• Shenzhen Tuozhu Technology Co., Ltd. v. Stratasys, Inc.All claims unpatentable
  PTAB · Oct 5, 2026 · IPR2025-00438 · APJ Lilan Ren · IPR · Final written decision

  Claims 1–5, 7–13, and 16–20 are unpatentable; the Board found the challenged claims unpatentable on the grounds set out in its conclusions and summary table.

  RulingsFinal written decision

  • Skill levelSkill level petitioner adoptedDecided for petitioner

    “Petitioner’s definition of the level of ordinary skill in the art, and Petitioner’s definition appears consistent with the disclosures of the ’466 patent and the prior art of record. Accordingly, we adopt Petitioner’s definition. See Okajima v. Bourdeau, 261 F.3d 1350, 1355 (Fed. Cir. 2001). C. Claim Construction” slip op. at 12

  • BurdenUnpatentable

    “Decision under 35 U.S.C. § 318(a) as to the patentability of the challenged claims of the ’466 patent. For the reasons discussed below, we determine Petitioner has established by a preponderance of the evidence that claims 1– 5, 7–13, and 16–20 of the ’466 patent are unpatentable.” slip op. at 2

  Patent outcomesUS 10,569,466 unpatentable
  Nonecites Phillips · KSR · Graham
  Patents in suitUS 10,569,466
• Evenflo Company, Inc. v. Baby Jogger II, LLCAll claims unpatentable
  PTAB · Sep 29, 2026 · IPR2025-01122 · APJ Carl M Defranco · IPR · Final written decision

  Claims 1–16 are unpatentable as obvious over Liao or Liao and Cheng; Rolicki is not prior art, and the challenge over Offord ’341 and Offord ’797 fails.

  RulingsFinal written decision

  • Skill levelSkill level petitioner adoptedDecided for petitioner

    “A. Level of Ordinary Skill in the Art Baby Jogger does not dispute Evenflo’s definition of the level of ordinary skill in the art, which is that a person of ordinary skill in the art (hereinafter, “one skilled in the art”) would have had “a bachelor’s degree in a relevant field (e.g., mechanical engineering or industrial design) and at least two years of product design experience and/or industry experience with juvenile products” and that “[m]ore education can replace product design experience, and vice versa.” Pet 8 (citing Ex. 1001 ¶¶ 31–33); PO Resp. generally. We apply that definition here, as it accords with the problems addressed in the prior art and the specification of the ’682 patent.” slip op. at 7

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

    “At the outset, we note that the claim language requires only that “the first seat and the second seat” be arranged in an inline descending configuration, not that the seat’s mounting points or other physical connections be so arranged. Ex. 1010, 17:31–33. Baby Jogger improperly reads “seats” out of the claim and substitutes the seat’s “mounting points” on the frame. A proper reading of the claim language focuses on what happens when both seats are connected to the frame, not where they are so connected. In other words, “when connected to the frame” simply emphasizes that both seats must be connected to the frame to form the inline descending configuration, as opposed to the single stroller embodiment of Figure 1, where there cannot be an inline descending configuration because only one seat is connected to the frame and the other seat is removed, i.e., not connected to the frame. That reading is supported by the specification of the ’682 patent,” slip op. at 9

  • Novelty / Anticipation (§102) › Priority / effective filing date / continuation supportPriority date awardedDecided for patent owner

    “We find that testimony persuasive, for it shows what one skilled in the art would have recognized the 2008 Provisional as necessarily disclosing. The relevant inquiry is whether the disclosure of the prior application “convey[s] with reasonable clarity to those skilled in the art that, as of the filing date sought, the inventor was in possession of the invention.” PowerOasis, 522 F.3d at 1306 (emphasis in original; citation omitted). “While a prior application need not contain precisely the same words as are found in the asserted claims, . . . the prior application must indicate to a person skilled in the art that the inventor was ‘in possession’ of the invention as later claimed.” Id. In other words, “to satisfy the written description requirement, ‘the missing descriptive matter must necessarily be present in the [original] application’s specification such that one skilled in the art would recognize such a disclosure.’”7 Id. (quoting Tronzo v. Biomet, Inc., 156 F.3d 1154, 1159 (Fed. Cir. 1998) (emphasis added). “This requires that the written description actually or inherently disclose the claim element.” Id. at 1306–07. Moreover, a drawing may supply written description for the arrangement it depicts even though the text describes that arrangement in different terms. See Cooper Cameron Corp. v. Kvaerner Oilfield Prods., Inc., 291 F.3d 1317, 1319–23 (Fed. Cir. 2002).” slip op. at 16

