The Hedge | Brutal Honesty Over Hype Since 2008

This series has focused heavily on the decision of whether to build in California — for good reason, since that decision has compounding financial consequences that are easier to avoid than to escape. But the reality is that many of our readers are already in California, already building businesses here, and aren’t going anywhere. For you, the relevant question isn’t “should I be in California” but “given that I’m in California, how do I optimize my situation?” This post is for that reader.

Accept the Cost Structure and Build It Into Your Model

The first step is psychological as much as financial: stop thinking of California’s cost premium as an aberration or a temporary problem that will resolve itself, and start treating it as a permanent structural feature of your operating environment. The $800 franchise tax, the 13.3% top income tax rate, the PAGA exposure, the workers’ compensation premium — these are not going away. They are the cost of doing business in California, and your financial model should reflect them accurately rather than optimistically.

Companies that model California’s cost structure accurately make better decisions about pricing, hiring, and capital allocation. Companies that assume California is temporarily expensive and will normalize to national averages are routinely surprised by the persistence of the premium. Build the California cost into your baseline and stop waiting for it to get better.

Invest in Compliance Upfront

California’s regulatory environment is expensive to violate and relatively affordable to comply with. The cost of proper employment practices — accurate wage statements, compliant meal and rest break policies, proper contractor classification under AB5, CCPA compliance for businesses above the thresholds — is a fraction of the cost of PAGA litigation, Franchise Tax Board penalties, or CCPA enforcement. Invest in compliance upfront. Get a California employment attorney to audit your practices annually. Use a California CPA who specifically understands the franchise tax, LLC fee structure, and S-corp election timing. Build compliance into your operating budget as a fixed cost, not as a variable expense you defer until something goes wrong.

Use California’s Advantages Actively

If you’re paying California’s premium, use California’s advantages deliberately. The venture capital ecosystem is real — if your business can credibly pitch institutional investors, be in those rooms. The UC system’s technology transfer and research partnerships are underutilized by many California companies — if you’re in a field with university research relevance, pursue those relationships. California’s brand as a leading-edge business environment has genuine commercial value in certain markets — if your customers value California provenance, leverage it explicitly in your marketing and positioning.

Consider Partial Migration

The all-or-nothing framing of “California vs. everywhere else” understates the options available to California businesses. Many companies have reduced their California cost exposure through partial operational migration — maintaining a California headquarters for leadership, sales, and investor relations while locating engineering, customer support, and operations teams in lower-cost states. This hybrid approach captures some of California’s advantages while reducing exposure to its highest-cost labor and real estate markets. It’s not free — multistate compliance adds administrative complexity — but for companies above a certain scale, the cost savings from distributing operations often exceed the compliance overhead.

The Hedge has been cutting through financial and business noise since 2008. Brutal honesty over hype — always.

The Hedge | Brutal Honesty Over Hype Since 2008

California is an at-will employment state — which means employers can terminate employees for any reason or no reason, and employees can quit for any reason or no reason, absent a contract saying otherwise. This sounds like broad employer flexibility. In practice, California’s at-will employment is heavily qualified by an extensive body of statutory and common law protections that limit when terminations are truly “at will” and create substantial liability for terminations that violate those protections.

What At-Will Employment Actually Means

California’s at-will employment presumption means that without a written or oral contract establishing a specific term of employment or a “for cause” termination requirement, an employer can terminate an employee without advance notice, without severance, and without explanation. This remains substantially true. Employers are not required to provide notice before termination (absent WARN Act applicability for mass layoffs), are not required to pay severance unless contractually obligated, and are not required to give a reason for termination.

