- Intel Corporation v. Advanced Cluster Systems, Inc.All claims unpatentablePTAB · Sep 1, 2026 · IPR2025-00914 · APJ Brian P Murphy · IPR · Final written decision
Claims 1–19 are unpatentable as obvious over Menon, Trefethen, RS6000, and POEref.
RulingsFinal written decision- Skill levelSkill level petitioner adoptedDecided for petitioner
“In determining the level of ordinary skill in the art, various factors may be considered, including the “type of problems encountered in the art; prior art solutions to those problems; rapidity with which innovations are made; sophistication of the technology; and educational level of active workers in the field.” In re GPAC, Inc., 57 F.3d 1573, 1579 (Fed. Cir. 1995) (citing Custom Accessories, Inc. v. Jeffrey-Allan Indus., Inc., 807 F.2d 955, 962 (Fed. Cir. 1986)). “These factors are not exhaustive but are merely a guide to determining the level of ordinary skill in the art.” Daiichi Sankyo Co. v. Apotex, Inc., 501 F.3d 1254, 1256 (Fed. Cir. 2007). There is uncontested evidence in the record before us that reflects the knowledge and We adopt the Petition’s formulation of the level of ordinary skill in the art, which is consistent with the ’679 patent, the prior art of record, and the testimony of both experts.” slip op. at 10
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededOther
“The Petition relies on the ordinary and customary meaning of the claim terms consistent with the Phillips standard. Pet. 12–13 (citing 37 C.F.R. § 42.100(b)). The Petition also addresses the construction of “peer-to-peer architecture” recited in independent claim 1 of the ’679 patent, a limitation we need not construe to resolve the parties’ dispute in this proceeding. Id. at 13; see, e.g., Wellman, Inc. v. Eastman Chem. Co., 642 F.3d 1355, 1361 (Fed. Cir. 2011) (“[C]laim terms need only be construed ‘to the extent necessary to resolve the controversy.’”) (quoting Vivid Techs., Owner relies on the ordinary and customary meaning of the claim terms consistent with the Phillips standard without further analysis. Resp. 7.” slip op. at 11
- Obviousness (§103) › Motivation to combine / reasonable expectation of successMotivation foundReasonable expectation foundUnpatentable
“RS6000 with Menon, namely because RS6000 provides an overview of the IBM SP2 multiprocessor and Menon teaches the use of “IBM SP2, a modern high performance distributed memory multiprocessor” used in the MultiMATLAB system. Id. at 24–25 (citing Ex. 1003 ¶¶ 142–145; Ex. 1005, 5–6, 14; Ex. 1007, 1, 11). The Petition also explains why POEref pertains to the field of cluster computing in a parallel operating environment. Id. at 26 (citing Ex.1008, 11 (“PE Software is designed to run on an … RS/6000 network cluster”)); (further citing Ex. 1001, 1:14–15; Ex. 1003 ¶¶ 146–149). The Petition contends that a POSITA would have been motivated to combine the teachings of POEref with Menon “because Menon suggests the combination by teaching that MultiMATLAB uses ‘POE, IBM's Parallel Operating Environment.’” Id. at 26–27 (citing Ex. 1005, 6); (further citing Ex. 1003 ¶¶ 150–153; Ex. 1005, 14; Ex. 1008, 11, 46). We agree with Petitioner’s analysis. We find the Petition’s argument and evidence of a motivation to combine the asserted prior art references in the manner claimed to be compelling, persuasive, consistent with the disclosures in the references, which include internal cross-references to each other, and supported by the expert testimony of Dr. Bajaj.” slip op. at 19
- Obviousness (§103) › Motivation to combine / reasonable expectation of success › Teaching awayTeaching away not foundDecided for petitioner
“skill, upon reading the reference, would be discouraged from following the path set out in the reference, or would be led in a direction divergent from the path that was taken by the applicant.” In re Gurley, 27 F.3d 551, 553 (Fed. Cir. 1994). Patent Owner argues that Menon teaches away from a combination with Trefethen because “Menon expressly states that Trefethen’s first-generation architecture is inadequate for the objectives that motivated the newer design.” Resp. 35–37. The evidence does not support Patent Owner’s position. First, Patent Owner’s teaching away argument is inconsistent with the strong evidence of a motivation to combine Menon and Trefethen discussed above. Second, Patent Owner’s teaching away argument is contrary to the evidence of record for the reasons given in Petitioner’s Reply. Reply 13–15 (e.g., “Menon explicitly cites Trefethen and explains that Menon builds on the teachings of Trefethen.”) (citing Pet. 22; Ex. 1003 ¶ 70; Ex. 1005, 1–3; Ex. 1163 ¶¶ 47–53). We are further persuaded by Dr. Bajaj’s reply testimony: the “MultiMATLAB teachings in Trefethen. In fact, Menon describes enhancing the system of Trefethen. For example, Menon describes a list of “goals” already achieved by MultiMATLAB and then states that the architecture has been “redesigned to achieve two further goals.” One of these two “further goals” is “extensibility,” which Menon achieves by its description of adding “MEX routines” to the system of Trefethen. Far from showing an “incompatibility” between Menon and Trefethen as the POR argues, Menon’s addition of the “MEX routines” to MultiMATLAB shows that such a modification was within the capabilities of a POSITA, because the authors of the Menon paper actually implemented the modification. Ex. 1163 ¶ 49 (citing Ex. 1005, 1–3). Dr. Bajaj’s testimony is unrebutted, credible, and supported by the record. We agree with Dr. Bajaj’s reasoning, which is based on direct quotes in Menon. We further agree with Dr. Bajaj’s conclusion that Menon does not teach away from the combination with Trefethen. Id. ¶¶ 50–52. Menon’s description of building on and enhancing the teachings of Trefethen—the earlier work of the same research group at Cornell—by adding MEX routines to achieve high-performance parallel computing and extensibility for MATLAB, demonstrates a classic motivation for a POSITA to combine the teachings of Menon and Trefethen. RS6000 and POEref are specifically referenced in Menon-Trefethen and add operational details of the parallel operating platform that teach a POSITA how to implement the MultiMATLAB system with a reasonable expectation of success. Such facts are inconsistent with Patent Owner’s teaching away and lack of motivation arguments.” slip op. at 24
Patent outcomesUS 12,021,679 unpatentableClaim construction§ 102 anticipation§ 103 obviousnesscites KSR · GrahamPatents in suitUS 12,021,679 - Intel Corporation v. Advanced Cluster Systems, Inc.All claims unpatentablePTAB · Aug 26, 2026 · IPR2025-00913 · APJ Brian P Murphy · IPR · Final written decision
Claims 1–30 are unpatentable: claims 1–25, 27–28, and 30 as obvious over Menon, Trefethen, RS6000, and POEref; claims 26 and 29 over those references plus MPIref.
