style payments, and up to two years of education or retraining for American citizens who lose jobs or income because of AI, robotics, automation, or AI-driven creative replacement.

The Act would also protect workers in the arts and entertainment industries, including authors, writers, actors, musicians, narrators, journalists, designers, and other creative professionals whose income is reduced by AI-generated substitution.

The Act would place the burden of proof on companies, not workers, when AI or robotics deployment occurs near the time of job loss, reduced hiring, reduced contracts, or reduced income.

The fund would be federally administered, legally protected from borrowing or misuse, and restricted solely to worker-transition benefits.

Suggested Federal Bill:

Federal Law Concept

The AI and Robotics Worker Protection and Human Transition Act

Working Short Title

The Human Transition Act

I. Purpose of the Law

The purpose of this Act is to establish a national worker-protection system for Americans whose employment, income, profession, or creative livelihood is disrupted by artificial intelligence, robotics, automation, machine learning systems, generative AI, or related technologies.

This Act recognizes that AI and robotics may increase productivity, reduce costs, and generate major profits for companies. However, when those gains are created by replacing human workers, reducing hiring, outsourcing creative labor to AI systems, or lowering income opportunities in the arts and entertainment industries, companies have a responsibility to help pay for the economic

transition they caused.

This Act creates a federally protected fund, financed by AI and robotics companies and companies that deploy such technology, to provide:

Income support for displaced workers;
Education, retraining, and career-transition assistance for up to two years;
Universal Basic Income-style support for qualifying individuals whose unemployment benefits have expired or who are underemployed below a livable wage;
Special protections for workers in the arts, entertainment, publishing, writing, music, film, television, design, voice performance, journalism, and related creative fields.

II. Core Principle

No company should be allowed to use AI or robotics to eliminate human labor, reduce employment, or profit from creative replacement without contributing to the economic survival and retraining of the people affected.

The Act establishes a simple national standard:

If technology replaces human work, the companies benefiting from that replacement must help pay for the human consequences.

III. Covered Companies

This Act applies to:

Any company that develops, sells, licenses, deploys, leases, or profits from artificial intelligence systems in the United States;
Any company that develops, sells, leases, installs, operates, or profits from robotics systems in the United States;
Any company that purchases, licenses, or deploys AI or robotics systems that result in job loss, reduced hiring, reduced wages, reduced contracts, or reduced creative income;
Any foreign company that operates in, sells to, licenses products in, or profits from the United States consumer, business, labor, entertainment, publishing, or creative markets.

This includes, but is not limited to:

AI software companies;
robotics manufacturers;
automation companies;
generative AI companies;
machine learning companies;
warehouse automation companies;
delivery robotics companies;
manufacturing robotics companies;
entertainment AI companies;
publishing AI platforms;
voice-cloning companies;
image-generation companies;
text-generation companies;
music-generation companies;
video-generation companies;
companies using AI to replace employees, contractors, freelancers, artists, writers, authors, performers, or creative professionals.

IV. Required $100 Million Fund

Each covered company shall be required to establish or contribute to a federally protected worker-transition fund in the amount of $100 million.

This shall be a required cash contribution. The fund may not be satisfied by:

stock valuation;
projected future value;
private equity value;
credit lines;
interest earnings;
pledged assets;
intellectual property valuation;
tax-loss accounting;
non-cash instruments.

Only actual cash paid into the fund shall count toward the company’s required contribution.

The initial requirement shall be a one-time $100 million contribution per covered company. However, Congress may review the adequacy of the fund and authorize additional contributions if the fund proves insufficient to meet worker displacement needs.

V. Tax Treatment

Covered companies may receive a limited federal tax credit or deduction for the actual cash amount contributed to the fund.

However:

The tax benefit shall apply only to actual cash paid into the fund;
No tax benefit shall apply to interest earned by the fund;
No tax benefit shall apply to stock value, unrealized gains, projected valuations, or non-cash assets;
No company may use the tax benefit to reduce its contribution below the full required amount;
No tax benefit shall be available to a company that is delinquent, under investigation for evasion, or found to have misreported AI or robotics-related job displacement.

