• Intel Corporation v. Advanced Cluster Systems, Inc.All claims unpatentable
  PTAB · Sep 23, 2026 · IPR2025-00915 · APJ Arthur M Peslak · IPR · Final written decision

  Claims 1–30 are unpatentable: claims 1–3, 5–16, and 18–30 as obvious over Menon, Trefethen, RS6000, and MPIref; claims 4 and 17 over those references plus POEref.

  RulingsFinal written decision

  • Obviousness (§103) › Motivation to combine / reasonable expectation of successMotivation foundTeaching away not foundDecided for petitioner

    “Ex. 1163 ¶ 37 (citing Ex. 1003 ¶ 71; Ex. 1005, 1–3). We credit Dr. Bajaj’s testimony which is unrebutted and supported by the record. We, thus, agree with Dr. Bajaj’s reasoning which is based on Menon. We further agree with Dr. Bajaj’s conclusion that Menon does not teach away from the combination with Trefethen. Id. ¶ 75. 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. RS6000 is specifically referenced in Menon-Trefethen and adds operational details of the parallel operating platform that teach a POSITA how to implement the MultiMATLAB system with a reasonable expectation of success. Considering Menon as a whole, these facts are inconsistent with Patent Owner’s teaching away arguments. For these reasons, Patent Owner’s teaching away argument is unavailing. Motivation to Combine Conclusion We have reviewed Petitioner’s evidence and contentions which we” slip op. at 42

  • Obviousness (§103) › Graham factors (scope of art, differences, level of skill)UnpatentableUnpatentable

    “For the foregoing reasons, Petitioner establishes by a preponderance” slip op. at 79

  Patent outcomesUS 11,563,621 unpatentable
  § 103 obviousnesscites KSR · Graham
  Patents in suitUS 11,563,621
• Microsoft Corporation v. Sterling Computers CorporationAll claims unpatentable
  PTAB · Sep 14, 2026 · IPR2025-00270 · APJ Bach V Hoang · IPR · Final written decision

  Claims 1–13, 15, 18, 20, 21, and 27 are unpatentable as obvious over Rohall and Schiavone, with Gomes added for claims 9 and 27.

  RulingsFinal written decision

  • Skill levelSkill level petitioner adoptedDecided for petitioner

    “Our Institution Decision adopted Petitioner’s definition of a person of ordinary skill in the art. Inst. Dec. 9–10. In its Response, Patent Owner adopts Petitioner’s proposed level of ordinary skill. See PO Resp. 16 (“Patent Owner and its expert adopt the Board’s definition for purposes of this Response.”). Having considered the record, we continue to adopt Petitioner’s proposed level of skill, as articulated above. We are satisfied that Petitioner’s proposal comports with the level of skill necessary to understand and implement the teachings of the ’911 Patent. Accord Inst. Dec. 9–10.” slip op. at 9

  • Claim Construction › Intrinsic evidence (Phillips canons) › Plain and ordinary meaning to a POSITATerm construed petitioner constructionDecided for petitioner

    “We agree with Petitioner and determine that the construction of “relational references” does not require the use of a relational model and, further, includes pointers that point to related messages exchanged among users. The intrinsic evidence leads us to this construction. First, the relevant language of claim 1 recites “a message container containing relational references pointing to a plurality of sent submessages stored externally to the message container in the message database.” Ex. 1001, 15:56–59. A relational model is not recited in that language or anywhere else in the claim. See id. at 15:51–16:14. Therefore, the claim does not expressly require a relational model. Furthermore, the claim language supports Petitioner’s interpretation that “relational references” include pointers that point to related messages because the claim states that the “relational references” perform the task of “pointing to a plurality of sent submessages.” Pet. Reply 7. Accordingly, the language of the claim supports a construction that does not require a relational model and at least suggests relational references include pointers.” slip op. at 10

  • Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededDecided for patent owner

    “No other claim terms need construction for our decision here and we decline unnecessarily doing so. See Nidec Motor Corp. v. Zhongshan Broad Ocean Motor Co., 868 F.3d 1013, 1017 (Fed. Cir. 2017) (noting 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 15