The Exceptions That Matter

The at-will presumption is qualified by a substantial list of exceptions that create termination liability: Protected class discrimination — terminations motivated by race, sex, age, disability, national origin, religion, sexual orientation, gender identity, pregnancy, or other protected characteristics violate the California Fair Employment and Housing Act and create liability for compensatory damages, punitive damages, and attorney’s fees. Retaliation — terminations in response to protected activity (filing a wage claim, reporting a workplace safety violation, taking protected leave, making a harassment complaint, whistleblowing) are prohibited retaliation. Public policy violations — termination for reasons that violate California’s fundamental public policy, even outside the enumerated statutory protections. Implied contract — employer handbooks, personnel policies, or verbal statements that imply employees will be treated in specific ways or terminated only for cause can create implied contracts that limit at-will employment. Covenant of good faith and fair dealing — California’s implied covenant applies to employment contracts, and certain bad-faith terminations can breach it.

The Documentation Imperative

For California employers, the practical consequence of these limitations is that every termination requires careful documentation that demonstrates the termination was not motivated by a protected characteristic, was not retaliatory, and complied with any applicable contractual obligations. This documentation — performance reviews, disciplinary notices, attendance records, written warnings — is what stands between the employer and liability in a wrongful termination claim. Creating this documentation only after a termination decision is made is generally insufficient. The documentation must pre-date the termination and must be contemporaneous with the performance issues it addresses. Build California-compliant documentation practices into your HR operations before your first performance issue arises.

The Hedge has been cutting through financial and business noise since 2008. Brutal honesty over hype — always.

A client recently received a demand letter from a self-described “self-litigant” sitting in Florida who claimed the client violated CA pay transparency rules for failing to include a salary range in a job posting, In this particular case, the job actually was not a remote position and I think the “self-litigant” likely lacks standing since they were unlikely to apply for a CA-based job and this was clearly an attempted shakedown. However, a quick perusal of LinkedIn postings uncovered a plethora of remote jobs that lacked a salary range.

If you currently employ even one CA-based employee and your posting says “remote anywhere in the United States,” assume California’s pay‑transparency rule applies, unless you truly exclude California applicants. California’s Labor Commissioner (DLSE) interprets the law to require that a pay scale be included in a job ad if the position may be filled in California “either in‑person or remotely.” For employers with 15 or more employees, the pay scale (a good‑faith salary or hourly range) must appear in the posting itself, including postings made by third parties.

What has to be in the posting?

“Pay scale” means the salary or hourly wage range the employer reasonably expects to pay for the position. You may list a single set rate if that is what you will pay (for example, a fixed hourly rate), but the information must be in the text of the posting—links or QR codes alone are not sufficient. Commission or piece‑rate structures must be disclosed as a range when they are part of the pay.

What about multi‑state remote ads?

A single national posting often has to satisfy multiple transparency laws (e.g., California, Colorado, Washington, New York City). Many employers choose to disclose one compliant range that meets the strictest jurisdiction likely to apply, then add a short note about location‑based pay differentials if applicable. California’s Labor Commissioner provides a complaint process and form for postings that omit required ranges—another reason to standardize compliance in national ads.

Practical steps for HR and TA teams

• Build the range into the posting template for any role that could be performed from California, including fully remote roles. Use a good‑faith range in effect at the time of posting.
• Align recruiter and vendor workflows: when a third party posts on your behalf, give them the pay scale and require it be shown in the ad.
• Keep documentation supporting how you set the range (e.g., leveling, geographic differentials, commission plans) and retain required wage and classification records.
• If you intend not to hire in California, say so clearly in the posting. Note that excluding California won’t avoid other states’ transparency rules and may create separate recruiting and employee‑relations considerations.

For employers with 15+ employees and at least one current California employee, a remote‑eligible job “anywhere in the U.S.” generally requires a posted pay range. Put the range in the ad itself, and ensure vendor alignment for maximum compliance.

The Hedge | Brutal Honesty Over Hype Since 2008

California’s regulatory and litigation environment is often discussed exclusively as a burden for businesses — the compliance costs, the PAGA exposure, the CEQA delays. But California also has one genuinely entrepreneur-friendly litigation tool that most business owners don’t know about: the anti-SLAPP statute, which provides a powerful early defense against meritless lawsuits filed to silence or intimidate businesses.