RulingsFinal written decision- Skill levelSkill level petitioner adoptedDecided for petitioner
“may be considered, including the “type of problems encountered in the art; prior art solutions to those problems; rapidity with which innovations are made; sophistication of the technology; and educational level of active workers in the field.” In re GPAC, Inc., 57 F.3d 1573, 1579 (Fed. Cir. 1995) (citing Custom Accessories, Inc. v. Jeffrey-Allan Indus., Inc., 807 F.2d 955, 962 (Fed. Cir. 1986)). “These factors are not exhaustive but are merely a guide to determining the level of ordinary skill in the art.” Daiichi Sankyo Co. v. Apotex, Inc., 501 F.3d 1254, 1256 (Fed. Cir. 2007). There is uncontested evidence in the record before us that reflects the knowledge and experience of a POSITA. We adopt the Petition’s formulation of the level of ordinary skill in the art, which is consistent with the ’034 patent, the prior art of record, and the testimony of both experts.” slip op. at 11
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)Term construed petitioner constructionOther
“processor,” “multi-core” processor, or “singular ‘hardware processor’ that ‘comprises’ (or ‘with’) multiple ‘processing cores’” as Patent Owner contends. Resp. 11–12, 21; see also Ex. 1163 ¶ 22 (“The claim does not recite ‘single chip,’ ‘single package,’ ‘single die,’ or ‘single multi-core microprocessor.’”). Nor do the claims recite a plurality of processing cores “within” a single-chip package or read as “multi-core within a processor” as argued by Patent Owner. Resp. 12–14; Sur-Reply 2; see Reply 6 (citing Ex. 1163 ¶ 23 (“Thus, the phrase ‘with a plurality of processing cores’ identifies the required processing resources associated with the hardware processor; it does not import a packaging limitation.”)). The claims do recite a hardware processor “with” a plurality of processing cores; a critical distinction even Patent Owner reads as open-ended, i.e., as a hardware processor that “comprises” a plurality of processing cores. See Resp. 11 (“the claims require a singular ‘hardware processor’ that ‘comprises’ (or ‘with’) multiple ‘processing cores’”). Consequently, the claim language does not support Patent Owner’s proposed construction of “a . . . hardware processor with a plurality of processing cores” as a single multi-core processor. cores it contains” in reliance on a parsed description in the ’034 patent specification: The specification explains: “Each processor can contain one or more processor cores that are capable of single-threaded execution. Processor cores are generally independent microprocessors, but more than one can be included in a single-chip package.” Id. at 1212 (partially quoting Ex. 1001, 5:11–16); Sur-Reply 2. The quoted description does not support Patent Owner’s contention that the claimed “a . . . hardware processor with a plurality of processing cores” must be limited to a “single multi-core processor” that “locates multiple cores within a ‘single-chip package,’” i.e. limited to a single multi-core microprocessor such as “a Core 2 Duo is one processor package with two cores.” Resp. 12– 13, 21 (citing Ex. 1001, 7:15–25). The description quoted above from column 5, moreover, describes a “processor” that “can contain one or more processor cores” each of which can be an independent microprocessor. Reply 2–3 (citing Ex. 1001, 5:11–16; Ex. 1163 ¶¶ 10–14). As Petitioner emphasizes, the specification distinguishes a “processor” from a “microprocessor” and describes a “processor” that “can be one or more general purpose single-core or multi-core microprocessors,” rather than limiting a “processor” to a single multi-core microprocessor. Reply 3–5 (citing Ex. 1001, 7:14–36, Fig. 1; Ex. 1163 ¶¶ 15–18).” slip op. at 13
- Obviousness (§103) › Analogous artAnalogous artDecided for petitioner
“art because they pertain to the same “field of cluster computing” as the ’034 patent and “are reasonably pertinent to the problem of the ’034 patent, namely, executing a single program on multiple nodes.” Pet. 22 (citing Ex. 1001, 1:14–15; Ex. 1003, ¶¶ 65–69; Ex. 1005, 2; Ex. 1006, Abstract). The Petition emphasizes that Menon expressly cites and builds on the MultiMATLAB system taught by Trefethen. Id. (citing Ex. 1003 ¶ 71; Ex. 1005, 1–2). The Petition contends that: combination of prior art elements according to known methods (executing MATLAB code on a multiprocessor system) to yield the predictable result discussed in both papers: the MultiMATLAB system executing MATLAB in parallel to perform mathematical calculations. Id. at 22–23 (citing Ex. 1003 ¶ 70; Ex. 1005, Abstract; Ex. 1006, 2–7). The Petition further contends that a POSITA would have found it predictable to combine Trefethen with Menon with a reasonable expectation of success “because researchers had a strong desire to parallelize MATLAB.” Id. at 23–24 (citing Ex. 1003 ¶ 73; Ex. 1005, 2; Ex. 1006, 11–12.)” slip op. at 27
- Obviousness (§103) › Motivation to combine / reasonable expectation of successMotivation foundReasonable expectation foundDecided for petitioner
“A POSITA would have had an especially strong reason to read these references together because they address the same project, the same MATLAB-based parallel-computing problem, and the same MultiMATLAB command environment. Menon expressly identifies Trefethen’s MultiMATLAB work and then describes a redesigned architecture that preserves the same user-level objective––parallel MATLAB computations—while improving implementation details and extensibility. A POSITA therefore would not view the references as mutually exclusive alternatives. Rather, a POSITA would understand Trefethen as teaching specific MultiMATLAB commands and examples, including Eval, Send, Recv, and the architecture was implemented and improved in a later version. Ex. 1163 ¶¶ 71–72 (emphases added). We find the above reasoning persuasive and adopt it as our own. Petitioner and Dr. Bajaj demonstrate a sound technical motivation for a POSITA—someone having a bachelor’s degree in computer science, computer engineering, or electrical engineering and two years of experience working in the field of cluster computing or parallel processing—to combine Menon and Trefethen: to improve MATLAB’s operational performance and extensibility in a parallel operating environment. Menon builds on Trefethen to improve and extend the parallel processing capabilities of MultiMATLAB: “This system will enable users to access high-performance parallel routines from within the MATLAB environment, to extend the environment with new parallel routines, and to use these routines to develop parallel applications with the MATLAB language.” Ex. 1005 Abstract. Menon is intended to be read in conjunction with Trefethen, as would be expected from two references generated by the same research group at the same university addressed to the same technical subject matter about a year apart. Ex. 1005, 1; Ex. 1006, Ex. 1086 ¶¶ 65, 101, 102. The very first citation in Menon is to Trefethen. Ex. 1005, 2, 16.” slip op. at 30
Patent outcomesUS 11,570,034 unpatentableClaim construction§ 102 anticipation§ 103 obviousnesscites KSR · GrahamPatents in suitUS 11,570,034 - Reed Semiconductor Corp. v. Monolithic Power Systems, Inc.All claims unpatentablePTAB · Jan 22, 2026 · IPR2024-01158 · APJ Ken B Barrett · IPR · Final written decision
Claims 1–5, 7–15, 17, and 18 are unpatentable: claims 1–4, 9–14, 17, and 18 as anticipated by Tateishi, and claims 5, 7, 8, and 15 as obvious over Tateishi.