  • Obviousness (§103) › Motivation to combine / reasonable expectation of successMotivation foundUnpatentableDecided for petitioner

    “We agree with Petitioner that the ordinarily skilled artisan would have been motivated to combine Rohall and Schiavone because Schiavone provides reasons to apply its techniques to email systems such as Rohall’s. Schiavone describes a need for “ensuring compliance of e-mail messages with applicable standards and/or laws and/or otherwise determining appropriateness of a message for an intended recipient,” especially because there is “a patchwork of local, federal and international laws.” Ex. 1006 ¶ 6. Schiavone also states that filtering emails, e.g., to remove spam, is beneficial. Id. ¶¶ 1–2. As Schiavone describes problems in email systems, which its rules-based email processing technique addresses, we determine that the ordinarily skilled artisan would have been motivated to combine Rohall and Schiavone. See KSR, 550 U.S. at 401 (a reference which teaches, suggests, or motivates its combination may “identify a reason that would have prompted a person of ordinary skill in the art to combine the elements”).” slip op. at 19

  Patent outcomesUS 8,073,911 unpatentable
  Claim construction§ 103 obviousnesscites KSR
  Patents in suitUS 8,073,911
• Intel Corporation v. Advanced Cluster Systems, Inc.All claims unpatentable
  PTAB · 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 unpatentable
  Claim construction§ 102 anticipation§ 103 obviousnesscites KSR · Graham
  Patents in suitUS 12,021,679
• Google LLC v. Wildseed Mobile, LLCNo claims unpatentable
  PTAB · Sep 1, 2026 · IPR2023-00247 · APJ Michael T Cygan · IPR · Remand

  Claim 15 was not shown unpatentable over Rothschild alone or Rothschild and Chen because Petitioner did not sufficiently explain or support how the IM modality generates the claimed hot link.

  RulingsRemand decision

  • BurdenNot shown unpatentable

    “disclaim HTML-formatted advertisements in IM,” and that there is no evidence or expert testimony that IM messages are incompatible with HTML tags. Pet. Remand Reply 4–7 (also stating, “nor did Patent Owner contest the Petition’s showing with respect to the IM limitation of claim 15”). However, in inter partes review, the burden is on Petitioner to explain and support its assertions; it is not on Patent Owner to prove that its claims are not unpatentable. In re Magnum Oil Tools, 829 F.3d at 1375; PO Remand Resp. 5. Petitioner must explain how Rothschild teaches generating a hot link message, in an instant message communication, that includes the determined action and instructions for rendering and displaying the hot link. Petitioner’s reliance on a list of communication types is insufficient because although personal communications are sent “with” an advertisement, not all members of that list (e.g., SMS) generate a hot link message having the claimed instructions in the manner (formatting) asserted by Petitioner. Ex. 1005, 8:3–6; Ex. 2009 ¶ 64.” slip op. at 12

  • Obviousness (§103) › Motivation to combine / reasonable expectation of successNot shown unpatentableMotivation not foundNot shown unpatentable

    “link message by IM is that Rothschild states that “a personal communication can include, but is not limited to, an e-mail message, text message, short message service (SMS) message, chat-room message, instant messaging message, video message, voice message, and any other personalized network communications.” Pet. 40 (quoting Ex. 1005, 8:6–11); Pet. Remand Reply 2, 5–6 (arguing that this is unrebutted by Patent Owner). Such an explanation would be sufficient if each of those communications were shown to work in the same manner as email, such that no further explanation would be required to show that one having ordinary skill in the art would understand how Petitioner’s email and HTML tag explanations applied to each of the other message types. formatting step, which is required under Petitioner’s assertions for limitation [10.7]. Ex. 2009 ¶¶57 (citing Ex. 1005, Fig. 10), 60 (citing Ex. 1005, Fig. 11), 64 (“[t]here is no formatting step for the SMS message, only for e-mail.”), 76 (“SMS messages . . . do not use HTML”); PO Sur-reply 27. Nor does Petitioner assert or explain that IM messages are formatted so as to teach the generating step of limitation [1.4]/[10.7]. Pet. 32 (“Rothschild’s server generates a hot link message when the web server formats the message data into an e-mail that contains the selected interactive advertisement.”). Because Petitioner’s “generating a hot link” assertions rely on the use of HTML (in email), and one of Rothschild’s listed communication types (SMS) does not use HTML, Petitioner fails to show persuasively that an artisan of ordinary skill would have interpreted each of Rothschild’s other listed types of personal communication as using HTML to generate a hot link in the claimed manner.” slip op. at 9