What SLAPP Suits Are

SLAPP stands for Strategic Lawsuit Against Public Participation. SLAPP suits are lawsuits filed not with a genuine expectation of winning on the merits, but as a strategic weapon to impose litigation costs on a target — a competitor, a critic, a journalist, a community activist — and thereby discourage the speech or conduct that prompted the lawsuit. The typical SLAPP suit involves a defamation claim against a customer review, a tortious interference claim against competitive speech, or a business disparagement claim against a competitor’s comparative advertising.

California’s Anti-SLAPP Statute (CCP §425.16)

California Code of Civil Procedure Section 425.16 provides a special motion to strike that can be filed early in litigation — typically within 60 days of service — against any claim that arises from protected activity (speech or petitioning activity in connection with a public issue). If the motion is granted, the plaintiff’s claim is dismissed and the defendant is entitled to recover attorney’s fees from the plaintiff. The threat of mandatory fee-shifting on a lost anti-SLAPP motion is a powerful deterrent against frivolous SLAPP suits.

For California businesses that face meritless defamation claims over customer reviews, competitive disparagement claims over comparative advertising, or interference claims over competitive conduct that involves protected speech, the anti-SLAPP motion is an effective and often underutilized early defense tool. The motion must be carefully evaluated — it triggers a stay of discovery and shifts the burden to the plaintiff to demonstrate a probability of success — but for the right case, it can dispose of a meritless lawsuit early and recover the defendant’s attorney’s fees.

The Entrepreneur Application

California entrepreneurs are most likely to encounter anti-SLAPP situations in three contexts. First, online reviews: a competitor or disgruntled former employee posts a negative review on Yelp, Google, or Glassdoor. You threaten or file a defamation claim. The reviewer asserts anti-SLAPP protection — and if the review concerns a matter of public interest and you can’t demonstrate a probability of winning a defamation claim, you face fee-shifting liability. Second, competitive speech: your company makes comparative claims about a competitor’s product. The competitor sues for business disparagement. Your anti-SLAPP motion challenges whether the claim arises from protected speech. Third, regulatory petitioning: a competitor uses a CEQA petition to delay your project. You sue the competitor for abuse of process. The competitor asserts anti-SLAPP protection for their petitioning activity.

Understanding anti-SLAPP before you make litigation decisions — both offensively and defensively — saves money and avoids mistakes. California’s litigation environment is genuinely complex, and the anti-SLAPP statute is one of its genuine entrepreneur-friendly features.

The Hedge has been cutting through financial and business noise since 2008. Brutal honesty over hype — always.

The Hedge | Brutal Honesty Over Hype Since 2008

California has one of the strongest anti-non-compete law regimes in the country — a fact that has significant implications for both employers trying to protect their businesses and employees considering their options. Understanding California’s non-compete landscape is essential for any California business that employs people with access to valuable proprietary information, customer relationships, or technical knowledge.

California’s Non-Compete Prohibition

California Business and Professions Code Section 16600 voids any contract that restrains a person from engaging in a lawful profession, trade, or business of any kind. This provision has been interpreted by California courts to invalidate virtually all non-compete agreements for employees — regardless of how narrowly drafted, how reasonable in scope, or how substantial the consideration paid. Unlike most states that allow reasonable non-compete agreements, California allows essentially none for employees. An employee who leaves a California employer and joins a direct competitor is, in almost all circumstances, legally free to do so regardless of any non-compete clause in their employment agreement.

What This Means for California Employers

California employers cannot legally prevent former employees from competing. This limitation affects hiring decisions, compensation structures, and information protection strategies in significant ways. Employers who rely on non-competes to protect customer relationships, technical knowledge, and competitive advantage in most other states must find alternative protection mechanisms in California: strong confidentiality agreements, trade secret protections under the California Uniform Trade Secrets Act, customer non-solicitation agreements (which California courts have treated with more variability than non-competes), and employee non-solicitation agreements (which have also faced California judicial scrutiny).

