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  • PTAB · Nov 21, 2025 · IPR2025-00877 · APJ William V Saindon · IPR · Institution

    The Board denied institution for claims 1–11 because the Zhao-Kouzani combination did not sufficiently show a fractal representation based on landmarks.

    RulingsInstitution decision
    • PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)Institution denied meritsInstitution denied

      “review under 35 U.S.C. § 314(b) and 37 C.F.R. § 42.4(a). The standard for instituting an inter partes review is set forth in 35 U.S.C. § 314(a), which provides that an inter partes review may not be instituted unless “there is a reasonable likelihood that the petitioner would prevail with respect to at least 1 of the claims challenged in the petition.” For the reasons provided below, we determine that Petitioner has not demonstrated a reasonable likelihood that at least one claim of the ’853 patent is unpatentable, and we do not institute an inter partes review. 37 C.F.R. § 42.108(a).” slip op. at 2

    • Obviousness (§103) › Motivation to combine / reasonable expectation of successNot reached

      “generally known in the art, and that this is acknowledged by the ’853 patent. Pet. 40–41 (citing, e.g., Ex. 1001, 15:40–44). Petitioner asserts that Kouzani touts the benefits of fractal models and that it would have been obvious to use Kouzani’s fractal model as the object model in Zhou. Pet 44 (asserting that “[a] person of ordinary skill would have therefore been motivated to implement Kouzani’s techniques in Zhao’s system”); see also id. 42–45. (entire argument). Patent Owner argues that Kouzani’s fractals would not result in the claimed limitation. Prelim. Resp. 21–23. In particular, Patent Owner points out that Kouzani’s fractals use a block-based fractal system, which do not include “a representation of the object based on landmarks associated with the object” as required by claim 1. Id. at 21–22. Patent Owner’s argument is persuasive. Even if Kouzani teaches fractals, claim 1 is not broadly claiming any fractal, but rather one that is “based on landmarks” (e.g., eyes, nose, etc.). See Ex. 1001, 13:53–57. The block-based system of Kouzani is based on abstract, repeated patterns of pixels, without regard to what the pixels represent. See, e.g., Ex. 1006, 8 (describing a “search . . . through the domain pool to find a domain block whose contractive transformation best approximates the range block” and then storing all of the transformations that, together, “represent the compressed image of a person’s face”), Fig. 4 (showing example blocks). This is in contrast to looking for particular landmarks in the image. Thus, we find that Petitioner has not sufficiently established that Kouzani’s fractal is based on landmarks. In Petitioner’s ground, Petitioner asserts that Zhao already teaches the claimed landmarks (Pet. 39, citing Ex. 1003 ¶¶ 58, 65), but Petitioner’s ground replaces or modifies the object model of Zhao with the fractals of Kouzani, which are not based on landmarks. Petitioner does not explain how Zhao’s modified model, now using a block-based fractal system, would still have the landmarks of Zhao’s original model. Even if it were obvious to include fractals, we are persuaded that the fractals included by Kouzani are not based on landmarks. Alternatively, if Petitioner is asserting merely to use fractals in Zhao’s models, then Petitioner has not sufficiently accounted for the particular fractals claimed and explained persuasively how merely using fractals in Zhao would lead to the claimed subject matter, i.e., fractals based on landmarks. In either event, Petitioner has not sufficiently established that the proposed combination satisfies the “fractal includes a representation of the object based on landmarks” limitation of claim 1.” slip op. at 11

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

      “Patent Owner’s argument is persuasive. Even if Kouzani teaches fractals, claim 1 is not broadly claiming any fractal, but rather one that is “based on landmarks” (e.g., eyes, nose, etc.). See Ex. 1001, 13:53–57. The block-based system of Kouzani is based on abstract, repeated patterns of pixels, without regard to what the pixels represent. See, e.g., Ex. 1006, 8 (describing a “search . . . through the domain pool to find a domain block whose contractive transformation best approximates the range block” and then storing all of the transformations that, together, “represent the compressed image of a person’s face”), Fig. 4 (showing example blocks). This is in contrast to looking for particular landmarks in the image. Thus, we find that Petitioner has not sufficiently established that Kouzani’s fractal is based on landmarks. In Petitioner’s ground, Petitioner asserts that Zhao already teaches the claimed landmarks (Pet. 39, citing Ex. 1003 ¶¶ 58, 65), but Petitioner’s ground replaces or modifies the object model of Zhao with the fractals of Kouzani, which are not based on landmarks. Petitioner does not explain how Zhao’s modified model, now using a block-based fractal system, would still have the landmarks of Zhao’s original model. Even if it were obvious to include fractals, we are persuaded that the fractals included by Kouzani are not based on landmarks. Alternatively, if Petitioner is asserting merely to use fractals in Zhao’s models, then Petitioner has not sufficiently accounted for the particular fractals claimed and explained persuasively how merely using fractals in Zhao would lead to the claimed subject matter, i.e., fractals based on landmarks. In either event, Petitioner has not sufficiently established that the proposed combination satisfies the “fractal includes a representation of the object based on landmarks” limitation of claim 1.” slip op. at 11

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

      “standard set forth in Phillips v. AWH Corp., 415 F.3d 1303, 1312–13 (Fed. Cir. 2005) (en banc). That is, “the words of a claim ‘are generally given their ordinary and customary meaning’ . . . that the term would have to a person of ordinary skill in the art in question at the time of the invention.” Id. at 1312–13 (quoting in Vitronics Corp. v. Conceptronic, Inc., 90 F.3d 1576, 1582 (Fed. Cir. 1996)). We do not need to construe any claim terms to reach a decision in this proceeding. Realtime, 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

    Claim construction§ 103 obviousnesscites Phillips · KSR · Graham
    Patents in suitUS 11,126,853
  • PTAB · Nov 21, 2025 · IPR2025-01055 · APJ Stephen E Belisle · IPR · Institution

    The Board denied institution because the Petition did not show a reasonable likelihood that claims 1–18 were unpatentable as obvious over the asserted combinations.

