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Precedential shift: USPTO clarifies patentability of AI training methods

On November 4, 2025, the Director of the United States Patent and Trademark Office (USPTO) designated as precedential an appeals review panel (ARP) decision vacating the Patent Trial & Appeal Board’s § 101 rejection of claims directed to training machine learning models. Ex parte Desjardins, Appeal No. 24-000567 (ARP Sept. 26, 2025) (precedential).

The Board had previously concluded that claims covering continual learning techniques (such as adjusting model parameters to maintain performance across sequential tasks) were directed to an unpatentable abstract idea. The ARP, which included the USPTO Director, reversed that determination, holding that the claims integrated the abstract concept into a practical application by improving the functioning of machine learning models themselves. However, the ARP still rejected the claims under § 103 for obviousness.

Key takeaways

  • Technical improvements matter. Artificial intelligence (AI)-related inventions can satisfy Alice Step 2A when they demonstrate technical improvements, such as mitigating catastrophic forgetting and reducing storage complexity.
  • No blanket exclusion. The opinion cautions against categorically excluding AI innovations under § 101 and emphasizes that §§ 102, 103, and 112 remain the proper tools for assessing patent scope.
  • Precedential impact. The decision signals the USPTO’s commitment to aligning examination practices with US Court of Appeals for the Federal Circuit precedent while fostering innovation in AI and machine learning.

Practice note: For applicants, this precedential designation underscores the importance of framing AI-related claims around specific technical improvements rather than abstract concepts, which can be pivotal in overcoming § 101 challenges.




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Failure to reassess subject matter eligibility after similar claims invalidated justifies attorneys’ fees

Following a dismissal on the pleadings, the US District Court for the Southern District of New York granted the defendant’s motion for attorneys’ fees under 35 U.S.C. § 285 after concluding that the asserted patent was objectively invalid under 35 U.S.C § 101. Linfo, LLC v. Aero Global, LLC, Case No. 24-cv-2952 (S.D.N.Y. Oct. 15, 2025).

Linfo sued Aero Global alleging infringement of a patent directed to a system with methods and a user interface for discovering and presenting information in text content with different view formats. The patented system would allow a user to sort through online hotel reviews, for example, by toggling a button to show only positive comments, or only comments related to room service.

One week after filing its complaint, Linfo proposed an early-stage settlement of $49,000, which Aero Global did not accept. Subsequently, in a separate case involving the same patent, another judge in the Southern District of New York found the patent invalid. After Aero notified the court of the decision, Linfo sought to dismiss the case without prejudice, and Aero opposed. Linfo then requested a stay pending appeal of the other’s judge’s decision, which the court denied. Linfo then contacted Aero to propose the parties “walk away to close the matter.” Aero responded that it would agree to dismissal if Linfo reimbursed Aero for its fees incurred. Linfo did not respond, after which the court concluded that Linfo was collaterally estopped from asserting infringement of the patent and granted Aero’s motion for judgment on the pleadings.

Aero thereafter sought attorneys’ fees under § 285, arguing that the asserted patent was objectively invalid under § 101. The district court agreed, finding that the litany of cases published after the Supreme Court’s 2014 Alice v. CLS decision should have made clear to Linfo and its counsel that the asserted patent was directed precisely to the kind of abstract concept that Alice deemed unpatentable. Linfo argued that since the patent was issued after the Alice decision, it was reasonable for Linfo to assume the patent examiner considered Alice as part of the USPTO’s decision-making process. The district court rejected this argument, finding no evidence that the USPTO evaluated whether the patent was directed to patent eligible subject matter and, more importantly, finding that numerous cases post-dating the patent’s issuance invalidated patents similar to Linfo’s patent.

Linfo argued that it was reasonable for it to continue the case because it received favorable claim construction rulings and litigated against other defendants that had not filed § 101 challenges. The court rejected this argument, explaining that judicial construction of a patent claim after a claim construction hearing says little about whether that claim is eligible under § 101, given that claim construction and patent eligibility are distinct inquiries.

The court considered Linfo’s and its attorney’s litigation history and found several indicia suggesting that Linfo and its counsel brought this case to induce settlement rather than to reach the merits. The court noted that Linfo had asserted the challenged patent [...]

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Data Processing Software Checks Out as Patent Eligible

PATENTS / SUBJECT MATTER ELIGIBILITY / ABSTRACT IDEA

Addressing an issue of software subject matter eligibility, the US Court of Appeals for the Federal Circuit reversed the district court’s judgment on the pleadings under 35 USC § 101, finding claims related to error checking patent eligible. Koninklijke KPN N.V. v. Gemalto M2M GMBH et al., Case Nos. 18-1862, -1864, -1865 (Fed. Cir. Nov. 15, 2019) (Chen, J).
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