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

    “Instead, Evenflo’s argument rests on isolating the statement—“A similar sub-frame arrangement is disclosed in [Offord ’797]”—from the remainder of the passage in which that statement appears in order to arrive at a reason to incorporate the reversibility teaching of Offord ’797. However, when that statement is read in the context of the full passage in which it appears, nowhere does that passage suggest reversibility as the reason for referencing Offord ’797. More accurately, it suggests a different reason that relates to a curved lug 108 by which sub-frame 100 rests on the stroller’s main frame 4 to carry the weight of the stroller’s two occupants— When the interface components 100 are attached to the frame assembly 4 they form a sub-frame of the frame assembly 4, and when the child-carrying units are mounted thereon, one behind the other, they are in a compact echelon formation, one of the connector sockets 106 of each component 100 being at a higher level in relation to the ground than the other connector sockets 106. The higher connector socket 106 and further connecting leg 102 are both connected to the respective opposite ends of an upper mounting piece 107. In addition, on the inner side of the lower connector sockets 106 there is a downwardly curved lug 108 which serves to rest upon a part of the basket frame 44, such that the weight of two infants is fully supported by the frame assembly 4. A similar sub-frame arrangement is disclosed in [Offord ’797]. Ex. 1051, 9:23–36 (emphasis added). That passage shows that, rather than reversibility of the sub-frame, the reference to Offord ’797 is more aptly directing the reader to the arrangement and details of a similarly curved lug structure in the stroller sub-frame of Offord ’797. Indeed, Figures 5 and 6 of Offord ’797, reproduced below, disclose just such a curved lug in the context of “corner pieces 20” having “channel 21.” Ex. 1054, 4:10–23.” slip op. at 53

  Patent outcomesUS 11,731,682 unpatentable
  Claim construction§ 102 anticipation§ 103 obviousness
  Patents in suitUS 11,731,682
• Shenzhen Tuozhu Technology Co., Ltd. v. Stratasys, Inc.All claims unpatentable
  PTAB · Sep 29, 2026 · IPR2025-00532 · APJ Hyun J Jung · IPR · Final written decision

  Claims 1–16 are unpatentable under § 103 over Warren, Warren and Dunn, Calderon and RepRap20208, and Calderon, RepRap20208, and Dunn.

  RulingsFinal written decision

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

    “of ordinary skill in the art would have made the proposed combination in the manner asserted with a reasonable expectation of success. Weighing our underlying factual determinations, a preponderance of the evidence persuades us that claim 7 of the ’381 patent is unpatentable over Calderon, RepRap20208, and Dunn. Arctic Cat, 876 F.3d at 1361.” slip op. at 108

  • Novelty / Anticipation (§102) › Prior-art status of a reference › Printed publication / public accessibilityPrinted publication establishedDecided for petitioner

    “involves a case-by-case inquiry into the facts and circumstances surrounding the reference’s disclosure to members of the public.” In re Klopfenstein, 380 F.3d 1345, 1350 (Fed. Cir. 2004). Whether a document qualifies as a printed publication is a legal conclusion based on underlying factual determinations. Medtronic, Inc. v. Barry, 891 F.3d 1368, 1380 (Fed. Cir. 2018). slip op. at 69

  Patent outcomesUS 10,556,381 unpatentable
  § 102 anticipation§ 103 obviousnesscites Phillips · KSR · Graham
  Patents in suitUS 10,556,381
• Shenzhen Tuozhu Technology Co., Ltd. v. Stratasys, Inc.All claims unpatentable
  PTAB · Sep 28, 2026 · IPR2025-00611 · APJ Christopher L Ogden · IPR · Final written decision

  Claims 1–10, 12, 13, 19, and 20 are unpatentable under § 103 over the stated Douglas–Mark and Hamilton-based grounds.

