Wednesday, April 15, 2026

Hikma v. Amarin Argument Preview

Guest post by Kaidi (KD) Zhang, Stanford Law School J.D. expected 2027; UC Berkeley Ph.D. in Chemistry 2024

The Supreme Court will hear arguments in Hikma v. Amarin on April 29. The core question before the Court is seemingly straightforward but carries massive industry implications: Should a patent infringement claim based on inducement survive a 12(b)(6) motion to dismiss if the alleged infringer uses a statutorily permitted “skinny label,” but markets its generic drug as the “therapeutically equivalent” of the patented drug? 

In the decision below, the Federal Circuit held that pleading “the totality of the allegations of inducement” as “a whole” was sufficient for an induced infringement case to proceed. This ruling continued to narrow the viability of skinny labels, following the court’s earlier decision in GlaxoSmithKline LLC v. Teva Pharmaceuticals USA, Inc. (GSK), where it upheld a jury verdict of induced infringement based on a skinny label. 

In a recent Stanford Law Review article, Professors Jacob Sherkow and Paul Gugliuzza criticized the GSK decision for “turn[ing] two decades of Federal Circuit jurisprudence on drug labels and inducement on its head.” The Supreme Court declined to intervene then, but has granted certiorari in this case, which may have profound implications for the pharmaceutical industry. A brand-name drug is often approved to treat multiple different conditions (known as “indications”). Over time, the patent for the original drug compound may expire, but the brand-name company might still hold active “method-of-use” patents for specific indications. In many cases, companies pursue these additional indications after the drug is already on the market, which can extend their exclusivity.

Section viii (21 U.S.C. § 355(j)(2)(A)(viii)) of the Hatch-Waxman Act provides a statutory pathway for generic companies to enter the market before all method-of-use patents have expired. It allows a generic manufacturer to submit a statement to the FDA essentially saying: “We only want approval to sell this drug for older, unpatented uses; we are not seeking approval for the use that is still under patent.” To legally utilize the Section viii pathway, the generic manufacturer must remove—or “carve out”—all instructions, marketing, and references related to the patented use from their product’s packaging and informational inserts.

This specific dispute centers on Vascepa, a brand-name drug developed by the respondent, Amarin. Vascepa was initially approved in 2012 for a small group of patients suffering from severe hypertriglyceridemia (SH). In 2019, following a five-year study involving 8,000 patients, the drug received approval for a second indication for reducing the risks of cardiovascular events (CV). The petitioner, Hikma, subsequently developed a generic version of Vascepa (icosapent ethyl) and obtained FDA approval to sell the drug exclusively for the SH indication using the Section viii pathway. 

Notably, there are 11 companies with generic versions of icosapent ethyl approved for SH, and many of these generics (seven at the time the respondent’s brief was filed) are already on the market. Even though all generic pharmaceuticals are legally required to have the same labels carving out the CV indication, Amarin only sued Hikma because, according to Amarin, “[Hikma] alone chose to publish statements that healthcare providers would interpret as encouraging prescriptions that infringe respondents’ patents.”

Under 35 U.S.C. § 271(b), inducement liability requires that a party “actively induce[d]” a direct infringer to take specific action that suffices for “infringement of a patent.” Hikma contends it can be liable only if it actively encourages medical professionals to prescribe its generic icosapent ethyl specifically for the CV indication, and that none of its actions rise to this level. It argues that its skinny label encourages only non-infringing use, and that its external statements do not actively induce specific conduct. Hikma emphasizes that the only time the patented CV indication was mentioned on the label was to warn of the drug’s potential side effects “in people who have heart (cardiovascular) disease.” This warning, Hikma argues, cannot plausibly establish active inducement of the CV treatment method. Therefore, the case should be dismissed for failure to state a claim under the rigorous Iqbal-Twombly pleading standard.

Wednesday, December 10, 2025

Charles Tait Graves: Can You Sue to Protect a Trade Secret You Misappropriated From Someone Else?

Who has standing to sue for trade secret misappropriation? Can a person sue to protect a trade secret they misappropriated from someone else?  Is mere "possession" of the trade secret enough for standing to sue and entitlement to a remedy? Or does a complainant have to prove they are the "owner" of the trade secret in a more formal sense?