    RulingsInstitution decision
    • PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)Institution denied meritsInstitution denied

      “review. 35 U.S.C. § 314(b) (2024); 37 C.F.R. § 42.4(a) (2024). We may not institute an inter partes review “unless . . . there is a reasonable likelihood that the petitioner would prevail with respect to at least 1 of the claims challenged in the petition.” 35 U.S.C. § 314(a). The “reasonable likelihood” standard is “a higher standard than mere notice pleading” but “lower than the ‘preponderance’ standard to prevail in a final written decision.” Hulu, LLC v. Sound View Innovations, LLC, IPR2018-01039, Paper 29 at 13 (PTAB Dec. 20, 2019) (precedential). When instituting inter partes review, the Board will authorize the review to proceed on all of the challenged claims and on all grounds of unpatentability asserted for each claim. 37 C.F.R. § 42.108(a). Applying those standards, and based on the record before us, we determine that Petitioner has not demonstrated a reasonable likelihood of success in proving that any one of the Challenged Claims is unpatentable. See 35 U.S.C. § 314; 37 C.F.R. § 42.4(a). Accordingly, we deny institution of an inter partes review of the ’326 patent.” slip op. at 2

    • 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) (citation omitted). The level of ordinary skill in the art also may be reflected by the prior art of record. See Okajima v. Bourdeau, 261 F.3d 1350, 1355 (Fed. Cir. 2001). Neither party argues that the outcome of this case would differ based on our adoption of any particular definition of the level of ordinary skill in the art. Considering the subject matter of the ’326 patent, the background technical field, the prior art, and Petitioner’s unopposed definition of the skilled artisan, which is supported with testimony of Dr. Easttom (Ex. 1004 ¶ 22–23), we apply the level of skill set forth above.” slip op. at 10

    • Claim Construction › Intrinsic evidence (Phillips canons) › Plain and ordinary meaning to a POSITAPlain and ordinary meaningDecided for patent owner

      “Claim 1 explicitly recites “partially,” not “fully” or “completely.” On its face, “partially” appears to have its plain and ordinary meaning, i.e., not completely. The use of “partially” in the subject limitation shows or at least strongly suggests that the claimed invention contemplates at least some frequency gap to remain between the first channel and the second channel. In addition, as argued persuasively by Patent Owner, this interpretation is further supported by claim 1’s requirement of “transmitting data subcarriers occupying the first channel, the second channel, and the frequency gap in parallel to a receiver”: [T]he “transmitting” step in claim 1 requires that the frequency gap be included in the transmitted signal. Inclusion of the frequency gap in the transmitted signal necessarily requires that the frequency gap be only partially filled -- but not fully filled -- with added data subcarriers at the time of transmission, because if the frequency gap were fully filled it would no longer exist at the time of signal transmission. Prelim. Resp. 23. Petitioner offers no explanation for how the language of claim 1 itself would allow for “partially” to encompass “completely.”” slip op. at 15

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

      “For all but one sentence of Petitioner’s arguments for how each of the subject combinations allegedly would have taught the Partially Filling Limitation as variously recited in claims 1, 16, and 18, Petitioner relies (implicitly) on a construction of “partially” that allows for completely filling the frequency gap between the first channel and the second channel, and alleges that the asserted combinations teach completely filling such gap. See Pet. 26–28 (Gardner and Mori), 64–67 (Mori, Lu, and Williams); Prelim. Resp. 25–29, 38–40 (Patent Owner agreeing that the asserted combinations teach only completely or fully filling the frequency gap.). We reject such a construction of “partially” as discussed above in Section III.C.2, and thus find Petitioner’s arguments unpersuasive.” slip op. at 18

    Claim construction§ 103 obviousnesscites Phillips · KSR · Graham
    Patents in suitUS 8,027,326
  • PTAB · Nov 21, 2025 · IPR2025-00931 · APJ Georgianna W Braden · IPR · Institution

    The Board denied institution on claims 1–27 because the Petition did not show a reasonable likelihood that any challenged claim would be unpatentable over the asserted obviousness combinations.

    RulingsInstitution decision
    • PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)Institution denied meritsInstitution denied

      “review. 35 U.S.C. § 314(b) (2024); 37 C.F.R. § 42.4(a) (2024). We may not institute an inter partes review “unless . . . there is a reasonable likelihood that the petitioner would prevail with respect to at least 1 of the claims challenged in the petition.” 35 U.S.C. § 314(a). The “reasonable likelihood” standard is “a higher standard than mere notice pleading” but “lower than the ‘preponderance’ standard to prevail in a final written decision.” Hulu, LLC v. Sound View Innovations, LLC, IPR2018-01039, Paper 29 at 13 (PTAB Dec. 20, 2019) (precedential). When instituting inter partes review, the Board will authorize the review to proceed on all of the challenged claims and on all grounds of unpatentability asserted for each claim. 37 C.F.R. § 42.108(a). Applying those standards, and based on the record before us, we determine Petitioner has not demonstrated a reasonable likelihood of success in proving that any one of the Challenged Claims is unpatentable. See 35 U.S.C. § 314; 37 C.F.R. § 42.4(a). Accordingly, we deny institution of an inter partes review of the ’844 patent.” slip op. at 2

    • Skill levelSkill level petitioner adoptedOther

      “critical time. See generally Prelim. Resp. Patent Owner’s Declarant, Dr. Newman, states that for his analysis he uses the definition provided by Dr. Zadok. Ex. 2014 ¶ 13. We discern no meaningful difference between the definitions proffered by Petitioner or its Declarant. Neither party argues that the outcome of this case would differ based on our adoption of any particular definition of the level of ordinary skill in the art. Considering the subject matter of the ’844 patent, the background technical field, the prior art, and Dr. Zadok’s unopposed definition of the ordinarily skilled artisan (Ex. 1003 ¶ 35), which is adopted by Dr. Newman (Ex. 2014 ¶ 13) and is consistent with the asserted prior art references, we apply the level of skill set forth by Dr. Zadok.” slip op. at 13