RulingsFinal written decision- Skill levelSkill level petitioner adoptedDecided for petitioner
“We discern no material difference between the parties’ definitions. Petitioner’s definition is consistent with the level of ordinary skill reflected in the prior art references of record. See Okajima v. Bourdeau, 261 F.3d 1350, 1355 (Fed. Cir. 2001) (recognizing that the prior art itself may reflect an appropriate level of skill in the art). For purposes of this decision, we apply Petitioner’s definition of the person of ordinary skill in the art. We note, however, that were we to adopt Patent Owner’s assessment, the outcome of this Decision would be the same.” slip op. at 13
- Claim Construction › Intrinsic evidence (Phillips canons) › Plain and ordinary meaning to a POSITATerm construed petitioner constructionDecided for petitioner
“After considering the parties’ arguments and evidence, we determine that Patent Owner has not offered persuasive evidence that a person of ordinary skill in the art reading the claims in light of the Specification would understand the plain and ordinary meaning of “control signal” to be as narrow as Patent Owner proposes. We do not construe the claims such that the “control signal” must be the exclusively controlling factor of a component, as Patent Owner urges. Petitioner’s position, on the other hand, is consistent with the evidence of record. We construe “control signal” as having its plain and ordinary meaning, namely a signal configured to control a circuit component. D. The Asserted Anticipation of Claims 1–4, 9–14, 17, and 18 by Tateishi” slip op. at 24
- Novelty / Anticipation (§102) › Anticipation standard (single reference, every element)UnpatentableUnpatentable
“We determine that Petitioner has demonstrated by a preponderance of the evidence that Tateishi discloses the “control signal” recited in limitations 1B2 and 1D of independent claim 1.” slip op. at 37
- BurdenNot shown unpatentable
“based on the Tateishi application publication (Ex. 1007), that the Tateishi Patent (Ex. 1005) also anticipates claims 1–4, 9–14, 17, and 18. See Pet. 23–24 (“The Tateishi Patent is also prior art under (pre-AIA) §102(e)”; identifying Ground 1 as anticipation “under §102 by Tateishi and/or the Tateishi Patent”). However, we are unable to locate in the Petition or Petitioner’s Reply a discussion of or citation to the Tateishi Patent other than under the Petitioner’s heading “Identification of Challenge and Relief Requested” on pages 23 and 24 of the Petition. Cf. id. at i–x (Table of Contents identifying a section of the Petition discussing the Tateishi (Application) anticipation ground but not a section discussing a Tateishi Patent anticipation ground). Although the issued patent may be substantively identical to the published application, Petitioner does not assert that, and we decline to compare the documents to determine whether that is the case. In light of Petitioner’s silence on the alternative ground, Petitioner has not demonstrated by a preponderance of the evidence that the Tateishi Patent anticipates 1–4, 9–14, 17, and 18.” slip op. at 47
Patent outcomesUS 9,041,377 unpatentableClaim construction§ 102 anticipation§ 103 obviousnesscites Phillips · KSR · GrahamPatents in suitUS 9,041,377 - Duration Media LLC v. Rich Media Club LLCAll claims unpatentablePTAB · Mar 7, 2025 · IPR2023-00953 · APJ Michael J Fitzpatrick · IPR · Remand
On remand, the Board held claims 1–10 unpatentable as obvious over Krassner, Badros, and Harkins; it did not reach the alternative Badros and Harkins ground.