A new case suggests the answer may be: "Yes, a person can probably sue to protect a trade secret that they misappropriated from someone else, at least under state law, but not under federal law."

A recent Tenth Circuit case, Snyder v. Beam, addresses this question. In this post, I'll discuss Snyder and its implications, and I will also highlight a 2023 article by Charles Tait Graves, revealing that this issue had been boiling up on the state law side for some time. Snyder did not come out of the blue. Rather, the passage of a federal trade secret statute with a divergent rule has simply brought the issue to the fore.

Friday, October 17, 2025

Common Questions on AI and Trade Secrecy

I have been giving some talks on my article, “Keeping ChatGPT a Trade Secret While Selling It Too,” which is now published in the Berkeley Technology Law Journal. The article addresses a legal puzzle: How can companies protect generative AI technology through trade secret law, while also selling new AI products to the public? I have gotten some really interesting questions from audience members on AI and trade secrecy. I thought I'd share them along with my answers.  If you disagree with my answers or how I am characterizing the technology, I'd really love to hear your thoughts.

Monday, June 9, 2025

EcoFactor and Alternate Expert Theories

Hello world! I've finished my (long) stint as an administrator and suddenly find myself with time to do the things I used to do, like writing blog posts. It's been slow around here, but I am glad Written Description is alive and kicking. I hope to blog on a regular basis going forward - I've missed it.

For my first post in a while, I thought I would tackle EcoFactor v. Google, the first en banc utility patent case heard by the Federal Circuit in many years. With the help of a firm in Texas, I filed one of only two substantive amicus briefs in favor of EcoFactor. I'll discuss the case a bit, what my position was, and my take on the ruling.

The case itself was a run-of-the-mill patent infringement case. EcoFactor won, and presented expert testimony on a reasonable royalty for damages. Google did not present an expert. A key evidentiary problem is that all the prior actual licenses were lump sum, and they were for multiple patents. The expert used recitals in the contract as well as an EcoFactor witness to extrapolate a per unit royalty. He testified that the licenses agreed to an $X royalty [note that I'm not waffling, the actual amount has been kept secret for some reason.]. The expert also testified that the addition of other patents didn't really affect the rate because the technology was all the same.

A divided panel affirmed the infringement and the damages. The en banc court vacated and asked for briefing on the court's role as gatekeeper for expert testimony under the Daubert case. Google and amicii submitted briefs on this, and also argued that apportionment was improperly done. The Federal Circuit instructed parties to leave the apportionment question aside, and I think rightly so (as discussed in my paper on patent portfolios and by Parchomovsky and Wagner here: the value of any given patent in a portfolio is zero, and in the aggregate is basically the royalty rate).

Google and its amicii argued, unsurprisingly, that Daubert requires the judge to ensure that all damages calculations follow the law, and that obviously hadn't been done here. Parties favoring neither side emphasized that courts should not exclude experts just because facts are disputed. I won't discuss these much more - there are plenty of summaries around. They all basically say the same thing (when not focused on policy), with the variation being how strict people think the court should be in determining reliability of damages opinions.

I tend to agree with most of the legal arguments folks made. It is hard not to - there are decades of precedent on admission of expert testimony, at least at the general level. The primary dispute was really on the facts and how those rules should apply to this case. And so I decided to file a brief based in part on my paper (Un)Reasonable Royalties, which discusses the history of royalty remedies as well as a discussion of expert witnesses.  Our argument, pretty simply, was that the opinion was well within the norm of reliability. Experts often extrapolate royalties from lump sums, the language in the agreements at least supported what a willing buyer would want, and there was other evidence in the record (not mentioned in the expert report) that supported the royalty.

The en banc court ruled, 8-2, that the expert testimony should have been excluded. One ground for reversal was that the court didn't explain the ruling admitting it (why it was reliable). This is important for future courts. The second ground, which we'll discuss here, was that the expert's testimony that the royalty rate agreed to in the contracts was $X was not supported by contract interpretation (as a matter of law), and therefore the opinion was unreliable (and non-salvageable by other evidence in the case, which was a primary point of contention with the dissent). In reaching this decision, the Court cited a lot of precedent on Daubert, all of it

My thoughts on the case are below.