VI. Federal Control and Protection of the Fund

The fund shall be held and administered by the federal government through a protected trust structure.

A proposed name:

The Federal Human Transition Trust Fund

The Trust Fund shall be administered by the Department of Labor, in coordination with a newly created office:

Office of AI and Robotics Worker Transition

The fund shall be used only for benefits authorized under this Act.

The federal government may not:

borrow from the fund;
use the fund for unrelated spending;
pledge the fund against federal debt;
transfer the fund into the general treasury;
reduce the fund for budgetary offsets;
redirect the fund to corporate subsidies;
use the fund for military, law enforcement, or unrelated technology programs.

The law should include very strong language here:

Funds collected under this Act shall be held in trust for displaced workers and shall not be treated as general federal revenue. No officer, agency, department, or legislative body of the United States may borrow against, transfer, offset, diminish, or repurpose the Trust Fund for any purpose other than direct worker transition benefits authorized under this Act.

VII. Company Billing Based on Actual Harm

In addition to the required $100 million fund, companies may be billed for direct payouts related to displacement caused by their own AI or robotics use.

This means the general fund exists as a national protection system, but companies that directly cause job loss, lost income, reduced contracts, or eliminated hiring may be billed according to the documented impact of their actions.

Covered impact includes:

layoffs caused by AI or robotics;
terminations related to automation;
eliminated positions;
reduced work hours;
reduced contract opportunities;
reduced creative commissions;
AI-generated replacement of creative labor;
failure to hire humans due to robotics deployment;
outsourcing work to AI systems instead of human workers;
use of AI-generated content to replace authors, writers, actors, musicians, narrators, visual artists, designers, editors, journalists, or other creative professionals.

VIII. Eligible Workers

A person shall be eligible for benefits if they are an American citizen and can show that they lost employment, income, contract opportunities, or professional earning capacity due to AI, robotics, automation, or related technology.

Eligible individuals include:

full-time employees;
part-time employees;
hourly workers;
salaried workers;
contractors;
freelancers;
gig workers;
temporary workers;
seasonal workers;
creative workers;
authors;
writers;
screenwriters;
journalists;
editors;
actors;
musicians;
singers;
voice actors;
narrators;
illustrators;
designers;
photographers;
filmmakers;
visual artists;
animators;
composers;
other arts and entertainment professionals.

Special attention shall be given to creative professionals whose income may be harmed indirectly by AI-generated substitution, including cases where AI content reduces available work, lowers market rates, replaces commissions, imitates creative services, or decreases licensing and royalty opportunities.

IX. Presumption of Displacement

This is one of the strongest parts of your concept.

The Act should create a legal presumption that when a company purchases, deploys, licenses, or uses robotics or AI systems for work previously done by humans, such use constitutes worker displacement unless the company proves otherwise.

In plain English:

If a company brings in robots or AI to do human work, the burden is on the company to prove that no human job, hiring opportunity, contract, or income was harmed.

This shifts the burden away from the worker, which is essential. Most workers will not have access to internal company records, automation plans, vendor contracts, productivity projections, or hiring data.

X. Burden of Proof

In any dispute, appeal, or eligibility review, the burden of proof shall fall on the employer, technology purchaser, or covered company to show that the worker’s job loss or income loss was not substantially related to AI, robotics, or automation.

Evidence may include:

layoff records;
AI deployment timelines;
robotics purchase contracts;
hiring freezes;
productivity reports;
internal emails;
staffing plans;
department restructuring documents;
contractor reduction records;
job postings removed after AI adoption;
creative outsourcing records;
AI vendor agreements;
budget changes after technology deployment.

If a company refuses to provide relevant records, the presumption shall favor the worker.

XI. Covered Benefits

The fund shall provide three primary categories of benefits.

1. Job Loss Income Support

Eligible workers may receive income support after unemployment insurance is exhausted.

If the worker is receiving unemployment insurance, they may not receive duplicate job-loss income support or UBI under this Act until unemployment insurance ends.

Once unemployment insurance is exhausted, the worker may qualify for continued income support under this Act.