Trade Secret Protection as the Alternative

California’s Uniform Trade Secrets Act provides the strongest available protection for California employers whose competitive advantage depends on proprietary information. A trade secret is information that derives independent economic value from being not generally known or readily ascertainable, and is subject to reasonable efforts to maintain its secrecy. California courts will enjoin and award damages for misappropriation of trade secrets — and unlike non-compete enforcement (which California courts will not do), trade secret enforcement is robust. The key: trade secret protection requires actual, documented efforts to maintain secrecy — confidentiality agreements, access controls, employee training, marking of confidential documents, and consistent enforcement. Employers who treat information as confidential without implementing real secrecy measures find their trade secret claims weak when they try to enforce them.

The Employee Advantage — And Its Limits

For California employees, the non-compete prohibition is a significant workplace freedom that doesn’t exist in most other states. California employees can freely move to competitors, start competing businesses, and use general skills and knowledge acquired in employment — as long as they don’t take actual trade secrets. This freedom is one of the reasons California’s technology ecosystem has been so innovative: engineers, designers, and business people who develop ideas can act on them without non-compete restrictions. The limit is real: taking actual trade secrets, confidential customer lists, proprietary technical information, or protected intellectual property crosses from protected competition into misappropriation. The line between general skills and specific trade secrets is drawn by courts case by case — and the litigation costs of having that line drawn can be substantial even when you ultimately prevail.

The Hedge has been cutting through financial and business noise since 2008. Brutal honesty over hype — always.

The Hedge | Brutal Honesty Over Hype Since 2008

California’s meal and rest break requirements are among the most frequently litigated provisions of California employment law — and among the most frequently misunderstood by employers who believe they’re compliant when they’re not. The rules are specific, the compliance requirements are exact, and the PAGA penalty exposure for systematic non-compliance is significant. This post covers the rules in enough detail that you can assess whether your practices are actually compliant.

Meal Break Requirements

California requires employers to provide a 30-minute uninterrupted meal period for every employee who works more than five hours in a day. The meal period must begin before the end of the fifth hour of work — not at or after the five-hour mark. If the total work period for the day is no more than six hours, the meal period can be waived by mutual consent of the employer and employee. A second 30-minute meal period is required for shifts of more than ten hours, waivable by mutual consent if the first meal period was not waived and the total work period is no more than twelve hours.

Critical compliance details: The employer must “provide” the meal period — not just “make available.” Courts have interpreted “provide” to mean the employer must relieve the employee of all duty, relinquish control over their activities, permit a real opportunity to take an uninterrupted break, and not impede or discourage them from taking it. An employer who technically schedules breaks but creates a work environment where employees feel unable to take them has not complied.

Rest Break Requirements

California requires a paid 10-minute rest period for every four hours worked, or major fraction thereof. For a standard eight-hour shift, this means two rest periods — one before the meal period and one after. For shifts between three-and-a-half hours and five hours, one rest period is required. The rest period must be paid (unlike the unpaid meal period), must be duty-free, and must occur in the middle of each work period “insofar as practicable.”

The Premium Pay Penalty

For each meal period that is not provided or that is cut short, the employer owes the employee one additional hour of pay at the employee’s regular rate of compensation — commonly called a “meal break premium.” For each missed rest period, the same one-hour premium applies. These premiums are not overtime — they’re penalties that apply regardless of how many hours the employee worked that day. An employee who works eight hours and misses both a meal break and a rest break is entitled to two additional hours of premium pay for that day.

When these premium obligations are missed systematically — across dozens of employees over months or years — the PAGA exposure is significant. A class of 100 employees missing one meal break premium per week for two years: 100 × 104 weeks × $20/hour average premium = $208,000 in unpaid premiums, plus PAGA penalties of $100-$200 per violation per pay period. The total exposure can reach seven figures for what started as imprecise scheduling.