Tuesday, May 13, 2025

Oswald: Do trade secret injunctions last forever?


An injunction in a trade secret case should generally end when the trade secret does. But new empirical research by Professor Lynda Oswald sheds new light on the actual lifetime of these injunctions. The results are surprising. Oswald finds that in the vast majority (~80%) of cases in her dataset, courts simply grant an open-ended injunction without a fixed term. While defendants could in theory move to dissolve the injunction when the trade secret ceased to exist, Oswald found no evidence this happened.  In effect, the injunctions appear to have remained in effect indefinitely.

Lynda Oswald is the Louis and Myrtle Moskowitz Research Professor of Business and Law at University of Michigan's School of Business. Professor Oswald's article, An Empirical Analysis of Permanent Injunction Life in Trade Secret Misappropriation Cases, has now been published in the Iowa Law Review.

Tuesday, March 4, 2025

OpenEvidence v. Pathway: The Legal Battle Over AI Reverse Engineering

Can generative AI models like ChatGPT be "reverse engineered" in order to develop competing models? If so, will this activity be deemed legal reverse engineering or illegal trade secret misappropriation?

I have now written a few articles exploring this question, including Trade Secrecy Meets Generative AI and Keeping ChatGPT a Trade Secret While Selling It Too. But when I first asked this question a year and a half ago, I was getting responses purely in the negative. I asked a panel at a trade secret conference at Georgetown in 2023, "Can ChatGPT be reverse engineered?" Several members of the panel laughed.  I would talk to AI experts, and the answer I got was along the lines of: "it's not going to happen." 

This post is cross-posted on Patently-O.

Sunday, February 9, 2025

Fagundes & Perzanowski: A new framework for conceptualizing the end of IP rights

 Dave Fagundes and Aaron Perzanowski have just posted a very interesting and thought-provoking paper draft on SSRN called "How Intellectual Property Ends."  

The paper, which follows up on their prior work on copyright abandonment, closely examines how IP rights come to an end through doctrines like "expiration," "forfeiture," or "abandonment." The paper seeks to provide a “taxonomy” for thinking about how IP rights end. The authors argue that imprecise or inconsistent uses of terms like "abandonment" and "forfeiture” deprives these terms of meaning and “obscures the underlying logic” of the doctrines as originally developed at common law (5). They instead posit a single unified framework for consistently conceiving of termination that can work across the four IP regimes. 

Monday, January 27, 2025

Buccafusco, Masur, & Varadarajan: Does Trade Secrecy Have an "Information Paradox"?

One of the key purposes of trade secret law is to address the "Arrow information paradox." The information paradox posits that there is a fundamental challenge in information exchange: It is difficult to assess the value of information without first sharing it, but once the information is shared, it becomes vulnerable to being copied, leaving the originator without compensation and without a competitive advantage.  

Monday, June 3, 2024

Guest Post: Diversity Pilots Initiative Comment on Proposed Changes to PTAB Practice

Guest post by Ashton Woods, a JD candidate and member of the Juelsgaard Intellectual Property and Innovation Clinic at Stanford Law School. 

This post is part of a blog post series by the Innovator Diversity Pilots Initiative (DPI), which advances inclusive innovation through rigorous research. DPI will be hosting its second conference at Emory University Law School in Atlanta on Friday, September 20, 2024. Indicate your interest by signing up here.

On February 21, the USPTO issued a Notice of Proposed Rulemaking for Expanding Opportunities to Appear Before the Patent Trial and Appeal Board (PTAB), and DPI filed one of seven comments on the proposal. DPI’s full comment can be found here.

Currently, parties appearing before the PTAB who are represented by counsel must designate lead and backup counsel. Lead counsel must be a USPTO-registered practitioner, meaning that they have technical training and have passed the registration exam (commonly known as the “patent bar” exam). Backup counsel may be non-registered if they are recognized pro hac vice. Under the Proposed Rule, counsel can switch roles, with a non-registered practitioner acting as lead counsel and a registered practitioner acting as backup counsel. Additionally, parties who can show good cause, including financial hardship, can waive the backup counsel requirement, though the party’s sole counsel must still be a registered practitioner. Finally, the Proposed Rule streamlines the pro hac vice recognition process for non-registered practitioners, though they still must be accompanied by a registered practitioner in the lead or backup role. 