RulingsRemand decision- RemandOther
“On August 16, 2024, Petitioner filed a Request for Director Review of the Final Written Decision. Paper 73 (“Req.”). Patent Owner opposed the Request. Paper 77. On December 12, 2024, Director Vidal granted the Request and entered a Director Decision. Paper 78 (“Director Dec.”). The Director Decision states that “Petitioner persuasively shows that Badros discloses the viewability test.” Director Dec. 9. Accordingly, the Director Decision vacated the Previous FWD, and remanded back to us for further proceedings. Id. at 13. We have jurisdiction under 35 U.S.C. § 6 and pursuant to the Director’s Decision. For the reasons discussed below, we determine that Petitioner has met its burden to prove, by a preponderance of the evidence, that claims 1–10 of the ’329 patent are unpatentable.” slip op. at 3
- Skill levelSkill level patent owner adoptedDecided for patent owner
“We find Patent Owner’s argument persuasive. Indeed, it is unclear how Petitioner’s proposal accounts for the types of problems encountered in the art or prior art solutions to those problems. See Daiichi Sankyo, 501 F.3d at 1256 (identifying these factors, among others, as “a guide to determining the level of ordinary skill in the art”). Nor does Petitioner, in its Reply, address, let alone rebut, Patent Owner’s arguments that a person of ordinary skill in the art would have had some experience and/or knowledge in internet advertising. See generally Pet. Reply. Patent Owner proposes that a “person of ordinary skill in the art would have a bachelor’s degree in computer science or a similar major involving computer programming (or at least four years of practical computer programming experience) and at least two years of experience (in or out of college) in the field of internet advertising.” PO Resp. 12 (citing Ex. 2045 ¶54). We agree that a person of ordinary skill in the art would have some experience in internet advertising, although we fail to see why one year would not be enough to familiarize sufficiently a computer scientist and/or programmer with the types of problems encountered in the art or prior art solutions to those problems. Based on the competing proposals, arguments, and evidence before us, we adopt and apply the following level of skill in assessing Petitioner’s would have had a bachelor’s degree in computer science, computer engineering, or electrical (or similar) engineering with about three years of experience in computer programming with at least one year of said experience being in the field of internet advertising.” slip op. at 11
- Novelty / Anticipation (§102) › Priority / effective filing date / continuation supportReference is prior artReference not prior artDecided for patent owner
“Krassner clearly is a patent. It issued on August 13, 2019, far too late to be § 102(b) prior art. Even if we assume Krassner is also a “printed publication” withing the meaning of § 311(b), the same date would apply: August 13, 2019. Petitioner has not presented any evidence that the document that is Krassner was published prior to when it issued on August 13, 2019. That another document (the Krassner publication), which published much earlier, may contain the same or similar disclosure is not relevant to when Krassner was patented or published. In sum, Krassner is not prior art under 35 U.S.C. § 102(b). b) Whether Krassner is Prior Art Under 35 U.S.C. § 102(e) Although Krassner is not prior under 35 U.S.C.§ 102(b), we” slip op. at 15
- Obviousness (§103) › Analogous artAnalogous artDecided for petitioner
“subject matter [sought to be patented] pertains,’ this determination is frequently couched in terms of whether the art is analogous or not, i.e., whether the art is ‘too remote to be treated as prior art.’” In re Clay, 966 F.2d 656, 658 (Fed. Cir. 1992) (quoting In re Sovish, 769 F.2d 738, 741 (Fed. Cir. 1985)). “Whether a reference in the prior art is ‘analogous’ is a determining whether prior art is analogous: (1) whether the art is from the same field of endeavor, regardless of the problem addressed, and (2) if the reference is not within the field of the inventor’s endeavor, whether the reference still is reasonably pertinent to the particular problem with which the inventor is involved.” Id. at 658–59.” slip op. at 19
Patent outcomesUS 11,443,329 unpatentable§ 102 anticipation§ 103 obviousnesscites GrahamPatents in suitUS 11,443,329 - Netflix, Inc. v. VL Collective IP LLCAll claims unpatentablePTAB · Jan 7, 2025 · IPR2023-00891 · APJ Karl D Easthom · IPR · Final written decision
Claims 1–22 are unpatentable, including as anticipated by Comps; the majority finds Comps’s Tracks 1 and 3 example meets the claim limitations.
RulingsFinal written decision- Skill levelSkill level petitioner adoptedDecided for petitioner
“the prior art and supported by the testimony of Dr. Bederson. See Ex. 1003 ¶¶ 28–30. Dr. Goodrich testifies that “Dr. Bederson and Petitioner offer a slightly different definition of the POSITA, which is similar to my definition” and that his “opinions would not change were” he “to adopt the definition of POSITA offered by Petitioner.” Ex. 2011 ¶ 54. Accordingly, we adopt Petitioner’s proposal, which is materially the same as Patent Owner’s proposal for purposes of this Final Written Decision, as Dr. Goodrich testifies. See Okajima v. Bourdeau, 261 F.3d 1350, 1355 (Fed. Cir. 2001) (the prior art may reflect an appropriate level of skill in the art).” slip op. at 8
- Claim Construction › Intrinsic evidence (Phillips canons) › Plain and ordinary meaning to a POSITATerm construed board ownOther
“1. content-related data segments Claim 1 recites “content-related . . . data segments.” Patent Owner construes this phrase as “segments of content data that have a syntactical meaning within the respective data file.” PO Resp. 12. As Patent Owner notes, the ’794 patent specification states that “[t]he term ‘content-related’ is understood to mean that first and second data segments have a syntactical meaning within the respective data file, such as e.g. a plurality of succeeding second data segments represent the speech signal of a specific speaker within a dialog sequence.” Id. at 12–13 (quoting Ex. 1001, 4:9–22); Ex. 1001, 4:9–22 (second emphasis added). The ’794 specification supports Patent Owner’s position that the emphasized sentence essentially defines the term “content-related . . . data segments.” PO Resp. 13–15. However, as Petitioner argues, nothing in the sentence restricts “content-related data segments” to “content” only, for example, “sampled audio,” instead of also including information relating to the content. See Reply 3 (arguing that “the phrase ‘content data’ appears nowhere in the ’794 patent and was not part of the ‘inventors’ express lexicography’ for ‘content-related . . . data segments,’ as P[atent] O[wner] incorrectly contends”). Petitioner points out that Patent Owner’s reliance on the specification refers to “content-related . . . data segments” and “contentbased data segments.” Id. (emphasis by Petitioner) (quoting Ex. 1001, 4:9– 22). Petitioner also contends that the specification refers to describing data, contradicting Patent Owner’s position that the data segments must include content. Id. at 7 (“[A]ccording to at least one embodiment of the invention, media data, in particular video or audio data, and/or metadata, in particular encoded according to the XML standard, are described by way of the first and/or second data file.”) (emphasis by Petitioner) (quoting Ex. 1001, 3:4– 10). Moreover, as Petitioner argues, “the word ‘data’ should be given its plain and ordinary meaning,” so that “even if the [unrecited] phrase ‘content data’ is included in the Board’s construction . . . . the term ‘content data’ would include any information relating to the content.” Id. at 4. As noted above, both parties point to the specification’s definition of “content-related . . . data segments”: “The term ‘content-related’ is understood to mean that first and second data segments have a syntactical meaning within the respective data file, such as e.g. a plurality of succeeding second data segments represent the speech signal of a specific speaker within a dialog sequence.” Ex. 1001, 4:9–22. This passage indicates that data segments are content-related or include content, such as a “speech signal,” and that these segments “have a syntactical meaning” with respect to the source of the signal, such as a speaker. See Inst. Dec. 9 & n.8, 17 (observing that “[t]he term ‘content-related’ is somewhat subjective because there is not much guidance in the ’794 patent specification as to what a ‘syntactical meaning’ encompasses”). In context, one plain meaning of the term “syntax” is “[t]he way in which words are put together to form phrases and sentences.” Ex. 3002 (THE AMERICAN HERITAGE DICTIONARY OF THE ENGLISH LANGUAGE, 1305 (1976)). However, as indicated above, the ’794 patent refers to video images and audio sounds with a syntactical meaning, showing that it embraces broader subject matter than the plain meaning of “syntax.” Patent Owner’s argument that the ’794 patent refers to “content-” slip op. at 9