  RulingsFinal written decision

  • Skill levelSkill level petitioner adoptedDecided for petitioner

    “The parties agree that experience could substitute for a degree, and vice versa. Pet. 3; PO Resp. 10. The parties’ proposed levels of ordinary skill are substantially similar. For this decision, as in the Institution Decision, we adopt Petitioner’s proposed level, which is supported by credible testimonial evidence and is consistent with the problems addressed in the ’774 patent. See Ex. 1001, 1:16–52. Our decision would be the same, however, if we were to adopt Patent Owner’s proposal.” slip op. at 7

  • Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)Other

    “Neither Petitioner nor Patent Owner argues that we need to construe any claim terms explicitly. See Pet. 2–3; PO Resp. 10. However, the parties contest two material claim-construction issues which we address below. To the extent that the parties’ positions depend on interpreting other claim language in a particular way, we discuss the relevant claim language below in the context of the parties’ arguments regarding the prior art.” slip op. at 8

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

    “We disagree with Patent Owner that a person of ordinary skill in the art would have understood that limitation 1.2 must be performed before limitations 1.3 or 1.4. See Ex. 1001, 35:21–24. See Interactive Gift Exp., Inc. v. Compuserve Inc., 256 F.3d 1323, 1342 (Fed. Cir. 2001) (“Unless the steps of a method actually recite an order, the steps are not ordinarily construed to require one.” (citing Loral Fairchild Corp. v. Sony Corp., 181 F.3d 1313, 1322 (Fed. Cir. 1999)). The evidence suggests that a “target printer” is any printer that is ultimately selected for fabricating the object, and such a printer could send its configuration information either before or after that determination is made in limitation 1.2. This interpretation does not render the word “target” meaningless. At some point, a printer must be determined to be the target printer, which is the one intended to ultimately fabricate the three-dimensional object. But the target printer still exists, and is capable of being queried, before that determination is made. We find the examples in the ’774 patent pertinent to this question. The ’774 patent states that “the target printer may include more than one printer.” Ex. 1001, 18:66–67. In discussing the step of “query target printer for properties 306” (Fig. 3A), the ’774 patent states that “[i]n one aspect, numerous queries are sent to numerous printers, e.g., for use in selecting one or more of the printers as the target printer.” Id. at 19:8–10. Alternatively, “the query is sent to a printer that is not necessarily the target printer as described herein, e.g., when the query or information received from a response to the query is used for the selection of the target printer.” Id. at 19:11–14. Importantly, the second embodiment states that the queried printer “is not necessarily the target printer,” suggesting that the queried printer could be the target printer even before it is determined to be such. Id. at 19:11–12 (emphasis added). Based on the evidence of record, a person of ordinary skill in the art would have understood that the “target printer” can be determined after the query recited in limitation 1.3 or the reception of configuration information recited in limitation 1.4. Thus, the evidence does not impose an ordering between limitations 1.2 and 1.3 or between limitations 1.2 and 1.4. The evidence also does not support Patent Owner’s argument that the two reverse-order examples in the ’774 patent are unclaimed embodiments.” slip op. at 10

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

    “We disagree that Petitioner’s arguments are based on impermissible hindsight, because they are based on the disclosures in Douglas and Mark, and Petitioner has articulated a persuasive reason to combine those references without referring to the ’774 patent itself, as we discuss below. See In re McLaughlin, 443 F.2d 1392, 1395 (CCPA 1971) (an obvious rationale is not improper hindsight if it “takes into account only knowledge which was within the level of ordinary skill at the time the claimed invention was made and does not include knowledge gleaned only from applicant’s disclosure”).” slip op. at 29

  Patent outcomesUS 11,886,774 unpatentable
  Claim construction§ 102 anticipation§ 103 obviousnesscites Phillips · KSR · Graham
  Patents in suitUS 11,886,774
• Shenzhen Tuozhu Technology Co., Ltd. v. Stratasys, Inc.Some claims unpatentable
  PTAB · Sep 28, 2026 · IPR2025-00531 · APJ Hyun J Jung · IPR · Final written decision

  Claims 1–11 and 13–15 are unpatentable over the stated obviousness grounds; claim 12 was not shown unpatentable.