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

      “Only those claim terms that are in controversy need to be construed, and only to the extent necessary to resolve the controversy. See Nidec Motor Corp. v. Zhongshan Broad Ocean Motor Co., 868 F.3d 1013, 1017 (Fed. Cir. 2017) (stating that “we need only construe terms ‘that are in controversy, and only to the extent necessary to resolve the controversy’” (quoting Vivid Techs., Inc. v. Am. Sci. & Eng’g, Inc., 200 F.3d 795, 803 (Fed. Cir. 1999))). Petitioner contends “that the challenged claims are obvious under any reasonable interpretation under the Phillips standard, and thus Petitioners submit that the Board need not resolve any express constructions.” Pet. 11 Patent Owner asserts “the Board should resolve this IPR under the plain-and ordinary-meaning standard without adopting any special constructions beyond what is necessary to address a concrete dispute.” Prelim. Resp. 11. Based on our review of the current record, we agree with parties that no express construction of any term is necessary to resolve this case.” slip op. at 14

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

      “We agree with Patent Owner that Petitioner fails to offer sufficient explanation as to why a person of ordinary skill in the art would have combined the teachings of Sapuntzakis and Holzmann. Rather, Petitioner appears to argue that, based on the advantages described by Holzmann (Ex. 1007 ¶ 33), and using well-known techniques with unspecified predictable results, a person of ordinary skill in the art would have had sufficient reason to combine these disparate elements taught in the prior art references to render the challenged claims obvious. Pet. 23–24, 33. Yet, other than Petitioner’s cursory assertion of advantageously incorporating the memory module from Holzmann to provide a caching mechanism (Pet. 33), which cites equally cursory and unsupported testimony by Dr. Zadok (Ex. 1003 ¶¶ 329, 333, 336–355), Petitioner fails to identify what particular advantages or efficiencies would have prompted a person of ordinary skill in the art to combine Holzmann’s memory module with Sapuntzakis’s system.” slip op. at 29

    Claim construction§ 103 obviousnesscites Phillips · KSR · Graham
    Patents in suitUS 8,332,844
  • PTAB · Nov 18, 2025 · IPR2025-00782 · APJ Ken B Barrett · IPR · Institution

    The Board denied institution because Petitioner did not show a reasonable likelihood that any challenged claim was unpatentable over the asserted grounds.

    RulingsInstitution decision
    • PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)Institution denied meritsInstitution denied

      “An inter partes review may not be instituted “unless . . . the information presented in the petition . . . shows that there is a reasonable likelihood that the petitioner would prevail with respect to at least 1 of the claims challenged in the petition.” 35 U.S.C. § 314(a). Having considered the arguments and evidence presented by Petitioner and Patent Owner, we determine that Petitioner has not demonstrated a reasonable likelihood of prevailing on at least one of the challenged claims of the ’469 patent. Accordingly, we do not institute an inter partes review of the challenged claims.” slip op. at 2

    • Skill levelSkill level petitioner adoptedDecided for petitioner

      “Petitioner contends that: [A] POSITA would have had at least a bachelor’s degree in computer science, computer engineering, business information systems, software engineering, or systems engineering and at least two years of experience in computer networking or telecommunications. Ex.1002 ¶21; see also Ex.1001 (1:14-31). Additional education could substitute for professional experience. Ex.1002 ¶21. Significant work experience could substitute for formal education. Ex.1002 ¶21. Pet. 7–8. Patent Owner, at this stage, does not disagree or propose a different definition of the person of ordinary skill in the art. Petitioner’s definition is consistent with the level of ordinary skill reflected in the prior art references of record. See Okajima v. Bourdeau, 261 F.3d 1350, 1355 (Fed. Cir. 2001) (recognizing that the prior art itself may reflect an appropriate level of skill in the art). For purposes of this decision, we apply Petitioner’s definition of the person of ordinary skill in the art.” slip op. at 9

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

      “Petitioner states that it “do[es] not believe explicit construction is required to resolve this Petition.” Pet. 7. Patent Owner proposes constructions for “Internet,” “access the Internet,” “subscriber access website.” Prelim. Resp. 12–15. On this record and for purposes of this decision, we determine that no claim terms require express construction. D. Alleged Anticipation of Claims 1, 2, 10, 11, and 24–28 by Bruner and” slip op. at 10

    • Novelty / Anticipation (§102) › Anticipation standard (single reference, every element)Not shown unpatentable

      “We find Patent Owner’s argument to be persuasive. Petitioner does not explain adequately how Bruner discloses the positional requirement of a subscriber access unit being coupled between the satellite dish and the router. Accordingly, Petitioner has not shown sufficiently for purposes of institution that Bruner anticipates independent claim 24. Although, for the obviousness challenge, Petitioner contends that Clark discloses a wireless router (for limitation 24c), Petitioner relies solely on Bruner for the “between” limitation. See Pet. 17 (“Bruner and/or Bruner in view of Clark both disclose each limitation of claim 24c, including a router (e.g., Bruner’s ‘ADS’ and Clark’s ‘wireless router’)”); id. at 18–19 (the discussion of the “between” limitation 24d asserting that “Bruner discloses claim 24d,” with no mention of Clark). Furthermore, Petitioner merely asserts that both Bruner and Clark disclose a router. See id. at 17–18. Petitioner, however, does not indicate clearly which is used in the proposed combination, does not describe the configuration of a proposed combination or a proposed modification of Bruner’s system, and fails to set forth an adequate and persuasive reason with rational underpinning as to why a person of ordinary skill in the art would have modified Bruner’s system to arrive at the positional requirement of the subscription access unit being coupled between the satellite dish and a router. See id. at 13–14 (motivation section for this ground); id. at 18–19 (addressing the “between” limitation 24d). Accordingly, Petitioner has not shown a reasonable likelihood of prevailing on its challenge to independent claim 24 as obvious over Bruner in view of Clark.” slip op. at 14

    Claim construction§ 102 anticipation§ 103 obviousnesscites Phillips · KSR · Graham
    Patents in suitUS 7,324,469
  • PTAB · Nov 5, 2025 · IPR2025-00786 · APJ Ken B Barrett · IPR · Institution

    The Board denied institution because Petitioner did not show a reasonable likelihood that any challenged claim was obvious over either asserted combination.