As explained in more detail in the full comment, DPI views the Proposed Rule as a modest step toward reducing the accessibility gap for potential patentees, patent practitioners, and patent challengers. The goal of the Proposed Rule is laudable, and it may provide a solid foundation for future efforts to diversify the Patent Bar and the patent system more broadly—if it can effectively expand the pool of eligible practitioners in proceedings before the PTAB, the Proposed Rule may support wider USPTO efforts to increase the participation of underrepresented communities in the innovation ecosystem. 

Thursday, May 30, 2024

Gaia Bernstein on "Unwired: Gaining Control over Addictive Technologies"

Guest post by Gaia Bernstein Technology Privacy and Policy Professor of Law, Co-Director of the Institute for Privacy protection and the Gibbons Institute for Law Science and Technology, Seton Hall University School of Law, based on her recent TEDx talk.   

Nine years ago, when I sat down to research in a coffee shop took out my laptop, Kindle and phone, but hours later realized that I accomplished little, but felt fatigue. What happened? I realized the hours were wasted on emails, texts and mostly aimless web surfing. I started understanding them that something was wrong.

Saturday, May 25, 2024

Catalog of Court-Mandated AI Disclosures (cf. USPTO Guidance)

Guest post by Victoria Fang, a JD candidate at Stanford Law. Before law school, Fang worked as a patent examiner at the USPTO in the medical imaging and diagnostics space.

In the past year, two “ChatGPT lawyers,” a California eviction law firm, Michael Cohen, and a Colorado attorney have each made headlines for making the same mistake—citing fake cases in legal filings. In attempts to speed up their legal research, these lawyers used generative AI tools like ChatGPT and Google Bard that “hallucinated” nonexistent case law. 

Indeed, use of generative AI by litigants raises issues of accuracy and confidentiality. ChatGPT has been known to “hallucinate” and has other limitations, including being limited to information on the internet before certain date cutoffs and not actively searching the internet or dedicated legal databases for new information. 

Courts have responded to the increased use of generative AI by litigants through judge- or case-specific guidance, standing orders, and local rules, which I have summarized in this spreadsheet. These court mandates have been collated from various news articles, Ropes & Gray’s Artificial Intelligence Court Order Tracker launched in January 2024, and independently searching uscourts.gov. As summarized in the catalog, only a few courts or judges outright prohibit the use of AI. Among courts that do not prohibit the use of AI, some courts require disclosure and/or certification, and others make clear that verification by a human is required. A number of judges even put a special emphasis on confidentiality. More recently, judges have begun requiring litigants to keep a record of the prompts and responses they used, in case issues arise.

Thursday, April 25, 2024

Diversity Pilots Initiative Blog Post Series

Happy 1-year Anniversary to the Innovator Diversity Pilots Initiative (DPI)! 

Today we feature two new posts, one by Lolita Darden, PPAC Chair, and one by Colleen V. Chien & Jillian Grennan, on “Unpacking the Innovator-Inventor Gap: Evidence from Engineers.”

See below for links below to all the Diversity Pilots Initiative blog posts so far, cross-posted at DiversityPilots.org and Patently-O.

Guest Post by Chien & Grennan: Unpacking the Innovator-Inventor Gap: Evidence from Engineers

Guest post by Colleen Chien, Professor of Law at the University of California, Berkeley School of Law and co-director of the Berkeley Center for Law and Technology, and Jillian Grennan, Associate Professor of Finance and Sustainability at the University of California, Berkeley Haas School of Business

This post is part of a series by the Diversity Pilots Initiative, which advances inclusive innovation through rigorous research. The first blog in the series is here, and resources from the first conference of the initiative are available here.

Which IP professionals ascend to partnership or top counsel roles? Which professors publish in the top journals? And which innovators become inventors? This question of who among lawyers, academics, or innovators reaches the next milestone in the progression of a career is relevant in many settings. It has been a central focus in the world of innovation since USPTO’s Director Kathi Vidal’s urgent call to ensure that we “get everyone off the bench” in order to solve world problems and foster economic prosperity.