  • Expert testimonyPetitioner expert discountedDecided for patent owner

    “Although Dr. Houh testifies that the use of IM would have been obvious, this testimony is a verbatim copy of what the Petition says on claim 5. Compare Ex. 1003 ¶¶ 80–81, 130–31 with Pet. 41. Dr. Houh cites to Rothschild’s list of communication types, but provides no analysis or reasoning or further evidence for his obviousness conclusion in the Houh Declaration. As such, it is a bare conclusory statement entitled to little or no weight. See 37 C.F.R. § 42.65(a) (“Expert testimony that does not disclose the underlying facts or data on which the opinions is based is entitled to little or no weight.”). We further note that although Dr. Houh relies upon Rothschild’s “interactive advertisement that is displayed with a graphic and includes an embedded URL,” Dr. Houh does not explain how each of the listed communication types (which include a voice message), or IM specifically, have these properties. Ex. 1003 ¶ 58.” slip op. at 11

  Patent outcomesUS 10,869,169 not shown unpatentable
  § 103 obviousness
  Patents in suitUS 10,869,169
• Intel Corporation v. Advanced Cluster Systems, Inc.All claims unpatentable
  PTAB · 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 unpatentable
  Claim construction§ 102 anticipation§ 103 obviousnesscites KSR · Graham
  Patents in suitUS 11,570,034
• Meta Platforms, Inc. v. Sterling Computers CorporationAll claims unpatentable
  PTAB · Aug 3, 2026 · IPR2025-00430 · APJ Bach V Hoang · IPR · Final written decision

  Claims 1–3, 5–9, 13–15, 18, 19, and 22 are unpatentable as obvious over Dumais, Rose, and Rose with Bieganski.

  RulingsFinal written decision

  • Skill levelSkill level petitioner adoptedDecided for petitioner

    “Our Institution Decision adopted Petitioner’s definition of a person of ordinary skill in the art. Inst. Dec. 7–8. In its Response, Patent Owner adopts Petitioner’s proposed level of ordinary skill. See PO Resp. 13–14 (“Patent Owner and its expert adopt the Board’s definition for purposes of this Response”). Having considered the record, we continue to adopt Petitioner’s proposed level of skill, as articulated above. We are satisfied that Petitioner’s proposal comports with the level of skill necessary to understand and implement the teachings of the ’217 Patent. Accord Inst. Dec. 7–8.” slip op. at 8

  • ExcludeMotion to exclude, deniedOther

    “We have not considered any of the evidence Patent Owner moves to exclude in reaching our findings and conclusions set for in this Decision. As a result, Patent Owner’s Motion to Exclude this evidence is dismissed as moot.” slip op. at 55

  • Novelty / Anticipation (§102) › Priority / effective filing date / continuation supportReference is prior artPriority date, deniedDecided for petitioner