    RulingsInstitution decision
    • PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)Institution denied meritsInstitution denied

      “An inter partes review may not be instituted “unless . . . the information presented in the petition . . . shows that there is a reasonable likelihood that the petitioner would prevail with respect to at least 1 of the claims challenged in the petition.” 35 U.S.C. § 314(a). Having considered the arguments and evidence presented by Petitioner and Patent Owner, we determine that Petitioner has not demonstrated a reasonable likelihood of prevailing on at least one of the challenged claims of the ’785 patent. Accordingly, we do not institute an inter partes review of the challenged claims.” slip op. at 2

    • Skill levelSkill level petitioner adoptedDecided for petitioner

      “Petitioner contends that: A person of ordinary skill in the art (“POSITA”) relevant to this patent at the time of its invention would’ve had a bachelor’s degree in computer science, computer engineering, or a related technical field, combined with approximately two years of practical experience in fields of networking such as network virtualization, security, or management. Additional professional experience might substitute for less education and vice versa. Pet. 10–11 (citing Ex. 1011 ¶¶ 33–35). Patent Owner, at this stage, does not disagree or propose a different definition of the person of ordinary skill in the art. However, Patent Owner’s proffered declarant, Dr. Noubir, opines that “a person of ordinary skill in the art in March 2003 would have a bachelor’s degree in computer science or electrical engineering, and would have one or two years of experience in computer networking or equivalent educational and professional experience.” Ex. 2008 ¶ 53. We discern no material difference between the two definitions. Petitioner’s definition is consistent with the level of ordinary skill reflected in the prior art references of record. See Okajima v. Bourdeau, 261 F.3d 1350, 1355 (Fed. Cir. 2001) (recognizing that the prior art itself may reflect an appropriate level of skill in the art). For purposes of this decision, we apply Petitioner’s definition of the person of ordinary skill in the art. We note, however, that were we to apply Patent Owner’s witness’s assessment, the outcome of this Decision would be the same.” slip op. at 9

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

      “name.” See Pet. 11–16 (claim construction section). Patent Owner asserts that “a person of ordinary skill would read ‘a domain name’ in its ordinary networking sense: an ASCII string label used with the Domain Name System (DNS) to resolve to an IP address.” Prelim. Resp. 16 (citing Ex. 1001, 1:47–48; Ex. 2008 ¶ 37). This is consistent with the Specification, which explains: Users and software applications do not always refer to hosts or other resources by their numerical IP address. Instead of using numbers, they use ASCII strings called domain names. The Internet uses a Domain Name System (DNS) to convert a domain name to an IP address. Ex. 1001, 1:45–50. According to the Patent Owner, the network in the Specification of the ’785 patent is defined by the domain name X.VCN. Id. at 33 (citing Ex. 1001, 9:18–19, 9:28–31). Patent Owner further contends that “[t]he use of a domain name to define the virtual network in the ‘785 Patent’s claims provides more than an identifier of the virtual network or even a plain language identification of an IP address – it signifies a hierarchical structure for the virtual network that enables [certain functions].” Prelim. Resp. 33–34 (citing Ex. 2008 ¶¶ 83–84; Ex. 1001, 14:29–38).” slip op. at 12

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

      “We agree with Patent Owner, however, that Petitioner has not explained adequately why a person of ordinary skill in the art would have further modified the Caronni-I/Caronni-II combination to have DNS capability or why a person of ordinary skill in the art would have combined the three references to have a system that returned the three specific addresses recited in the challenged independent claims. Rather than explaining the “why,” the Petition’s motivation argument focuses on the purported capabilities of the resulting combination and implying, but not explicitly stating, that the combination results in the claimed subject matter; this indicates impermissible hindsight. See, e.g., id. at 29 (“This integration would leverage Hipp’s DNS capability for virtual hostnames to return multiple address records from a single query, aligning with the dual addressing requirements of hybrid virtual/physical networks. The combination creates a cohesive system where DNS resolution triggers context-aware routing decisions—using virtual addresses for internal Supernet traffic and NAT-translated addresses for cross-boundary communication.”). We determine that Petitioner has failed to set forth an adequate and persuasive reason with rational underpinning as to why a person of ordinary skill in the art would have combined the three references’ teachings to arrive at the claimed subject matter where the three recited addresses are returned in response to a DNS request.” slip op. at 21

    Claim construction§ 103 obviousnesscites Phillips · KSR · Graham
    Patents in suitUS 7,949,785
  • Apple Inc. v. Ferid AllaniInstitution denied
    PTAB · Nov 4, 2025 · IPR2025-00856 · APJ Jameson Lee · IPR · Institution

    The Board denied institution because Petitioner did not show a reasonable likelihood that claims 1–19 were obvious over the asserted prior-art combinations.