What Compliant Practices Look Like

Compliant meal and rest break practices require: a written policy that specifies when breaks occur and what employees must do to document them; a timekeeping system that records when breaks are taken; a manager training program that teaches supervisors the rules and their obligation to ensure breaks are taken; a break waiver process for legitimate voluntary waivers that includes written consent; and a process for paying premium pay when breaks are missed. None of this is complicated. All of it is necessary.

The Hedge has been cutting through financial and business noise since 2008. Brutal honesty over hype — always.

The Hedge | Brutal Honesty Over Hype Since 2008

The decision to engage a worker as an independent contractor (1099) versus an employee (W-2) is one of the most consequential and frequently mishandled choices California employers make. The financial stakes are high: misclassifying an employee as a contractor creates exposure for back payroll taxes, penalties, benefits that should have been provided, and PAGA claims that can reach into the millions for systematic misclassification. But proper contractor engagement — when legally permitted — provides real flexibility and cost savings. Getting this right requires understanding the rules, not guessing at them.

The ABC Test: California’s Classification Framework

As detailed in our AB5 post, California uses the ABC test for most worker classification questions. All three prongs must be satisfied for independent contractor classification to be proper: (A) freedom from employer control in performing the work; (B) work outside the usual course of the hiring entity’s business; and (C) independent business establishment. Prong B is the most commonly failed — it’s difficult to engage a contractor whose work is central to your business and argue their work is “outside the usual course” of your business.

The Industries and Exemptions

AB5 created numerous industry-specific exemptions after intense lobbying: licensed professionals (doctors, lawyers, architects, engineers, accountants) under certain conditions; licensed insurance agents; real estate licensees; certain direct sales people; commercial fishermen; certain performing artists; freelance writers and photographers for fewer than 35 submissions per year to a single outlet; and others. Each exemption has specific conditions that must be satisfied. The existence of an exemption doesn’t mean it automatically applies — the conditions must be analyzed against the specific facts of each engagement.

What Misclassification Actually Costs

When a worker who should have been classified as an employee is misclassified as a contractor, the liability stack includes: employer’s share of FICA taxes (7.65%) on the worker’s compensation for the misclassification period; California SDI and UI taxes on the same compensation; penalties for failure to withhold: 20% of the wages paid; the value of benefits the worker should have received (paid sick leave, workers’ compensation coverage); overtime and meal/rest break premiums for any periods when the worker worked overtime or missed breaks; and PAGA penalties for wage-and-hour violations attributable to the misclassification. In aggregate, a contractor engagement that should have been employment can generate liability equal to 40-60% of the total compensation paid — a potentially business-ending exposure for a small company that has been using contractors extensively.

The Practical Path Forward

Before engaging any worker as an independent contractor in California, run the ABC test facts through a California employment attorney. The analysis is not expensive. The cost of getting it wrong is. If the ABC test analysis suggests the engagement doesn’t qualify for contractor classification, consider whether the Borello multi-factor test (which still applies to some exempted categories) produces a different result. If not, either restructure the engagement to qualify for a legitimate exemption or hire the worker as an employee. The flexibility of contractor classification isn’t worth the risk of PAGA exposure on systematic misclassification.

The Hedge has been cutting through financial and business noise since 2008. Brutal honesty over hype — always.

The Hedge | Brutal Honesty Over Hype Since 2008

Nevada’s proximity to California — Las Vegas is four hours from Los Angeles, Reno is under four hours from the Bay Area — makes it a uniquely practical alternative for California businesses considering relocation or for new businesses that want to be near California markets without paying California’s costs. Nevada’s business climate is consistently rated among the top five nationally, and its specific advantages over California are substantial.

Nevada’s Tax Advantages

Nevada has no state corporate income tax, no state personal income tax, no franchise tax on corporations or LLCs (beyond modest annual fees), and no inheritance tax. For a California business owner earning $300,000 in annual pass-through business income, moving to Nevada eliminates approximately $33,000 per year in California income tax that would have been paid on that income. Over ten years, that’s $330,000 in additional after-tax income from the move alone, before any consideration of other cost differences.