This call is motivated by the observation that while women comprise 35% of the STEM workforce, they make up only 13% of inventors; Black professionals represent 9% of STEM workers but only 1.2% of inventors. What explains this innovator-inventor gap, the reduced rate at which underrepresented innovators become inventors?  Just as lawyers of varying backgrounds do not equally ascend in firms—with women comprising a slight majority of associates but just 24% of equity partners—the journey from conceiving an idea to becoming a named inventor on a patent is not just a matter of technical merit, but, rather, is significantly influenced by the broader work environment.  Because the progression from innovator to inventor happens largely behind closed, corporate doors, this critical gap has largely been overlooked and its causes, largely unexplored, despite technological innovations' critical role as a driver of economic growth.

In our study, "Unpacking the Innovator-Inventor Gap: Evidence from Engineers," which reports on a survey of close to 4,000 innovators across 4 firms, and collaborating firms’ invention disclosure databases, we use detailed administrative and survey data to unpack the forces underlying this gap and provide novel insights into the invention process, how it is influenced by firm policies, and its variation by demographics.  The study's unique empirical data reveal that inventorship, far from being a rote translation of ideas into patents, reflects an opt-in, competitive process, in which only one-third of engineers engage with their firm's formal invention submission processes, and only half of these submissions progress to the patent application stage.  Strikingly, participation rates for women at each step of this journey are significantly lower.  

Guest Post by Lolita Darden: PPAC’s Bold Strategy to Transform Patent Inclusion

Guest post by Lolita Darden, Chair, U.S. Patent and Trademark Office Patent Public Advisory Committee; Managing Partner, Darden Betts Strategic Intellectual Property Counselors; Visiting Associate Professor, George Washington University Law School

This post is part of a series by the Diversity Pilots Initiative, which advances inclusive innovation through rigorous research. The first blog in the series is here, and resources from the first conference of the initiative are available here.


This year the Patent Public Advisory Committee, also known as PPAC, turns 25.  Established in 1999, PPAC is a 9-member advisory committee appointed by the Secretary of Commerce. Each member serves a 3-year term, and I am starting my second year. The primary purpose of the Committee is to review the policies, goals, performance, budget, and user fees of the USPTO with respect to patents. The Committee is also charged, by statute, to advise the Director of the USPTO on these matters and to prepare a report to Congress on the advisory actions the Committee has undertaken during the calendar year. You can find the 2023 PPAC Annual Report here

As the new Chair of PPAC, I look forward to collaborating with the Committee and Director Vidal to serve the interests of the American people and the IP community in ways that enhance national and global competitiveness, accelerate growth in GDP, and drive innovation and entrepreneurship.  

For those of you not familiar with PPAC, another function of the Committee is to provide the Director with feedback from our constituents about initiatives being undertaken by the USPTO with respect to patent matters. In that regard, I view my role as Chair as a facilitator, working closely with Committee members to provide advice and counsel to the Director based on feedback received from our respective constituencies. 

This year, PPAC will continue to work with Director Vidal to link patents and invention more explicitly to national competitiveness, through both increasing invention activity and making patent protection available to more inventors around the U.S. It is widely known that innovation is a key driver of competitiveness and long‐term economic growth. It is also known that patents are important measures of innovation. Recent studies show that significant increases in U.S. innovation are achievable by encouraging inclusive innovation, which involves bringing under-represented individuals and communities into the innovation ecosystem. For example, one study finds that “[i]f women, minorities, and children from low-income families were to invent at the same rate as white men from high-income (top 20%) families, the rate of innovation in America would quadruple,” which represents substantial potential growth to the United States economy. 

Tuesday, January 23, 2024

Beyond the AI Black Box: Links to Articles and Excerpts From Interview With Charlotte Tschider

Maybe others are in the same boat. Until ChatGPT took the world by storm, I didn't have specific plans to write about AI at a granular level. Now my students and in-laws are asking about it. I have to write essays explaining how AI affects my work. The cases are cropping up. For others seeking to write about AI, and especially generative AI, I am sharing links to some articles I found helpful for understanding basic issues, as well as excerpts from an interview I did with Professor Charlotte Tschider, where I asked her questions about AI that she patiently answered.