    RulingsInstitution decision
    • PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)Institution denied meritsInstitution denied

      “review. See 35 U.S.C. § 314 (2018); 37 C.F.R. § 42.4(a). An inter partes review may not be instituted unless the information presented in the Petition “shows that there is a reasonable likelihood that the petitioner would prevail with respect to at least 1 of the claims challenged in the petition.” 35 U.S.C. § 314(a). The “reasonable likelihood” standard is “a higher standard than mere notice pleading” but “lower than the ‘preponderance’ standard to prevail in a final written decision.” Hulu, LLC v. Sound View Innovations, LLC, IPR2018-01039, Paper 29 at 13 (PTAB Dec. 20, 2019) (precedential). We determine Petitioner has not demonstrated a reasonable likelihood that it would prevail in establishing the unpatentability of at least one of challenged claims 1–19 of the ’877 patent. Accordingly, the Petition is denied, and no trial is instituted.” slip op. at 2

    • Skill levelSkill level petitioner adoptedDecided for petitioner

      “Patent Owner asserts that a person of ordinary skill at the pertinent time “would be a person with a bachelor’s degree in computer science, computer engineering, or a closely related discipline and two years of relevant professional experience in software engineering or a similar field.” Prelim. Resp. 10. We adopt Petitioner’s statement of the level of ordinary skill in the art. It is supported by the testimony of Dr. Bederson. Ex. 1003 ¶¶ 32–33, 37–39. Although Patent Owner has proposed a slightly different statement for the level of ordinary skill in the art, Patent Owner does not explain why Petitioner’s proposal is incorrect. We find Petitioner’s proposed level presents a better statement of the level of ordinary skill in the art because it requires experience with web-based information systems and Patent Owner’s proposal does not. As noted above, the ’877 patent relates to a method for accessing information sources and services on the Web. Ex. 1001, 2:4–12. Further, Petitioner’s proposal appears consistent with what is reflected by the content of the applied prior art. Cf. Okajima v. Bourdeau, 261 F.3d 1350, 1354–55 (Fed. Cir. 2001) (the applied prior art may reflect an appropriate level of skill). B.” slip op. at 7

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

      “We need not resolve the above-identified dispute, because a different aspect of “beforehand locally stored” is determinative. Read in context, “beforehand locally stored” in both limitations 1(a)(2) and 12(a) refer back to the “preliminary search” action recited in limitation 1(a)(1) and in limitation 12(a) itself, respectively. Thus, we construe “beforehand locally stored” to mean that the selection pages must already be stored within the communication device when the user begins the preliminary search, regardless of whether it was the user or an automated process that downloaded the selection pages to the communication device. This understanding stems from a plain reading of the claim language and does not leave room for reasonable doubt otherwise. Petitioner does not present any reason why the claims do not require the selection pages to have already been stored in the communication device when a user begins the preliminary search. C.” slip op. at 10

    • Obviousness (§103) › Motivation to combine / reasonable expectation of successNot reached

      “of the language in these limitations is that the selection pages must be beforehand locally stored, where beforehand is assessed at the time of starting a preliminary search. Based on this construction, Petitioner has not sufficiently shown that Rossman discloses limitation 1(a)(2) and limitation 12(a), even for institution purposes. Petitioner identifies Rossmann’s cards as the claimed selection pages of claims 1 and 12. Pet. 18–19. Rossmann’s cards, however, are not beforehand locally stored on the communication device at the time a user begins a preliminary search for information. Rather, on the record before us, at the time of starting a search for information, the user must request a connection to a server device at a desired host site, which request results in the server device at the host site sending one or more decks each including a plurality of cards to the user’s mobile device. Ex. 1004, 6:26–29; 7:22–27; 7:56–66. Thus, Rossmann’s cards are not beforehand locally stored at the time the user commences a preliminary search. Petitioner’s reliance on Himmel and on King do not make up for this deficiency.” slip op. at 14

    Claim construction§ 103 obviousness
    Patents in suitUS 8,271,877
  • PTAB · Nov 4, 2025 · IPR2025-00785 · APJ Stephen E Belisle · IPR · Institution

    The Board denied institution because Petitioner did not show a reasonable likelihood that claims 1–14 were unpatentable over either asserted § 103 combination.

    RulingsInstitution decision
    • PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)Institution denied meritsInstitution denied

      “review. 35 U.S.C. § 314(b) (2024); 37 C.F.R. § 42.4(a) (2024). We may not institute an inter partes review “unless . . . there is a reasonable likelihood that the petitioner would prevail with respect to at least 1 of the claims challenged in the petition.” 35 U.S.C. § 314(a). The “reasonable likelihood” standard is “a higher standard than mere notice pleading” but “lower than the ‘preponderance’ standard to prevail in a final written decision.” Hulu, LLC v. Sound View Innovations, LLC, IPR2018-01039, Paper 29 at 13 (PTAB Dec. 20, 2019) (precedential). When instituting inter partes review, the Board will authorize the review to proceed on all of the challenged claims and on all grounds of unpatentability asserted for each claim. 37 C.F.R. § 42.108(a).” slip op. at 2

    • BurdenDenied

      “Petitioner’s single-reference allegations do not align with its two “combination” challenges identified above. As for its “combination” allegations, Petitioner does not identify, for example: (1) which limitations in claim 1 are missing in any of Chow, Reiffin, and Kurowski; (2) which aspects of any of these references requires modification to achieve the invention of claim 1; (3) which specific reference Petitioner posits to teach any such missing limitation in another reference or as the basis to modify a specific feature in a given reference; or (4) a rational reason as to why the skilled artisan would have combined particular teachings from one of Chow, Reiffin, and Kurowski with particular teachings of another such reference to achieve the invention of claim 1 as a whole.5 Instead, Petitioner improperly punts its burden to define its obviousness challenges to the Board (and Patent Owner). See, e.g., Pet. 38 (“To the extent the Board disagrees that [any particular] limitation is disclosed by the Chow/Reiffin combination 4 See, e.g., Pet. 16, 19 (“Thus, Chow and Reiffin both disclose or suggest claim [1b].” “Therefore, claim 1 was obvious over Chow and Reiffin separately and over their combination.”); see also id. at 12–19, 37–42. 5 Petitioner argues that the skilled artisan would have combined Reiffin with Chow for “increased computational power and the ability to solve larger problems.” Pet. 11. These generic “reasons” to combine the alleged teachings of Chow and Reiffin (and Kurowski) lack rational underpinning, particularly because Petitioner does not even identify which teachings of which references are being combined to achieve any particular limitation in claim 1. See Prelim. Resp. 40 (“[Petitioner’s] ‘spaghetti on the wall’ approach fails [to] explain how Petitioners’ purported motivation for combining Chow and Reiffin fits with each of the at least 64 different possibilities for combining Chow and Reiffin.”).” slip op. at 14