    “We determine that Patent Owner has not carried its temporary burden of production to support its contention that the inventors were reasonably diligent throughout the critical period. See Parus Holdings, 70 F.4th at specifically cite the relevant record evidence combined with an explanation of the significance of the produced material in briefs. See id. at 1372 (explaining that “[t]he burden of production cannot be met without some combination of citing the relevant record evidence with specificity and explaining the significance of the produced material in briefs”). Patent Owner states that it “submitted extensive evidence.” PO Sur-reply 14. But simply submitting dozens of exhibits is not enough. As our reviewing court has admonished, the “burden of production cannot be met simply by throwing mountains of evidence at the Board without explanation or identification of the relevant portions of that evidence.” See Parus Holdings, 70 F.4th at 1371. Instead of citing what specific portions of those exhibits are relevant and why, Patent Owner cites entire exhibits and asserts, without analysis or explanation, that they show diligence. See PO Resp. 49– 50 (citing numerous exhibits without pinpoint citations). Patent Owner’s Sur-reply asserts that Patent Owner’s Response was adequate (PO Sur-reply 17), but an examination of the Response shows that it was not. For example, in its Response, Patent Owner states “numerous documents corroborating [the inventors’] testimony that, during the critical period, they were refining the formulas to implement the BlueSpace relevance model” by citing the entirety of so-called “corroborating documentation” spanning Exhibits 2032 through 2074 as well as the entirety of Justin Marston’s Second Supplemental Declaration (Ex. 2030) and Paul Marston’s Declaration (Ex. 2031). See PO Resp. 49. However, there is not a single pinpoint citation to any particular paragraph, page, or entry for any of those exhibits (a number of which approach 100 pages in length) in Patent Owner’s discussion. See id. Even less helpful, the Response does not inventors actually worked on the claimed invention. See id. That is, the Response does not state exactly what in the “corroborating documentation” actually corroborates the inventors’ testimony or itself shows diligence. If anything, the Response points out that the inventors were engaged in other activities: “Justin Marston had numerous other obligations running the company BlueSpace, and Paul Marston was working a full-time position as a lecturer on statistics.” PO Resp. 49; PO Sur-reply 15–16. We do not fault the Marstons for engaging in other activities, but Patent Owner’s discussion of the Marstons’ other activities and mere conclusory assertions of diligence, without more, do not show that the Marstons were reasonably diligent as to the relevant activities during the critical time period. Simply put, Patent Owner’s Response does not adequately explain exactly how or why the evidence supports its argument that the inventors were reasonably diligent throughout the critical period. We decline the invitation to sift through the hundreds of pages spanning dozens of exhibits in search of evidence and reasons supporting Patent Owner’s assertion of diligence.” slip op. at 12

  • Obviousness (§103) › Motivation to combine / reasonable expectation of successMotivation foundReasonable expectation foundDecided for petitioner

    “combined Rose and Bieganski. Rose and Bieganski are both concerned with recommending content to a user based on other users’ content preferences. Ex. 1006, code (57); Ex. 1007, code (57). Petitioner, supported by Dr. Fox, adequately shows that Bieganski discloses an improved technique for selecting which other users’ preferences are considered in a recommendation. Pet. 71 (citing Ex. 1003 ¶¶ 235–236), 75 (citing Ex. 1003 ¶¶ 247–248). We agree that improving Rose’s content ranking system using Bieganski’s content recommendation technique sufficiently motivates the combination. See KSR Int’l, 550 U.S. 417 (noting that where “a technique has been used to improve one device, and a person of ordinary skill in the art would recognize that it would improve similar devices in the same way, using the technique is obvious”). Patent Owner’s argument that Bieganski’s approach is not an improvement over Rose because Rose “teach[es] that feedback from all users is valuable” (PO Sur-reply 9–10 (citing Ex. 2029 ¶ 199)) has two faults. First, that argument mischaracterizes Rose. We find no description in Rose which states that feedback from all users is “valuable” such that selecting certain users is not an improvement. Rather, Rose aligns with Bieganski’s selection of relevant users because Rose emphasizes feedback from similar users by adjusting the weight given to feedback from users who are more or less correlated. Ex. 1006, 6:64–7:1, 7:10–34 (“Rjk is the correlation of users i and k, the Vkj is the weight indicating the feedback of user k on document j.”). Second, even if Rose describes an embodiment where feedback from all users is considered, that does not preclude motivating improvement. See PAR Pharm., Inc. v. TWI Pharms., Inc., 773 F.3d 1186, 1197–98 (Fed. Cir. 2014) (noting it is not necessary to show that a combination is “the best option, only that it be a suitable option”).” slip op. at 47

  Patent outcomesUS 7,716,217 unpatentable
  § 102 anticipation§ 103 obviousnesscites Phillips · KSR
  Patents in suitUS 7,716,217
• Samsara Inc. v. Motive Technologies, Inc.No claims unpatentable
  PTAB · Jul 29, 2026 · IPR2025-00574 · APJ Daniel J Galligan · IPR · Final written decision

  Claims 1–7 were not shown unpatentable because the asserted combinations did not establish the claimed video overlay and transmission for manual review.