- Novelty / Anticipation (§102) › Anticipation standard (single reference, every element)UnpatentableUnpatentable
“segments.’”). Comps supports Petitioner and states that “two syllables represented by the fields TEXT[1] and TEXT[2] must be presented to the user.” Ex. 1004, 3:39–40 (emphasis added). Accordingly, Petitioner persuasively maps each of these text fields to an “associated one of the content-related first data segments [Nf3 and Nf4, respectively] on the basis of an assignment rule [the SYNCH process],” as claim 1 requires.” slip op. at 34
- Obviousness (§103) › Motivation to combine / reasonable expectation of successUnpatentableUnpatentable
“1. Claim 6 Petitioner identifies particular passages in Comps and Wan as teaching or suggesting the subject matter additionally recited in claim 6 and provides reasons for combining the teachings. Pet. 50–51. The record supports Petitioner’s showing. See id. Patent Owner does not provide separate arguments for claim 6. See generally PO Resp. Based on the full record, we determine that Petitioner shows by a preponderance of evidence that Comps and Wan render claim 6 unpatentable. 2. Claims 7, 8, and 22 Claim 7 recites “[t]he method as claimed in claim 1, further” slip op. at 68
Patent outcomesUS 8,605,794 unpatentableClaim construction§ 102 anticipation§ 103 obviousnesscites Phillips · KSR · GrahamPatents in suitUS 8,605,794 - Meta Platforms, Inc. / Instagram, Inc. et al. v. VL Collective IP LLCAll claims unpatentablePTAB · Dec 5, 2024 · IPR2023-00923 · APJ Jeffrey S Smith · IPR · Final written decision
Claims 1–28 are unpatentable as obvious over the asserted combinations of Handley, Basturk, and PacketCable; Judge McKone dissented over the printed-publication findings.
RulingsFinal written decision- Expert testimonyOther
“broadly, how skilled artisans in the cable industry in 1999 shared information, is not based on her expertise and should not be given any weight. See Daubert v. Merrell Dow Pharms., Inc., 509 U.S. 579, 592, (1993) (“Presumably, this relaxation [in FED. R. EVID. 702] of the usual requirement of firsthand knowledge—a rule which represents ‘a ‘most pervasive manifestation’ of the common law insistence upon ‘the most reliable sources of information,’ ’ is premised on an assumption that the expert’s opinion will have a reliable basis in the knowledge and experience of his discipline.” (internal citation omitted)); FED. R. EVID. 701 (“If a witness is not testifying as an expert, testimony in the form of an opinion is limited to one that is: (a) rationally based on the witness’s perception.”). I would find that Dr. Hall-Ellis’s opinions are not based either on her expertise or her perception; thus, I would give her opinions no weight. As to matters within her expertise, Dr. Hall-Ellis testified that she searched the Wayback Machine and library cataloging resources (e.g., WorldCat) for PacketCable and did not find it as of December 1, 1999. 25:19–26:8, 36:13–15. She further testified that she has no knowledge of whether or how PacketCable was cataloged, on CableLabs’ website or elsewhere. Id. at 50:5–13, 51:10–52:8. This testimony is credible, as it is within her expertise. Thus, I believe Dr. Hall-Ellis that no sources typically consulted by librarians cataloged or recorded PacketCable in 1999. When her expertise is considered, all Dr. Hall-Ellis has been able to establish is that there is no evidence that PacketCable was stored or cataloged, in 1999, in the places where a librarian was apt to look.” slip op. at 108
- Skill levelOther
“VI. CLAIM CONSTRUCTION We interpret claim terms using “the same claim construction standard” slip op. at 8
- Obviousness (§103) › Analogous artAnalogous artUnpatentable
“Conclusion for Reasons to Combine We agree with Petitioner that Basturk teaches generating signatures “on-the-fly” as transmission proceeds in order to avoid slowing down the regular flow of data. Pet. 11 (quoting Ex. 1006, 12). We agree with Petitioner that Handley’s RTP protocol used for video conferences would benefit from Basturk’s protocol for high speed networks in order to provide secure video conferences as taught by Basturk. Id. (citing Ex. 1006, 5; Ex. 1003 ¶ 66). We agree with Petitioner that a person of ordinary skill in the art would have used Basturk’s technique of computing signatures “on-the-fly” with Handley’s internet conferencing architecture to provide the known benefits of transmitting data faster, reducing jitter, and reducing computing power. Id. at 10 (citing Ex. 1003 ¶ 64). We agree with Petitioner that Handley describes the need for providing authentication in a multicast environment, and that Basturk addresses this need as well as provides a solution. Id. at 12–13 (citing Ex. 1005, 13; Ex. 1006, 3; Ex. 1003 ¶ 68). We agree with Petitioner that modifying Handley’s RTP transport protocol to include Basturk’s known authentication method of generating signatures “on-the-fly” while transmitting data is “the mere application of a known technique to a piece of prior art ready for improvement.” Id. at 13 (citing Ex. 1003 ¶ 70); KSR, 550 U.S. at 417. In addition, we find that Dr. Houh’s testimony supports Petitioner’s reasons to combine Handley and Basturk. As discussed above, we find Dr. Houh’s testimony more persuasive than Dr. Stubblebine’s testimony because Dr. Houh’s testimony is supported by and consistent with the disclosures of Basturk and Handley. Dr. Houh testifies that generating a signature “on-the-fly” as data is being transmitted provides the benefits of transmitting data faster, reducing jitter, reducing computing power, and reducing latency in a live transmission. Ex. 1003 ¶ 64. We agree with Dr. Houh and find that a person of ordinary skill in the art, faced with the need to provide a signature at the application layer in Handley’s multimedia conferencing architecture as taught by Handley (Ex. 1005, 2, 13) while minimizing latency as taught by both Handley (Ex. 1005, 13–14) and Basturk (Ex. 1006, 7, 12), would have computed the signature “on-the-fly” as taught by Basturk (Ex. 1006, 7, 12) at the application layer of Handley to yield the benefits of authenticating data while minimizing latency as taught by Basturk. Ex. 1003 ¶¶ 63–70. Dr. Houh testifies that a person of ordinary skill in the art, in order to” slip op. at 40
- Novelty / Anticipation (§102) › Prior-art status of a reference › Printed publication / public accessibilityPrinted publication establishedDecided for patent owner
“Handley, Ex. 1005, qualifies as a prior art printed publication. I also disagree that Petitioner has shown that PacketCable qualifies as a prior art printed publication. Thus, I would not find that Petitioner has shown, by a preponderance of the evidence, that any claim of the ’682 is unpatentable. Accordingly, I dissent.” slip op. at 92
Patent outcomesUS 7,266,682 unpatentable§ 102 anticipation§ 103 obviousnesscites Phillips · KSR · GrahamPatents in suitUS 7,266,682 - Meta Platforms, Inc. / Instagram, Inc. et al. v. VL Collective IP LLCSome claims unpatentablePTAB · Dec 5, 2024 · IPR2023-00924 · APJ Jeffrey S Smith · IPR · Final written decision
Claims 1–3, 5–7, 9–11, and 13–15 are unpatentable as obvious over Zhao; claims 4, 8, 12, and 16 are not shown unpatentable.