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

      “and quotes various passages in Chow. Pet. 13–14. For example, Petitioner identifies that, under “Description of the Related Art,” Chow states: “Typically, workload is apportioned by somehow logically dividing the data to be processed. For example, a block of data might be divided evenly into a number of parts equal to the number of available threads, so that each thread can independently process a separate portion of the data. This is called ‘static’ or ‘a priori’ partitioning.” Pet. 13 (citing Ex. 1003, 1:38–42; Ex. 1022 ¶ 144). Petitioner also identifies that Chow describes “aggregate tasks” divisible into “multiple sub-tasks,” and “multiple task execution units are independently operated on-demand to sequentially self-allocate and execute sub-tasks of the aggregate task.” Pet. 13–14 (citing Ex. 1003, 1:66–2:15). After presenting such quoted passages from Chow, Petitioner proffers the conclusion that Chow discloses the Partitioning Limitation, but does so without sufficiently explaining why such passages allegedly teach or suggest the features of the Partitioning Limitation not only within the context of claim 1 as a whole, but given that Chow itself disparages such “static” or “a priori” partitioning as posing “a significant problem” (Ex. 1003, 1:52–58). Patent Owner persuasively responds (and we agree for the same” slip op. at 19

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

      “combination” challenges identified above. As for its “combination” allegations, Petitioner does not identify, for example: (1) which limitations in claim 1 are missing in any of Chow, Reiffin, and Kurowski; (2) which aspects of any of these references requires modification to achieve the invention of claim 1; (3) which specific reference Petitioner posits to teach any such missing limitation in another reference or as the basis to modify a specific feature in a given reference; or (4) a rational reason as to why the skilled artisan would have combined particular teachings from one of Chow, Reiffin, and Kurowski with particular teachings of another such reference to achieve the invention of claim 1 as a whole.5 Instead, Petitioner improperly punts its burden to define its obviousness challenges to the Board (and Patent Owner). See, e.g., Pet. 38 (“To the extent the Board disagrees that [any particular] limitation is disclosed by the Chow/Reiffin combination 4 See, e.g., Pet. 16, 19 (“Thus, Chow and Reiffin both disclose or suggest claim [1b].” “Therefore, claim 1 was obvious over Chow and Reiffin separately and over their combination.”); see also id. at 12–19, 37–42. 5 Petitioner argues that the skilled artisan would have combined Reiffin with Chow for “increased computational power and the ability to solve larger problems.” Pet. 11. These generic “reasons” to combine the alleged teachings of Chow and Reiffin (and Kurowski) lack rational underpinning, particularly because Petitioner does not even identify which teachings of which references are being combined to achieve any particular limitation in claim 1. See Prelim. Resp. 40 (“[Petitioner’s] ‘spaghetti on the wall’ approach fails [to] explain how Petitioners’ purported motivation for combining Chow and Reiffin fits with each of the at least 64 different possibilities for combining Chow and Reiffin.”). slip op. at 14

    Claim construction§ 103 obviousnesscites Phillips · KSR · Graham
    Patents in suitUS 7,257,582
  • PTAB · Oct 23, 2025 · IPR2025-00814 · APJ Kevin F Turner · IPR · Institution

    The Board denied institution because Petitioner did not show a reasonable likelihood of prevailing on any challenged claim over the asserted obviousness combination.

    RulingsInstitution decision
    • PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)Institution denied meritsDenied

      “if the differences between the claimed subject matter and the prior art are such that the subject matter, as a whole, would have been obvious at the time the invention was made to a person having ordinary skill in the art to which said subject matter pertains. 35 U.S.C. § 103(a); see also KSR Int’l Co. v. Teleflex Inc., 550 U.S. 398, 406 (2007). The question of obviousness is resolved based on underlying factual determinations including: (1) the scope and content of the prior art; (2) any differences between the claimed subject matter and the prior art; (3) the level of ordinary skill in the art; and (4) any objective indicia of nonobviousness.7 Graham v. John Deere Co., 383 U.S. 1, 17–18 (1966). An obviousness determination requires finding a reason to combine accompanied by a reasonable expectation of achieving what is claimed in the challenged patent. See Intelligent Bio-Sys., Inc. v. Illumina Cambridge Ltd., 821 F.3d 1359, 1367 (Fed. Cir. 2016). “[A]ny need or problem known in the field of endeavor at the time of invention and addressed by the patent can provide a reason for combining the elements in the manner claimed.” KSR, 550 U.S. at 419–20.” slip op. at 7

    • Obviousness (§103) › Motivation to combine / reasonable expectation of success › Teaching awayTeaching away foundMotivation not foundNot shown unpatentable

      “tripping” as “any motion of a tooth in any direction other than directly toward the desired final position.” Ex. 1004, 4:12–13. Chishti-511 teaches minimizing round-tripping (“teeth are moved in the quickest fashion with the least amount of round-tripping”), but acknowledges that “[r]ound-tripping is sometimes necessary to allow teeth to move past each other.” Id. at 4:9–15. In an attempt to counter Patent Owner’s teaching away arguments, Petitioner relies heavily on Chishti-511’s statement that “[r]ound[-]tripping is sometimes necessary.” See Pet. 29–30; see also Ex. 1003 ¶ 83 (Dr. Yadav relying on Chishti-511). This reliance is unavailing, because as noted above, Chishti-511 defines “round-tripping” more broadly than is claimed here. Indeed, in the ’444 IPR, the Board stated that “the ‘round tripping’ described in Chishti ’511 is something different than the ‘round tripping’ required by the ’444 patent.”10 Ex. 1008, 16. Despite being aware of this prior finding 10 In the ’444 IPR, the Board employed the same construction of “round-tripping” that we use here. Compare Ex. 1008, 6, with Section II.C supra. (see Pet. 6), Petitioner here fails to address the difference between Chishti- 511’s round-tripping and the claimed round-tripping. That is, Petitioner places great weight on Chishti-511’s statement that “round-tripping is sometimes necessary,” but has not established that Chishti-511 contemplates round-tripping as claimed, as opposed to some other, different movement pattern encompassed by Chishti-511’s broader statement about round-tripping.” slip op. at 21