Nevada’s LLC formation costs $75 and the annual report fee is $350. There is no minimum franchise tax. A Nevada LLC with zero revenue costs $350 per year to maintain — less than half of California’s $800 minimum. Nevada’s sales tax averages 8.23% — lower than California’s effective rate in most jurisdictions.

Proximity to California Markets

Nevada’s geographic proximity to California’s major markets makes it viable for businesses that need to maintain California customer, supplier, and partner relationships without paying California’s operating costs. Las Vegas and Henderson are within a four-hour drive of the Los Angeles market — practical for in-person meetings, site visits, and sales calls. Reno-Sparks is within four hours of the Bay Area and has become a significant technology and logistics hub, with Tesla’s Gigafactory Nevada among its anchor tenants.

The Nexus Warning

Operating out of Nevada while serving California customers can still create California tax nexus if you have employees, contractors, or property in California. The FTB applies its “doing business in California” standard regardless of where you’re incorporated. A Nevada company whose sales team works from California homes has California nexus and owes California franchise tax. The Nevada advantage requires genuine operational presence in Nevada — offices, employees, and management decision-making actually occurring there. Consult a California-Nevada tax attorney before assuming Nevada formation eliminates California tax obligations.

When Nevada Makes Sense

Nevada is a strong choice for: businesses whose operations genuinely don’t require California physical presence, executives and founders who are willing to actually live in Nevada (which eliminates California personal income tax on their business income), holding companies for assets not physically located in California, and businesses in logistics, manufacturing, or distribution that can locate facilities in Nevada rather than California. For these scenarios, the tax savings and operational cost reductions are substantial and durable.

The Hedge has been cutting through financial and business noise since 2008. Brutal honesty over hype — always.

The Hedge | Brutal Honesty Over Hype Since 2008

The pandemic-driven normalization of remote work created new complexity in state tax compliance that most companies didn’t anticipate and many haven’t yet resolved. For California-based companies with remote employees in other states, the state tax implications cut both ways: some California employees working remotely from other states may reduce California payroll tax obligations, while some non-California employees working remotely for California companies may create unexpected tax obligations in their home states.

The California Employer’s Remote Employee Problem

When a California company hires an employee who works remotely from Texas, Arizona, Nevada, or any other state, that employee’s wages are generally not subject to California income tax withholding — California income tax applies to California-source income, and wages earned by a Texas resident working in Texas for a California employer are Texas-source income, not California-source income. The California employer must instead withhold the employee’s home state income tax (if any), register as an employer in the employee’s home state, and comply with that state’s employment laws — including its own wage payment rules, leave requirements, and anti-discrimination provisions.

This creates a compliance burden that is often invisible until it becomes a problem: California companies with remote employees in 10 different states have compliance obligations in 10 different state employment law systems. Payroll services like Gusto, Rippling, and ADP handle the multi-state payroll withholding mechanically, but they don’t manage the underlying compliance with each state’s employment law requirements.

The California Employee Working Remotely From Another State

When a California employee temporarily works from another state — on vacation, caring for a relative, or simply choosing to spend time elsewhere — the tax implications depend on the length of time and the other state’s rules. California generally continues to tax California residents on all of their income regardless of where earned. If the employee is still a California resident (they haven’t genuinely relocated), their wages remain subject to California income tax withholding regardless of where they physically work.

If an employee genuinely relocates from California to another state and establishes residency there, they cease to be a California resident for tax purposes — and California can no longer tax their wages on an ongoing basis. This is a legitimate tax planning strategy for employees who want to reduce their California income tax burden. The FTB will scrutinize purported relocations closely, particularly if the employee continues to work primarily with California-based colleagues and continues to visit California frequently.