RulingsFinal written decision- BurdenFwd mixedMixed
“Decision is a final written decision under 35 U.S.C. § 318(a) and 37 C.F.R. § 42.73 as to the patentability of claims 1–16 of the ’980 patent. We determine Petitioner has shown by a preponderance of the evidence that claims 1–3, 5–7, 9–11, and 13–15 are unpatentable, and Petitioner has not shown by a preponderance of evidence that claims 4, 8, 12, and 16 are unpatentable.” slip op. at 2
- Expert testimonyOther
“being present in another image or comparing that probability to a detection threshold.”). Dr. Saber was consistent with this testimony on cross-examination. Ex. 1051, 167–251. When I weigh the evidence, I find it to be one-sided, with all of the expert testimony weighing against Petitioner or avoiding the issue altogether. Thus, I would not find that Petitioner has met its burden to prove, by a preponderance of the evidence, that Zhao teaches claim limitation 1e. Moreover, even if the Majority is correct about how Zhao’s RCR algorithm works, all that shows is that the detection of object presence in a previous image can be used to disambiguate segments (e.g., limbs) of an already detected object (e.g., a person), not that it can be used to detect the object in the image in the first place, as required by the claim language. For this additional reason, I would not find that Petitioner has met its burden.” slip op. at 84
- Obviousness (§103) › Graham factors (scope of art, differences, level of skill)UnpatentableUnpatentable
“2. Reasons for Obviousness Based on Zhao On a limitation-by-limitation basis, Petitioner’s contentions of” slip op. at 25
- Obviousness (§103) › Motivation to combine / reasonable expectation of successUnpatentableUnpatentable
“2. Reasons for Obviousness Based on Zhao On a limitation-by-limitation basis, Petitioner’s contentions of “obviousness” are primarily assertions of how a POSITA would have understood Zhao’s disclosures. For example, with regard to claim 1, Petitioner repeatedly asserts how “a POSITA would have understood Zhao” (Pet. 13, 18, 21, 27) and for each limitation contends that Zhao “disclosed or at least rendered obvious” (or a variation thereof) the limitation (id. at 13– 15, 17–18, 21, 23, 25–27). We will, accordingly, address these “obviousness” contentions when addressing the respective limitations.” slip op. at 25
Patent outcomesUS 7,436,980 mixed§ 102 anticipation§ 103 obviousnesscites Phillips · KSR · GrahamPatents in suitUS 7,436,980 - T-Mobile USA v. Dali Wireless, Inc.All claims unpatentablePTAB · Mar 5, 2024 · IPR2023-00830 · APJ Sharon Fenick · IPR · Final written decision
Claims 1–19 are unpatentable: claims 1–5, 8–11, 13–16, 18, and 19 are anticipated by Wu; claims 6, 7, 12, and 17 are obvious over Wu and Sabat-552.
RulingsFinal written decision- Skill levelSkill level petitioner adoptedDecided for petitioner
“an educational background in electrical engineering and experience in the design of wireless communication systems,” and “[m]ore particularly, a POSA would be a person with a bachelor’s degree in electrical engineering (or a similar technical degree or equivalent work experience) and at least 3 years of experience working with wireless communication systems.” PO Resp. 13. We found in the Decision on Institution that Patent Owner’s definition was generally consistent with Petitioner’s definition, with the exception of requiring 3 years or more (as opposed to 2 to 3 years) of work experience in wireless communication systems and, for the purpose of institution, we adopted Petitioner’s provided definition for the level of skill of a person of ordinary skill in the art as reasonable and consistent with the prior art. Dec. on Inst. 20–21. The record does not contain further argument or evidence regarding the level of skill of one of ordinary skill in the art, and we again adopt Petitioner’s definition, which does not encompass an open-ended (“at least 3 years”) amount of experience and which is supported by the testimony of Dr. open-ended terminology from Patent Owner’s definition and adopt that definition.” slip op. at 15
- Claim Construction › Intrinsic evidence (Phillips canons) › Plain and ordinary meaning to a POSITATerm construed board ownDecided for petitioner
“b) Our Conclusion We conclude that the proper construction of “digital representation of a . . . set of radio resources” encompasses user payload data packaged in or combined with RF carrier channels. We further conclude that “digital representation of a . . . set of radio resources” is not limited to and does not necessarily include configuration information that is required to or used to reconfigure remote radio units.” slip op. at 18
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededNot reached
“packetize” or “packetizing” as recited in claims 2, 9, and 14. PO Resp. 19– 20; Pet. Reply 5–6. Patent Owner argues that we should construe “packetize” to mean “create data packets that include destination information.” PO Resp. 19–20. Patent Owner argues that this is consistent with how the Board previously interpreted this claim term in the 00571 IPR. PO Resp. 19 (citing Ex. 1017). We do not need to construe “packetizing” because collateral estoppel prevents Patent Owner from arguing that Wu does not disclose “packetizing” as explained below. We also do not need to construe any other terms to resolve the disputes before us. Realtime Data, LLC v. Iancu, 912 F.3d 1368, 1375 (Fed. Cir. 2019) (“The Board is required to construe ‘only those terms ... that are in controversy, and only to the extent necessary to resolve the controversy.’” (quoting Vivid Techs., Inc. v. Am. Sci. & Eng'g, Inc., 200 F.3d 795, 803 (Fed. Cir. 1999))). slip op. at 22
- PTAB / AIA Trials › §315(e) estoppelEstoppel appliesDecided for petitioner