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

      “discussion of “need[ing] collision-free treatment paths,” skilled artisans would have turned to Becker. Pet. 23–24 (citing Ex. 1004, 4:15–22). But on this record, and especially in view of the teachings away from round-tripping, Petitioner does not demonstrate a reasonable likelihood that a skilled artisan would have combined Becker’s movement pattern with the Chishti systems and Sachdeva. In particular, the Petition and supporting materials lack sufficient argument and evidence for us to conclude that a person of ordinary skill in the art would have had reason to apply Becker’s movement pattern in the context of an aligner treatment. Becker is a textbook relating to the orthodontic treatment of impacted teeth. Ex. 1006, 1 (Title). Patent Owner correctly states that “Becker is a different orthodontic treatment modality compared to the Chishti references,” using “braces and numerous brackets, wires, and rubber bands, with the wire-and-bracket systems being attached directly and permanently to the teeth.” Prelim. Resp. 21–22; see also supra Section II.D.4. “Becker involves traditional orthodontic practice: manual, by-eye adjustment of its archwires, elastic thread, and palatal wires by a treating orthodontist in repeated office visits.” Prelim. Resp. 22. Chishti-511, in contrast, uses “treatment planning software” to “pre-stag[e] a series of tooth positions from which a sequence of appliances can be manufactured.” Id. On this record, we agree with Patent Owner that “Becker at best shows that round-tripping was an option in limited circumstances involving wire-and-bracket treatment.” See Prelim. Resp. 3. Petitioner does not direct us to any persuasive evidence that using aligners to effect Becker’s tooth transposition “would be appropriate or even possible.” Id. at 22. As Patent Owner correctly notes, Petitioner does not point to any teaching in Becker regarding aligner treatment or corresponding treatment planning software. Id. at 23. Nor are we directed to any portions of Chishti-511, Chishti-876, or Sachdeva that mention using aligners to transpose teeth. These omissions are important because “[i]n contrast to treatment with braces, in which wires are manually adjusted by the orthodontist to move teeth reactively, aligner treatment involves treatment planning in which a detailed path of teeth is calculated in advance.” Id. at 4. Given these differences, Petitioner has not persuasively explained why Becker’s tooth movement pattern and mechanism would have been of interest to a skilled artisan who was” slip op. at 25

    • Skill levelSkill level petitioner adoptedDecided for petitioner

      “as of the August 30, 2006 claimed priority date would have been part of an interdisciplinary team. This team would have included a member with an advanced degree related to dentistry (e.g., BDS, MDS, DDS, DMD) with experience in orthodontics, including 1–3 years of orthodontic training or equivalent experience, and experience using clear aligners. The team may have also included members with a degree in a technical area related to software, graphics, computers, or a related discipline. This technical team member would have had 1–3 years of software development experience. For all team members, more education could substitute for experience and vice versa. Pet. 7–8 (citing Ex. 1003 ¶¶ 23–24; Ex. 1017 ¶¶ 23–25; Ex. 1029; Ex. 1030). At this stage, Patent Owner does not dispute Petitioner’s proposal or offer an alternative proposal. See generally Prelim. Resp. Because Petitioner’s proposed level of ordinary skill in the art appears to be consistent with the cited prior art and is undisputed on this record, we adopt it for purposes of this Decision. See Okajima v. Bourdeau, 261 F.3d 1350, 1355 (Fed. Cir. 2001) (indicating that the prior art itself may reflect an appropriate skill level).” slip op. at 8

    § 103 obviousnesscites KSR · Graham
    Patents in suitUS 10,456,217
  • PTAB · Oct 23, 2025 · IPR2025-00815 · APJ Cynthia M Hardman · IPR · Institution

    The Board denied institution because ClearCorrect did not show a reasonable likelihood that claims 1–24 would have been obvious over Chishti-511, Chishti-876, Sachdeva, and Becker.

    RulingsInstitution decision
    • PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)Institution denied meritsDenied

      “3. Analysis In view of the arguments and cited evidence, we find on this record that Petitioner has not demonstrated a reasonable likelihood of showing that a person of ordinary skill in the art would have been motivated to combine Becker’s round-tripping with the teachings of the Chishti patents and Sachdeva.” slip op. at 20

    • Skill levelSkill level petitioner adoptedDecided for petitioner

      “At this stage, Patent Owner does not dispute Petitioner’s proposal or offer an alternative proposal. See generally Prelim. Resp. Because Petitioner’s proposed level of ordinary skill in the art appears to be consistent with the cited prior art and is undisputed on this record, we adopt it for purposes of this Decision. See Okajima v. Bourdeau, 261 F.3d 1350, 1355 (Fed. Cir. 2001) (indicating that the prior art itself may reflect an appropriate skill level).” slip op. at 8

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

      “Neither party indicates that any other claim term requires express construction. Only claim terms in controversy need be construed. Vivid Techs., Inc. v. Am. Sci. & Eng’g, Inc., 200 F.3d 795, 803 (Fed. Cir. 1999) (“[O]nly those terms need be construed that are in controversy, and only to the extent necessary to resolve the controversy.”). For purposes of this Decision, we determine that no other claim term requires construction.” slip op. at 9

    • Claim Construction › Intrinsic evidence (Phillips canons) › Plain and ordinary meaning to a POSITA

      “Court for the Western District of Texas (see supra Section I.B), they jointly adopted the definition of “round-tripping” set forth in the ’879 patent Specification. Pet. 9; Prelim. Resp. 8; Ex. 1013, 8. The ’879 patent Specification defines “round-tripping” as moving a first tooth out of the path of a second tooth, and once the second tooth has moved sufficiently, moving the first tooth back to its previous position before proceeding to a desired final position of that first tooth. See Ex. 1001, 13:9–13. We adopt this agreed-upon construction for purposes of this Decision.” slip op. at 9

    Claim construction§ 103 obviousnesscites KSR · Graham
    Patents in suitUS 10,524,879
  • PTAB · Oct 23, 2025 · IPR2025-00987 · APJ Stephen E Belisle · IPR · Institution

    The Board denied institution because Petitioner did not show a reasonable likelihood that any of claims 1–37 was unpatentable under the asserted obviousness grounds.