  RulingsFinal written decision

  • Obviousness (§103) › Motivation to combine / reasonable expectation of successNot shown unpatentableNot shown unpatentable

    “We agree with Patent Owner that Petitioner’s contentions in this ground do not cure the issues for limitations 1D and 1E. Petitioner’s contentions in this ground involve combining Khan and Ali’s teachings of identifying a horizon line and lane lines with Choe. For example, Petitioner argues that “[u]sing predictive models for Choe’s lane and horizon prediction would have combined known elements according to known methods to yield predictable results” and that “[i]mplementing these known mathematical models in Choe’s calibration system, according to their known functions, would have yielded predictable results.” Pet. 39. Petitioner further argues that “[u]sing predictive models for Choe’s lane and horizon prediction would have used a known technique (predictive models) to improve similar devices in the same way” and that “[u]sing predictive models for Choe’s lane and horizon prediction would have also applied a known technique (predictive models) to a known device (a manual annotator device) ready for improvement.” Pet. 40. Petitioner’s proposed combination, therefore, still relies on Choe’s teachings of transmitting an overlaid image to an annotator device. We note that Petitioner asserts that, “[o]nce Khan in view of Ali identifies the horizon and lane lines, it overlays the horizon line and/or lane lines on the video, as shown in the screenshots below.” Pet. 41–42. Although Petitioner mentions Khan and Ali’s teachings with respect to video here, Petitioner does not adequately explain how the teaching of an overlaid video would be combined with Choe’s single image annotator teachings. As discussed above, Choe discloses transmitting a single overlaid image to the annotator” slip op. at 23

  • Obviousness (§103) › Graham factors (scope of art, differences, level of skill)Not shown unpatentableNot shown unpatentable

    “Thus, Petitioner has not provided sufficient evidence and argument to explain how the additional teachings of Khan and Ali teach limitations 1D and 1E in combination with Choe. Petitioner, therefore, has not demonstrated unpatentability of claims 1–5 by a preponderance of the evidence. F. Obviousness over Choe and Workman (Claims 1–4) Petitioner asserts that claims 1–4 would have been obvious over the combined teachings of Choe and Workman. Pet. 47–52; Pet. Reply 26–30. Petitioner asserts that, “if [Patent Owner] alleges that Choe does not explicitly disclose which predictive models it uses or whether it uses predictive models to identify the horizon line, a [person of ordinary skill in the art] would have searched for references that use predictive models and how such models were used,” which “would have led to Workman, which discloses predictive models to identify the horizon line.” Pet. 47. According to Petitioner, “[u]sing Workman’s predictive model to identify the horizon line would also have merely been combining known elements ([convolutional neural networks (CNNs)] and annotation for camera calibration) according to known methods to yield predictable results and used known techniques (CNNs) to improve similar devices in the same way.” Pet. 48–49. Thus, Petitioner relies on Workman to teach a predictive model to identify a horizon line. See Pet. 47–49. Choe with respect to limitations 1D and 1E. Indeed, Workman involves horizon line estimation in single images. See Ex. 1011, 10 (§ 5) (“We introduced Horizon Lines in the Wild (HLW), a new dataset for single image horizon line estimation, to address the limitations of existing horizon line detection datasets.”). Petitioner, therefore, has not demonstrated unpatentability of claims 1–4 by a preponderance of the evidence.” slip op. at 24

  • Skill levelSkill level patent owner adoptedDecided for patent owner

    “Patent Owner criticizes Petitioner’s proposed level of ordinary skill for not requiring “any training or experience in ‘automotive systems,’ precisely what the ’580 [p]atent relates to.” PO Resp. 7. According to Patent Owner, a person of ordinary skill in the art would have had “a training and/or experience in design of software for camera/sensor systems in the automotive industry.” PO Resp. 8–9 (citing Ex. 2003 ¶ 35).” slip op. at 5

  • Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededOther

    “C. Claim Construction We need not construe expressly any claim terms to decide the issues before us. See 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 6

  Patent outcomesUS 11,875,580 not shown unpatentable
  Claim construction§ 103 obviousnesscites KSR · Graham
  Patents in suitUS 11,875,580
• X Corp. v. Sterling Computers CorporationAll claims unpatentable
  PTAB · Jun 9, 2026 · IPR2025-00299 · APJ Bach V Hoang · IPR · Final written decision

  Claims 1–22 are unpatentable as obvious over the stated Dumais-based and Kircher/Krug grounds; Patent Owner’s and Petitioner’s motions to exclude are dismissed as moot.

  RulingsFinal written decision

  • Skill levelSkill level petitioner adoptedDecided for petitioner

    “Our Institution Decision adopted Petitioner’s definition of a person of ordinary skill in the art. Inst. Dec. 8–9. In its response, Patent Owner adopts Petitioner’s proposed level of ordinary skill. See PO Resp. 14–15 (“Patent Owner and its expert adopt the Board’s definition for purposes of this Response”). Having considered the record, we continue to adopt Petitioner’s proposed level of skill, as articulated above. We are satisfied that Petitioner’s proposal comports with the level of skill necessary to understand and implement the teachings of the ’217 Patent. Accord Inst. Dec. 8–9.” slip op. at 9

  • Claim Construction › Functional claiming / §112(f) means-plus-function › Whether §112(f) applies (Williamson, nonce words)No construction neededNot reached

    “1. “computer program modules” The parties dispute whether four “computer program modules comprising” (1) “a monitoring module,” (2) “a first relevance measurement module,” (3) “a second relevance measurement module,” and (4) “a relevance analysis module” (collectively, “module limitations”) invoke 35 U.S.C. § 112 ¶ 6 and should be treated as means-plus-function limitations. See Pet. 8–18; PO Resp. 15–18; Pet. Reply 3–5; PO Sur-reply 4–7. However, the parties do not argue that the construction of these terms affects the analysis of Petitioner’s challenges. See PO Resp.; Pet. Reply; PO Sur-reply. Moreover, our analysis does not rely on any particular construction of these terms and, so, we need not resolve this dispute.” slip op. at 10

  • Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededNot reached

    “2. “one or more measures derived from the group consistent of” Petitioner asserts limitations 1[g] and 1[g][i]–1[g][iv] recite an open Markush group listing alternatively useable members. Pet. 20–21 (citing Gillette Co. v. Energizer Holdings, Inc., 405 F.3d 1367, 1372 (Fed. Cir. 2005); Abbot Lab’ys v. Baxter Pharm. Prod., Inc., 334 F.3d 1274, 1281 (Fed. Cir. 2003) (explaining that the listing of specified alternatives within a claim is referred to as a Markush group or Markush grouping)); See Ex. 1001, 47:47–58. Patent Owner does not dispute Petitioner’s construction. See PO Resp; PO Sur-reply. As these terms are not in controversy, we need not opine on this construction.” slip op. at 10

  • Claim Construction › Intrinsic evidence (Phillips canons) › Plain and ordinary meaning to a POSITANo construction neededNot reached