“When deciding whether issue preclusion applies, we consider whether: (1) a prior action presents an identical issue; (2) the prior action actually litigated and adjudged that issue; (3) the judgment in that prior action necessarily required determination of the identical issue; and (4) the prior action featured full representation of the estopped party. VirnetX Inc. v Apple, Inc., 909 F.3d 1375, 1377 (Fed. Cir. 2018) (citing Stephen Slesinger, Inc. v. Disney Enterprises, Inc., 702 F.3d 640, 644 (Fed. Cir. 2012)). To the extent Petitioner asks us to consider the 01473 IPR institution decision for issue preclusion, we do not. In that decision the Board reached a finding based on the institution standard (showing of a “reasonable likelihood that the petitioner will prevail,” 35 U.S.C. § 314(a)) rather than proof by a preponderance of the evidence, which is before us now (35 U.S.C. § 316(e)). Ex. 1016. Thus, issues before us here were not presented and adjudged in that institution decision. Regarding the 01473 IPR adverse judgment decision, that decision did not require determination of any issues before us, as that decision was based on Patent Owner canceling the challenged claims rather than any determination regarding unpatentability that had been shown by a preponderance of the evidence. Ex. 1014. 2. Collateral Estoppel With Respect to the 00571 IPR We find and determine that the final written decision in the 00571 IPR, and the Federal Circuit’s CommScope decision affirming that decision, satisfies the conditions for applying collateral estoppel because the 00571 discloses materially the same claim limitations7 challenged here, and Patent Owner had full representation throughout the proceedings. Setting aside the factors of issue preclusion for a moment, our reviewing court’s affirmance of our final written decision in CommScope is persuasive authority that supports our prior construction of “packetizing” and Petitioner’s showing that Wu teaches the disputed packetizing limitations under that construction. In addition, issue preclusion prevents Patent Owner from re-litigating the issue of whether Wu teaches materially the same disputed limitation. See Pet. Reply 24; Ex. 1017, 31–34 (final written decision determining obviousness of claims 9, 10, 14, and 16 of the ’473 patent over Wu and Sabat-426); Ex. 1072, 5 (summarizing the final written decision regarding the packetizing limitations), 10–16 (finding no error in the determinations regarding the packetizing limitations).” slip op. at 12
Patent outcomesUS 10,334,499 unpatentableClaim construction§ 102 anticipation§ 103 obviousnesscites KSR · GrahamPatents in suitUS 10,334,499 - T-Mobile USA v. Dali Wireless, Inc.All claims unpatentablePTAB · Mar 5, 2024 · IPR2022-01293 · APJ Sharon Fenick · IPR · Final written decision
Claims 1–19 are unpatentable: claims 1–5, 8–11, 13–16, 18, and 19 as anticipated by and obvious over Wu; claims 6, 7, 12, and 17 as obvious over Wu and Sabat-552.
RulingsFinal written decision- PTAB / AIA Trials › §315(e) estoppelEstoppel appliesDecided for petitioner
“whether: (1) a prior action presents an identical issue; (2) the prior action actually litigated and adjudged that issue; (3) the judgment in that prior action necessarily required determination of the identical issue; and (4) the prior action featured full representation of the estopped party. VirnetX Inc. v Apple, Inc., 909 F.3d 1375, 1377 (Fed. Cir. 2018) (citing Stephen Slesinger, Inc. v. Disney Enterprises, Inc., 702 F.3d 640, 644 (Fed. Cir. 2012)).” slip op. at 12
- Skill levelSkill level petitioner adoptedDecided for petitioner
“would have a bachelor’s degree in electrical engineering (or equivalent field) with 2–3 years of work experience in wireless communications.” Pet. 21 (citing Ex. 1003 ¶¶ 20–22). Patent Owner argues that one of ordinary skill in the art “would have an educational background in electrical engineering and experience in the design of wireless communication systems,” and “[m]ore particularly, a POSA would be a person with a bachelor’s degree in electrical engineering (or a similar technical degree or equivalent work experience) and at least 3 years of experience working with wireless communication systems.” PO Resp. 13. We found in the Decision on Institution that Patent Owner’s definition was generally consistent with Petitioner’s definition, with the exception of requiring 3 years or more (as opposed to 2 to 3 years) of work experience in wireless communication systems and, for the purpose of institution, we adopted Petitioner’s provided definition for the level of skill of a person of ordinary skill in the art as reasonable and consistent with the prior art. Dec. on Inst. 20–21. The record does not contain further argument or evidence regarding the level of skill of one of ordinary skill in the art, and we again adopt Petitioner’s definition, which does not encompass an open-ended (“at least 3 years”) amount of experience and which is supported by the testimony of Dr.” slip op. at 15
- Claim Construction › Intrinsic evidence (Phillips canons) › Plain and ordinary meaning to a POSITATerm construed board ownDecided for petitioner
“a . . . set of radio resources” encompasses user payload data packaged in or combined with RF carrier channels. We further conclude that “digital representation of a . . . set of radio resources” is not limited to and does not necessarily include configuration information that is required to or used to reconfigure remote radio units.” slip op. at 18
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededNot reached
“We do not need to construe “packetizing” because collateral estoppel prevents Patent Owner from arguing that Wu does not disclose “packetizing” as explained below. We also do not need to construe any other terms to resolve the disputes before us. Realtime Data, LLC v. Iancu, 912 F.3d 1368, 1375 (Fed. Cir. 2019) (“The Board is required to construe ‘only those terms ... that are in controversy, and only to the extent necessary to resolve the controversy.’” (quoting Vivid Techs., Inc. v. Am. Sci. & Eng'g, Inc., 200 F.3d 795, 803 (Fed. Cir. 1999))).” slip op. at 22
Patent outcomesUS 10,334,499 unpatentableClaim construction§ 102 anticipation§ 103 obviousnesscites KSR · GrahamPatents in suitUS 10,334,499 - Vivint, Inc. v. SB IP Holdings LLCAll claims unpatentablePTAB · Oct 19, 2023 · IPR2022-00810 · APJ Karl D Easthom · IPR · Final written decision
Claims 1–10 and 13–21 are unpatentable: Vaios anticipates some claims, and the listed Vaios, Klein, and Naidoo-068 combinations render the remaining claims obvious.