2. Universal Basic Income Support

The Act shall provide UBI-style monthly payments to qualifying displaced workers until they obtain employment that meets or exceeds the applicable livable wage standard.

If a worker obtains a job that pays below the livable wage standard, the worker may continue to receive partial support to close the gap between their actual income and the livable wage amount.

3. Education and Retraining Support

Eligible workers may receive up to two years of education, retraining, certification, apprenticeship, licensing, or career-transition support.

Covered education expenses may include:

tuition;
books;
software;
certification fees;
licensing fees;
job training;
trade school;
community college;
university coursework;
online accredited programs;
career counseling;
testing fees;
required equipment;
internet access when necessary for training;
transportation assistance;
childcare assistance when needed to attend training.

XII. Livable Wage Standard

The monthly benefit amount shall be based on a livable wage standard, not a poverty standard.

This is important because “poverty level” calculations are often too low to reflect real-world survival costs.

The Act should define livable wage as the amount required for a person to live a normal, stable life in their community while paying regular necessary expenses, including:

housing;
utilities;
food;
transportation;
healthcare;
insurance;
communication services;
taxes;
childcare or dependent care when applicable;
basic household needs;
education-related expenses;
modest emergency savings.

The livable wage amount shall be determined using both federal and local data, including cost-of-living statistics, housing data, wage data, and regional economic conditions.

XIII. Duration of Benefits

Eligible workers may receive income support until:

they obtain employment that meets or exceeds the livable wage standard;
they complete approved retraining and obtain suitable employment;
they decline reasonable employment without good cause;
they are found to have committed fraud;
they no longer meet eligibility requirements.

If a worker obtains employment that pays below the livable wage standard, benefits may be reduced but not automatically terminated.

This prevents companies from claiming victory when displaced workers are forced into lower-paying jobs.

XIV. Arts, Entertainment, Publishing, and Creative Worker Protection

The Act shall include special language recognizing that creative workers are often harmed differently from traditional employees.

Creative displacement may occur even without a formal layoff.

For example, a novelist, author, journalist, illustrator, narrator, musician, actor, editor, or designer may lose income because companies choose AI-generated work instead of paying human creators.

Covered creative harm includes:

loss of writing contracts;
loss of publishing opportunities;
loss of narration work;
loss of voice acting work;
loss of illustration or design work;
loss of music composition work;
loss of journalism assignments;
loss of editing work;
loss of screenwriting work;
loss of acting opportunities;
loss of licensing revenue;
reduced royalty opportunities;
reduced commission opportunities;
replacement by AI-generated images, music, voices, scripts, manuscripts, articles, videos, or performances.

The law should make clear that authors are specifically covered.

Suggested language:

For purposes of this Act, protected creative professionals shall include authors, writers, poets, playwrights, screenwriters, journalists, editors, actors, musicians, singers, composers, narrators, voice actors, visual artists, illustrators, designers, photographers, filmmakers, animators, and other persons whose income depends substantially on creative, expressive, literary, artistic, journalistic, or entertainment-based work.

XV. Terminated Workers

A worker shall not be denied eligibility solely because the employer labels the separation as a firing, termination, restructuring, reassignment, redundancy, performance-based dismissal, contract nonrenewal, or position elimination.

If AI, robotics, or automation substantially contributed to the loss of employment or income, the worker may qualify.

However, to protect the law from attack, it should include an exception for serious misconduct unrelated to AI or robotics.

Recommended language:

A worker shall remain eligible where the loss of employment, contract, or income was substantially related to AI, robotics, or automation, regardless of whether the employer characterizes the separation as a layoff, termination, restructuring, redundancy, or nonrenewal. Eligibility may be denied only where the employer proves by clear and convincing evidence that the separation resulted solely from serious misconduct unrelated to AI, robotics, automation, or technology-driven workforce reduction.

XVI. Appeals Process

The Act shall create a formal appeals process for denied claims.