    “Petitioner’s and Patent Owner’s respective constructions overlap in their requirement that “cognate” users share similar past user actions and assessments or are defined by similar direct input by the user. See Pet. 18; PO Resp. 20–21; PO Sur-reply 10. Petitioner argues that Patent Owner’s construction “exclude[s] ‘groups’ from the claims” and further limits the scope of to users who share actions (Pet. Reply 8–9), but Patent Owner states that its proposed construction does not so limit the claims (PO Sur-reply 10). As such, there is no disagreement that “cognate” users share similar past user actions and assessments or are defined by similar direct input by the user. As there is no controversy, we need not, and do not, construe the meaning of “cognate.” However, Patent Owner’s requirement that “at least one other of the plurality of users” is specifically cognate to “the user” who was sent the content is plainly recited in the claim language itself. The claim recites a “relevance score of a piece of electronic content sent from a sender to a user” in the preamble and similarly again in limitation 1[g]. See Ex. 1001, 47:25–28 (emphasis added), 45:62–64. The limitation in question directly references the claimed “user” when reciting the cognate relationship: “identify at least one other of the plurality of users . . . that is cognate to the user.” Ex. 1001, 47:43–45 (emphasis added). As such, the claim language plainly supports Patent Owner’s requirement and Petitioner does not contest that requirement. See Pet. Reply 8. least one other of the plurality of users . . . that is cognate to the user” as requiring that the identified other user is cognate specifically to the user whose relevance score is being determined.” slip op. at 12

  Patent outcomesUS 7,716,217 unpatentable
  Claim construction§ 103 obviousnesscites KSR
  Patents in suitUS 7,716,217
• Apple Inc. v. DH International Ltd.All claims unpatentable
  PTAB · Apr 16, 2026 · IPR2025-00172 · APJ Brian P Murphy · IPR · Final written decision

  Claims 1–20 are unpatentable as obvious over Suga and Gorsuch; the Board denied Patent Owner’s motion to exclude.

  RulingsFinal written decision

  • ExcludeMotion to exclude, deniedDenied

    “Patent Owner also asserts prejudice for “not knowing” which Suga Exhibit “the Petitioner and Petitioner’s expert is relying on (see Exhibit 1021 and 1022),” without further explanation. Mot. Reply 6. Exhibit 1022 is a dictionary definition of “node.” How this relates to Patent Owner’s argument of prejudice is not explained. Id. at 5–6. The Board perceives no difficulty following Petitioner’s arguments and evidence, which cite Suga Exhibit 1005, including the testimony of Dr. Buehrer regarding the English language translation of Suga, which is identical in Exhibits 1005 and 1017. Patent Owner, moreover, opted not to depose Dr. Buehrer, did not file a deposition transcript of Dr. Buehrer in this proceeding, and does not allege any difference or substantive deficiency in the English language translation in Suga Exhibits 1005 and 1017, which are identical. We fail to see any prejudice to Patent Owner.” slip op. at 84

  • Obviousness (§103) › Graham factors (scope of art, differences, level of skill)UnpatentableUnpatentable

    “d. Conclusion for Claim 1 For the reasons given above, we determine the Petition establishes by” slip op. at 60

  Patent outcomesUS 9,022,294 unpatentable
  § 103 obviousnesscites Phillips · KSR · Graham
  Patents in suitUS 9,022,294
• Digital Global Systems, Inc. v. Deepsig, Inc.Some claims unpatentable
  PTAB · Mar 6, 2026 · IPR2024-01358 · APJ William V Saindon · IPR · Final written decision

  Claims 1–3, 7–11, 15–19, 23, and 24 are unpatentable as obvious; claims 4–6, 12–14, and 20–22 were not shown unpatentable because the prior art did not teach the claimed received-signal feedback and transmitter-model update.

  RulingsFinal written decision

  • Skill levelSkill level petitioner adoptedDecided for petitioner

    “Petitioner asserts that: Persons of ordinary skill in the art (“POSITA”) would have a bachelor’s degree in electrical engineering, computer engineering, or an equivalent degree and at least two years of experience working with of radio communication systems and machine learning. Additional work or research experience can substitute for less or different education, and vice-versa. Pet. 3–4 (citing Ex. 1003 ¶¶ 33–34). Patent Owner does not appear to challenge this level of skill. We use Petitioner’s definition for purposes of this Decision because it appears consistent with the level of skill reflected in the prior art and ’704 patent.” slip op. at 7

  • Claim Construction › Intrinsic evidence (Phillips canons) › Plain and ordinary meaning to a POSITATerm construed board ownDecided for petitioner