RulingsFinal written decision- Skill levelSkill level petitioner adoptedDecided for petitioner
“Pet. 8 (citing Ex. 1002 ¶¶ 21–24). Patent Owner responds that “Petitioner and its expert rely on conclusory statements regarding a person of ordinary skill in the art” such that Dr. “Hochwald’s conclusory opinion should be given no weight.” PO Resp. 4–5 (citing Ex. 1002 ¶¶ 21–24). Notwithstanding Patent Owner’s arguments, Dr. Hochwald declares that “[a]ll of the opinions contained in this declaration are based on the documents I have reviewed and my professional judgment, as well as my education, experience, and professional knowledge.” Ex. 1002 ¶ 17. Such documents include the “’098 patent (EX1001), the prosecution history of the ’098 patent (EX1017), the prior art references cited herein, and other Hochwald bases his proposed level of ordinary skill on the relevant documents. Moreover, Patent Owner does not offer a proposed level of ordinary skill in the art or even argue that a different level would result in a different analysis by Dr. Hochwald or any other declarant. See id. Based on a review of the record, we adopt Petitioner’s proposed level of ordinary skill in the art because it is consistent with the evidence of record, including the asserted prior art and ’098 patent specification. See Okajima v. Bourdeau, 261 F.3d 1350, 1354–55 (Fed. Cir. 2001) (the applied prior art may reflect an appropriate level of skill).” slip op. at 8
- Claim Construction › Intrinsic evidence (Phillips canons) › Preamble limiting or notNot reached
“Phillips. See Pet. 7–8. The parties disagree over whether the preamble is limiting. Compare PO Resp. 2–3 (arguing the preamble is limiting), with Reply 2–3 (arguing that “‘for receiving a person at an entrance’ clearly states an intended purpose of the invention”). As the analysis of the grounds art renders the claims unpatentable.” slip op. at 9
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededNot reached
“In any event, even if we generally adopt what Patent Owner refers to as an agreed upon plain and ordinary meaning and construe “detecting a person at the entrance” as limited to “detecting a person at an exterior,” and further construe “exterior” as referring to the exterior of an area defined by some type of a “demarcation line” according to the ’098 patent’s description of Figure 1 (see Ex. 1001, 6:40–50), the Petitioner persuasively shows that the prior art teaches the limitation (including when the “demarcation line” defines the exterior of a building), as discussed further below. Accordingly, it is not necessary to explicitly construe the limitation any further or to construe any other claim terms, because any construction would not impact the analysis of Petitioner’s asserted grounds. See Nidec Motor Corp. v. Zhongshan Broad Ocean Motor Co., 868 F.3d 1013, 1017 (Fed. Cir. 2017) (stating that “we need only construe terms ‘that are in controversy, and only to the extent necessary to resolve the controversy’” (quoting Vivid Techs., Inc. v. Am. Sci. & Eng’g, Inc., 200 F.3d 795, 803 (Fed. Cir. 1999))).” slip op. at 11
- Disclosure Requirements (§112) › Written description (Ariad)Written description inadequateNot entitled to earlier dateDecided for petitioner
“shows that the ’384 provisional does not contemplate transmitting “video of the person at the entrance” to a “remote peripheral device by which a user of the remote peripheral device may view the video of the person at the entrance,” using “a graphic user interface,” as claim step 1c requires. Disclosure in the ’384 provisional of a generic laptop or other remote peripheral device that may be capable of viewing video in isolation is not possession of the claimed invention. In other words, as Petitioner persuasively shows, “[c]ommunication of actual video to the remote peripheral device was not countenanced in the provisional, and [Patent Owner] fails to identify evidence to the contrary.” Id. at 9. That is, as Petitioner also argues, “[w]ritten description support is not established simply by identifying peripheral devices such as PDAs and laptop[s] in the provisional and arguing that such devices were ‘capable of’ displaying video, nor by the provisional’s disclosure of ‘communications’ between the central computer and said peripheral devices.” Id. at 8–9 (citing Tech. Licensing Corp. v. Videotek, Inc., 545 F.3d 1316, 1331–32 (Fed. Cir. 2008)). Under the rationale and holding of Tech. Licensing Corp., even if “a person skilled in the art might conclude” that the ’384 provisional’s disclosed system is capable of performing the same function of viewing the particular video at a remote peripheral device, this is not enough to show adequate written description. See id. at 1334 (“This evidence persuaded the trial court that a person skilled in the art might conclude that R21 and R26 establishing a level shifted signal [as recited in the ’250 patent claims at issue], but that was all,” and that evidence is insufficient to satisfy written description for a level shifted signal), 1333–34 (“The pertinent question is not whether a person skilled in the art could look at both Figure 3 [from the earlier-filed ’323 application] and Figure 16 [from the ’250 patent at issue] and determine that the resistors in the former perform a similar function to the resistors in the latter. Rather, the issue is whether a person skilled in the art would understand from the earlier application alone, without consulting the new matter in the ’250 patent, that the inventor had possession of the claimed ‘other circuit’ in 1992 when the ′323 application was filed.”). Even if there is a disclosure in the ’384 provisional of a system that merely is capable of providing for the viewing of live streaming or recorded video at the remote peripheral device of “the person at the entrance,” this still is not sufficient written description for claim 1, step 1c. Rather, claim 1 requires “a graphic user interface” (which facilitates and controls the viewing) at “the remote peripheral device,” because it requires “providing a [GUI] to a remote peripheral device by which a user of the remote peripheral device may view the video of the person at the entrance.”14 There is no disclosure in the ’384 provisional for providing a GUI to a remote peripheral device. See Inst. Dec. 9 (indicating a lack of showing as to the claimed” slip op. at 19
Patent outcomesUS 8,139,098 unpatentableClaim construction§ 102 anticipation§ 103 obviousness§ 112 disclosurecites Phillips · KSR · GrahamPatents in suitUS 8,139,098
Holdings, summaries, rulings, issues, outcomes, winners and claim constructions shown for a decision were generated by a large language model reading the opinion. They are a guide to the decision, not the decision. Confirm every one against the court's own text before relying on it. Outcomes read from the patent owner’s side. Party names are extracted from the decision and are missing on about 900 short Director denials and scans, which carry the trial number instead.