The Nexus Problem for California Companies

When a California company’s remote employees work from other states, those employees may create tax nexus for the company in those states — meaning the company may owe income tax in those states on income attributable to those employees’ activities. This is called “payroll factor nexus” — many states include payroll as a factor in determining how much of a multistate company’s income is attributable to that state.

A California company with a remote employee in New York may owe New York corporate income tax on income attributable to that employee’s activities, in addition to California franchise tax on California-source income, federal income tax on all income, and the employee’s New York payroll tax obligations. Multistate tax compliance is a genuine complexity that grows with each remote employee added in a new state. Model this before your remote hiring strategy compounds it.

The Hedge has been cutting through financial and business noise since 2008. Brutal honesty over hype — always.

The Hedge · May 20, 2026 · Brutal Honesty Over Hype Since 2008

Copyright law was built on two assumptions: that expression is scarce, and that copying is detectable. AI has demolished both — and the legal system has no clean answer for what comes next.

A model can now ingest a novel, internalize its structure, voice, and ideas, then produce something functionally equivalent without reproducing a single protected sentence. That’s not a loophole. That’s a structural failure in the entire framework.

The cases on the docket

The litigation now working through the system — the NYT’s suit against OpenAI, the Authors Guild actions, Getty Images versus Stability AI — isn’t really about copying in the old sense. The central questions are whether training on copyrighted work constitutes infringement, and whether AI output competes with the original in the marketplace.

That second prong is where fair use gets complicated fast. The four-factor test has always weighted “market harm” heavily. If AI output replaces demand for the original, the “transformative use” defense takes serious damage — no matter how technically different the output is.

“Fair use was designed for humans doing creative work. An AI processing 100 billion tokens of human writing to produce commercial output doesn’t fit that mold — and courts know it.”

Where the doctrine breaks down

Fair use was designed for humans with expressive intent: a critic quoting a passage, a scholar analyzing a text, a parody riffing on an original. The doctrine assumes a person on the other end. That assumption is gone.

Courts will have to either stretch the doctrine until it’s unrecognizable, or acknowledge it simply doesn’t apply the same way. Neither path is clean.

The rewrite problem

Here’s the sharper issue: if AI can take any copyrighted work and produce a “better” version — cleaner prose, updated facts, same ideas — what exactly does copyright protect anymore?

Under current law: expression, not ideas. You can’t copyright a plot structure, a chord progression concept, or a journalistic angle. You can only copyright the specific words, notes, or images. A perfect paraphrase has always been legal. AI just industrializes it at a scale that makes the distinction feel hollow — because it is hollow, at that scale.

How this likely resolves

Four scenarios are on the table:

1. Licensing regimes emerge. Like ASCAP/BMI for music — a collective licensing system for training data. Publishers get a cut, AI companies get legal cover. Messy but workable. Probably the most likely near-term outcome.
2. Output rights get carved out. Courts hold that training is fair use, but AI output that directly substitutes for source material is not. Creates a two-tier system that will be a nightmare to enforce.
3. Congress acts. Probably the least likely near-term outcome given how slowly IP law moves. But pressure is building, and there’s bipartisan motivation when the targets are both large tech companies and foreign competitors.
4. Fair use expands and copyright atrophies. Courts decide transformation is so complete that most AI use qualifies, effectively gutting enforcement for a generation. Unlikely — but not impossible if lobbying balance tips hard enough.

The honest bottom line

Copyright was a bargain: society grants temporary monopoly rights to creators in exchange for eventual public domain contribution. AI breaks that bargain in both directions.

It learned from centuries of creative work without compensating anyone. It now produces work that may never need to enter the creative ecosystem at all. The legal system will patch something together — but it won’t be intellectually coherent. It’ll be whatever compromise the most powerful parties can negotiate.

The writers, photographers, and musicians are going to get something — probably not enough. The AI companies are going to pay something — probably not enough. That’s how these things usually resolve.

The people who built the internet learned this the hard way. Creators are learning it now.

The Hedge has covered financial and legal disruption since 2008. Brutal honesty over hype — always.