  RulingsFinal written decision

  • PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)InstitutedInstituted

    “Petitioner filed a Petition (Paper 2, “Pet.”) requesting institution of an inter partes review of claims 1–15 of the ’698 patent. Discretionary denial of institution was determined to be not appropriate in this proceeding, and the proceeding was referred to the Board. Paper 10. Pursuant to 35 U.S.C. § 314, we instituted an inter partes review of claims 1–15 of the ’698 patent on all presented challenges. Paper 11 (“Inst. Dec.”), 15.” slip op. at 2

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

    “Decision is issued pursuant to 35 U.S.C. § 318(a) and 37 C.F.R. § 42.73 (2025). For the reasons that follow, we determine that Shenzhen Tuozhu Technology Co., Ltd. (“Petitioner”) has shown by a preponderance of the evidence that claims 1–11 and 13–15, but not claim 12, of U.S. Patent No. 9,168,698 B2 (Ex. 1001, “the ’698 patent”) are unpatentable.” slip op. at 2

  Patent outcomesUS 9,168,698 mixed
  § 103 obviousnesscites Phillips · KSR · Graham
  Patents in suitUS 9,168,698
• 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
• Apple Inc. / Amazon Web Services, Inc. v. Ziklag IP LLCAll claims unpatentable
  PTAB · Aug 26, 2026 · IPR2026-00047 · APJ Hung H Bui · IPR · Final written decision

  Claims 1–4, 6, 9–14, and 17 are unpatentable as obvious over Yurt and Logan; the Board denied Petitioner’s motion to strike.

  RulingsFinal written decision

  • Skill levelSkill level petitioner adoptedDecided for petitioner

    “Based on the record before us, we are unpersuaded that Patent Owner’s “proposed level of skill” is appropriate in this proceeding for reasons discussed below.” slip op. at 13

  • Expert testimonyPatent owner expert creditedDecided for patent owner

    “McCulloh’s qualifications are grounded upon Patent Owner’s “proposed level of skill” (which we rejected) that is “higher than Petitioner’s proposed level” (which we adopted for this proceeding) and focus on their level of skill in the late 1990s timeframe (time of the invention), but there is no time requirement on when an expert acquired the requisite level of skill in the art. Osseo Imaging, LLC v. Planmeca USA Inc., 116 F. 4th 1335, 1340–1341 (declining to add a timing requirement to the minimum qualifications necessary to offer expert testimony from the perspective of a person of ordinary skill in the art). “An expert need not have acquired that skill level prior to the time of the invention to be able to testify from the vantage point of a person of ordinary skill in the art. Rather, an expert can acquire the necessary skill level later and develop an understanding of what a person of ordinary skill knew at the time of the invention. In practice, the fact that the expert was not a person of ordinary skill at the time of the invention may well be used during cross examination to undermine the credibility of the expert.” Id. Under Petitioner’s proposed level of skill (which we adopted), Dr. McCulloh is indeed qualified to testify in this proceeding because he has a Ph.D. in Computer Science from Carnegie Mellon University and extensive experience, including “hands-on deployment and academic research in distributed systems operating under real-world constraints” (Ex. 2009, Ex. 2010). See Ex. 2010 (CV) (BSIE, MS Comp. Sci, PhD Comp. Sci, Lieutenant 1994-1999, 10th Mountain Division (“led the army’s first tactical deployment of a distributed computing system”)); Ex. 2009 ¶¶ 6–10. Although Dr. McCulloh’s declaration does not include any searching or analysis of patent literature including Yurt or Logan as part of his analysis of the “background” state of the art, as correctly recognized by Petitioner (Pet. Reply 7–8 (citing Ex. 1017, 74:18–75:14; Ex. 2009 ¶ 3)), we are persuaded that Dr. McCulloh is qualified to address Dr. Lippman’s portrayal of the architecture disclosed in the ’128 patent, as advanced by Patent Owner. Ex. 2009, ¶¶ 3, 5–34; Ex. 2010. Dr. McCulloh does not provide testimony to refute Petitioner’s obviousness analysis based on Yurt and Logan. See Ex. 2009. Mr. Johnson is only offered to refute Petitioner’s obviousness analysis based on Yurt and Logan. Ex. 2007 ¶¶ 3, 18, 29. Under Petitioner’s proposed level of skill (which we adopted), Mr. Johnson, who is a co-inventor of the ’128 patent, is qualified to testify in this proceeding, especially, when his declaration states that (1) he is a POSITA “with more than 30 years of experience building technology-driven media and contentdistribution systems” and (2) he “was actively involved in the development and deployment of digital music and video distribution technologies” since the mid-1990’s, including “real-time and near-real-time electronic delivery of media content.” Ex. 2007 ¶¶ 9–10, 14, 16. Certainly, “[t]he inventor himself may qualify as an expert and testify what his claims would mean in the relevant art.” Markman v. Westview Instruments, Inc., 52 F.3d 967, 991 (Fed. Cir. 1995).” slip op. at 17

  • Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)Plain and ordinary meaningNo construction needed

    “Plain Meaning of “Substantially Real Time” Instead, the plain meaning of “substantially real time” is readily apparent and understood by a person of skill (POSITA) in the art in the context of data distribution or transmission of the ’128 patent as referring to an acceptable time delay (i.e., “a fraction of real time”) between distribution center 18 and user device 12, via network 14, shown in Figures 1–2 of the ’128 patent and, as such, is consistent with the ‘128 patent’s specification and Dr. Lippman’s Declaration (Ex. 1003, ¶¶ 79, 126). Because the plain meaning of “substantially real time” as understood by a POSITA is readily apparent, there is no reason for the Board to consider Patent Owner’s clarification of “substantially real time” based solely on extrinsic evidence, i.e., counsel argument, Mr. Johnson’s declaration (Ex. 2007, ¶¶ 27, 29–30, 33, 39; Ex. 1018, 38:13–39:20) and Dr. McCulloh’s declaration (Ex. 2009, ¶ 19). For example, Patent Owner, relying upon Mr. Johnson’s testimony, clarifies the term “substantially real time” requires either (1) “playback while transmission is ongoing” (PO Resp. 30), or (2) “[a] coordinated system behavior in response to a user’s request” “in which a user request triggers coordinated operations, including locating content across distributed systems, routing that content, and initiating playback while transmission is ongoing” (PO Sur-Reply 4 (citing Ex. 1001, 2:67–3:2, 6:23–35)). However, Patent Owner’s shifting position regarding “substantially real time” is not commensurate with the plain reading of the term. Based on the plain meaning of “substantially real time,” we are persuaded by Petitioner that Yurt explicitly discloses transmitting data at least in “real time,” preferably “less than real time” or “a fraction of real time” for playback. Pet. Reply 9 (citing Ex.1005, code (57), 1:66–2:4, 4:68– 5:3 (teaching distributing “digital audio” in “less than real time” and in “a fraction of real time,” where the receiving system may “decompress in real time the requested material as it is distributed by transmission system 100”)).” slip op. at 36

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

    “teaches or renders obvious all limitations of claim 1, Petitioner also provides sufficient motivation or reasoning with a rational underpinning to combine Yurt and Logan. Specifically, Petitioner, relying on Dr. Lippman’s declaration (Ex. 1003, ¶¶ 62–73), asserts “a POSITA would have been motivated to combine Yurt with Logan for several reasons, discussed further below. Combining Logan’s usage log teachings with Yurt’s improved audio file accessibility (e.g., via popularity) to track additional user request information would have been obvious, beneficial, and predictable.” Pet. 19 (citing Ex. 1003, ¶¶ 62–72). According to Petitioner, because “Logan teaches implementation details for tracking user/usage data for billing purposes and adapting preferences ‘based on actual usage,’” “[a] POSITA would have thus been motivated to combine Yurt’s teachings (e.g., tracking information about requested items like item popularity) with Logan’s teachings (e.g., storing user data and usage information in response to user requests).” Id. at 19–20. “This would have been merely the use of a known technique (Logan’s tracking of user and usage data in response to user requests) to improve a similar method in the same way (Yurt’s tracking of information about user-requested items).” Id. at 20 (citing Ex. 1003, ¶¶ 67– 68). According to Petitioner, [T]he combination is straightforward: use Logan’s known technique for recording user data with Yurt’s existing item database teachings. See Ex. 1005, 12:28–57, 10:66–11:4; Ex. 1006, 5:33–42, 6:27–35, 8:49–58; Pet. 19–23. Since Yurt already teaches using its item database to track item popularity and request information, no modification to Yurt’s architecture is necessary. Logan merely confirms when and how to store the user information. Pet. 19–21. A POSITA would have found the combination obvious for all the reasons Dr. Lippman provided. See, e.g., Ex.1003, ¶¶ 71–72.” slip op. at 58

  Patent outcomesUS 6,182,128 unpatentable
  Claim construction§ 103 obviousnesscites Phillips · Graham
  Patents in suitUS 6,182,128

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.