The appeals process should include:

initial claim review;
written denial explanation if benefits are denied;
right to request reconsideration;
right to submit evidence;
right to demand employer records related to AI or robotics deployment;
hearing before an administrative review officer;
right to appeal to a federal review board;
limited right of judicial review in federal court.

The burden of proof remains on the employer or covered company once the worker establishes a reasonable connection between their income loss and the use of AI or robotics.

XVII. Reporting Requirements

Covered companies shall be required to file annual reports with the federal government disclosing:

AI systems deployed;
robotics systems deployed;
departments affected;
jobs eliminated;
jobs reduced;
positions not refilled;
contractors reduced;
creative work replaced by AI;
projected workforce reductions;
productivity gains from automation;
estimated labor-cost savings;
affected geographic regions;
number of workers retrained internally;
severance paid;
transition assistance provided;
use of AI-generated creative content.

False reporting shall trigger civil and criminal penalties.

XVIII. Enforcement and Penalties

Companies that fail to comply may face:

monetary penalties;
loss of federal contracts;
suspension of the right to sell AI or robotics products in the United States;
suspension of the right to operate AI or robotics systems in the United States;
import restrictions;
federal licensing restrictions;
civil liability to affected workers;
disgorgement of profits gained through unlawful noncompliance;
executive officer liability for willful evasion.

Your strongest but most legally vulnerable idea is “they lose their stock shares.” That could become a constitutional fight if written too broadly. A more defensible version would be:

Companies that refuse to comply may lose eligibility for federal contracts, federal tax benefits, federal grants, federal procurement opportunities, and the legal right to sell, license, deploy, or operate covered AI or robotics systems in the United States until compliance is restored.

For stock shares, the safer version is not automatic confiscation, but a penalty structure tied to due process:

In cases of willful, repeated, or fraudulent evasion, the United States may seek court-approved financial penalties, liens, disgorgement, or equity-based remedies sufficient to recover unpaid obligations, penalties, and worker-transition costs.

That keeps the concept aggressive but less likely to be struck down immediately.

XIX. Foreign Companies

Any foreign company selling, licensing, deploying, operating, or profiting from AI or robotics products in the United States shall be subject to this Act.

Foreign companies may not avoid compliance by:

operating through subsidiaries;
licensing through third parties;
using cloud-based delivery;
selling through resellers;
routing payments overseas;
claiming foreign incorporation;
classifying AI output as a service rather than a product.

If they profit from the U.S. market, they pay into the human transition system.

XX. Anti-Evasion Rules

Companies may not avoid responsibility by:

reclassifying employees as contractors;
outsourcing work after AI deployment;
using subsidiaries to purchase robotics;
claiming AI is merely “assistive” while reducing staff;
replacing workers gradually to hide displacement;
using hiring freezes instead of layoffs;
reducing freelance assignments without reporting the AI connection;
shifting creative production to AI vendors;
mislabeling AI-generated work as human-created;
hiding AI use through vendors or subcontractors.
XXI. Public Transparency

The federal government shall maintain a public database showing:

covered companies;
fund contributions;
reported workforce displacement;
benefits paid;
industries most affected;
number of workers retrained;
number of claims approved;
number of claims denied;
number of appeals filed;
enforcement actions taken.

Individual worker identities shall remain private.

XXII. Suggested Legislative Findings

A bill like this should begin with strong findings. These help frame why Congress has authority to act.

Suggested findings:

Congress finds that:

Artificial intelligence, robotics, and automation are rapidly transforming the American labor market.
These technologies may generate substantial profit for companies while eliminating or reducing human employment.
Workers displaced by technology often lack access to the internal evidence needed to prove that automation caused their job loss.
Creative professionals, including authors, writers, actors, musicians, narrators, artists, designers, journalists, and other arts and entertainment workers, face unique risks from generative AI systems.
The economic benefits of AI and robotics should not be privatized while the human costs are shifted onto workers, families, communities, and taxpayers.
The United States has a compelling national interest in protecting workers, supporting retraining, stabilizing communities, and ensuring that technological progress does not create mass economic abandonment.
A new social contract is needed for the AI age: companies may innovate and profit, but they must also help fund the transition for the human beings displaced by that innovation.