    RulingsInstitution decision
    • PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)Institution denied meritsInstitution denied

      “review. 35 U.S.C. § 314(b) (2024); 37 C.F.R. § 42.4(a) (2024). We may not institute an inter partes review “unless . . . there is a reasonable likelihood that the petitioner would prevail with respect to at least 1 of the claims challenged in the petition.” 35 U.S.C. § 314(a). The “reasonable likelihood” standard is “a higher standard than mere notice pleading” but “lower than the ‘preponderance’ standard to prevail in a final written decision.” Hulu, LLC v. Sound View Innovations, LLC, IPR2018-01039, Paper 29 at 13 (PTAB Dec. 20, 2019) (precedential). When instituting inter partes review, the Board will authorize the review to proceed on all of the challenged claims and on all grounds of unpatentability asserted for each claim. 37 C.F.R. § 42.108(a). Applying those standards, and based on the record before us, we determine that Petitioner has not demonstrated a reasonable likelihood of success in proving that any one of the Challenged Claims is unpatentable. See 35 U.S.C. § 314; 37 C.F.R. § 42.4(a). Accordingly, we deny institution of an inter partes review of the ’722 patent.” slip op. at 2

    • 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) (citation omitted). The level of ordinary skill in the art also may be reflected by the prior art of record. See Okajima v. Bourdeau, 261 F.3d 1350, 1355 (Fed. Cir. 2001). Neither party argues that the outcome of this case would differ based on our adoption of any particular definition of the level of ordinary skill in the art. Considering the subject matter of the ’722 patent, the background technical field, the prior art, and Petitioner’s proposed definition of the skilled artisan, which is supported with testimony of Dr. Easttom (Ex. 1003 ¶¶ 22–23), we apply the level of skill set forth above.” slip op. at 13

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

      “Petitioner submits a proposed construction for the term “activation module” implicated in dependent claims 17–19, 23–25, 29–31, and 35–37. Pet. 10–12. Petitioner otherwise argues, “[n]o express construction of the other challenged claims is necessary in this IPR because the prior art renders these claims obvious under any reasonable construction.” Pet. 12. Patent Owner argues that “the Board should apply the plain and ordinary meaning to all challenged claim terms under the Phillips standard.” Prelim. Resp. 9. We find that no express construction of any term is necessary to resolve this case.” slip op. at 15

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

      “generic “reasons” to combine the alleged teachings of Lawson and Choquier lack rational underpinning, particularly for the specific and substantial modifications of Lawson necessary to reach the subject Mapping Limitation, and are beset with impermissible hindsight. The Board must “recognize that we cannot allow hindsight bias to be the thread that stitches together prior art patches into something that is the claimed invention.” Metalcraft of Mayville, Inc. v. The Toro Co., 848 F.3d 1358, 1367 (Fed. Cir. 2017) (“Without any explanation as to how or why the references would be combined to arrive at the claimed invention, we are left with only hindsight bias that KSR warns against.”); see KSR, 550 U.S. at 421 (2007) (“A factfinder should be aware, of course, of the distortion caused by hindsight bias and must be cautious of arguments reliant upon ex post reasoning.”). “Any judgment on obviousness is in a sense necessarily a reconstruction based upon hindsight reasoning, but so long as 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, such a reconstruction is proper.” In re McLaughlin, 443 F.2d 1392, 1313–14 (CCPA 1971). In this case, Petitioner does not show sufficiently how or why an alleged desire to “increase efficiency, redundancy, and scalability of Lawson’s routing network” would have led the ordinarily skilled artisan specifically to the subject Mapping Limitation, but for using claim 1 as a roadmap. Indeed, as Patent Owner persuasively argues: The Petition fails to tie these generic design goals to the specific functionality that the Petition seeks to cherry-pick from Choquier and import into Lawson. Put another way, the Petition does not explain what about Choquier’s scalability, load balancing and redundancy techniques would have motivated [the skilled artisan] to have configured Lawson’s servers to “determine which server groups (node types) should receive an event update based on this server groups to event producer mapping.” Prelim. Resp. 26–27. Petitioner never identifies how Lawson’s registries of servers/consumers become the claimed gateway-kept category→node-type mapping (EX1005, 10:63–67; 12:36–43). Nor does Petitioner show that Choquier’s service map—not keyed by message category and used for CPU-based server selection—somehow supplies the missing category→node-type routing rule that controls update-message traffic through routing nodes (EX1007, 11:2–22; 12:33–36; 12:56–61). To the contrary, Choquier’s update path increases processing by replicating each update to every server in the service group (EX1007, 21:27–50), which is the opposite of the claim’s mapping-based control that limits which nodes must process a given update. Id. at 30–31. We find this context shows that Petitioner’s reasons for combining Lawson and Choquier (and Tsutsumitake) to achieve the subject Mapping Limitation lack rational underpinning, and that Petitioner’s proposed combination of teachings is based on impermissible hindsight.” slip op. at 27

    Claim construction§ 103 obviousnesscites Phillips · KSR · Graham
    Patents in suitUS 8,407,722

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.