    “parameters “associated with the base station.” PO Resp. 31–32. In particular, Patent Owner argues that a transmitter “implemented in a base station” is not “associated with the base station.” Id. at 31. Petitioner argues that Patent Owner offers no reason to believe that a transmitter “implemented in a base station” is not “associated with the base station.” Pet. Reply 4–5; see also id. at 3–6 (entire argument). A plain reading of a “model associated with a base station” would encompass a model that operates in a base station. We do not see anything in the ’704 specification that would indicate “associated with” has any special meaning, or has a meaning contrary to our understanding of the plain meaning. We do not see the word “associated” outside the claims, whereas we see the word “implement” throughout the specification, generally in reference to an actual use of a model (consistent with our plain reading). See, e.g., Ex. 1001, 5:35–39, 6:3–17, 10:55–11:3 (discussing “implementations” where the model or some other feature of the system is used in a particular way). Accordingly, we construe a model “implemented in a base station” to be “associated with the base station.”” slip op. at 12

  • Obviousness (§103) › Graham factors (scope of art, differences, level of skill)UnpatentableUnpatentable

    “scenarios” (see PO Resp. 16–21), Patent Owner argues that “Jüschke does not disclose any association of the weight or bias parameters, . . . to any deployment scenario, and . . . base station” (id. at 19). For the reasons explained in our claim construction section above, we construe “deployment scenarios” to include “inline mode” models located within a base station, according to the list of deployment scenarios set out in the ’704 patent. See Ex. 1001, 2:38–65. The in-line deployment scenario depicted in Figure 6A of the ’704 patent bears a striking resemblance to the arrangement depicted in Figure 1 of Jüschke. In both figures, the analog radio signal is fed directly into the model and then the model directly outputs the signal to the amplifier. Compare Ex. 1001, Fig. 6A, with Ex. 1005, Fig. 1. As construed, the “deployment scenarios” represent the physical configurations of the device in which the model is found, such as “in-line.” Petitioner shows by a preponderance of the evidence that Jüschke’s similar in-line configuration is a “deployment scenario” as claimed because it teaches an inline model for a cellular system transmitter (i.e., base station). Pet. 26–29 (citing, e.g., Ex. 1005, Fig. 1, ¶¶ 6, 59; Ex. 1003 ¶¶ 146–147); see also Ex. 1001, 2:37–41 (stating that “[t]he particular deployment scenario[] may be . . . sending a radio transmission from a cellular base station that includes the . . . model . . . in an inline mode”).” slip op. at 26

  • BurdenNot shown unpatentable

    “Based on our claim construction analysis of claim 4, above, we agree with Patent Owner that claim 4 requires an actually transmitted signal and an update of the transmitter’s model. This claim construction eliminates Petitioner’s position regarding Holt teaching a modeled signal. See, e.g., Pet. Reply 17–23. We then turn to Petitioner’s argument that Holt teaches updating a model using an actually transmitted signal. See Pet. 59–60. There, Petitioner relies on a disclosure in Holt of an “actual communication channel 302 used to train the channel model 208.” Ex. 1006, 18:1–2. This is depicted in Figure 6 of Holt, in connection with a “fourth loss function” which is used to “train the decoder model.” Id. at 18:42–48; see generally id. at 17:58–18:51 (describing Figure 6). Whether training the channel model or the decoder model, Holt here does not disclose using the actual communication channel to train the encoder, i.e., transmitter. In sum, we find that Petitioner has not shown by a preponderance of the evidence that the prior art describes the claimed step of “obtaining a received radio signal,” and even if it did, Petitioner has not shown by a preponderance of the evidence that the prior art describes the claimed step of “updating the value of the model parameters” in the manner required by claim 4. Claims 12 and 20 are nearly identical to claim 4, and Petitioner’s ground fails for similar reasons. See Pet. 76. Claims 5, 6, 13, 14, 21 and 22 depend from claims 4, 12, and 20, and Petitioner’s ground fails for similar reasons as those claims. See id. at 77–80.” slip op. at 31

  Patent outcomesUS 11,018,704 mixed
  Claim construction§ 103 obviousness
  Patents in suitUS 11,018,704

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.