• Samsung Electronics Co., Ltd. / Samsung Electronics America, Inc. v. Manufacturing Resources International, Inc.All claims unpatentable
  PTAB · Aug 31, 2026 · IPR2023-00254 · APJ Jameson Lee · IPR · Final written decision

  Claims 1–3, 5–9, 11–13, 15–18, and 20 are unpatentable as obvious over Karppanen and over Yare.

  RulingsFinal written decision

  • Skill levelSkill level petitioner adoptedDecided for petitioner

    “art. This determination of the level of ordinary skill in the art is consistent with what is reflected by the content of the applied prior art references. Cf. Okajima v. Bourdeau, 261 F.3d 1350, 1354–55 (Fed. Cir. 2001) (the applied prior art may reflect an appropriate level of skill). Further, our obviousness conclusions would be no different even if Patent Owner’s articulation of the level of ordinary skill in the art is adopted. B.” slip op. at 15

  • Expert testimonyPatent owner expert creditedDecided for patent owner

    “Accordingly, we do not discount Mr. Smith-Gillespie’s testimony” slip op. at 33

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

    “1. “closed loop” The term “closed loop” is recited in each independent claim. Petitioner asserts that in the Delaware action , the district court construed “closed loop” as “gas pathway within a display housing containing gas that is essentially isolated from external air.” Pet. 11 (citing Ex. 1026, 1). Petitioner asserts that the district court’s construction is the proper construction, in light of the specification and the prosecution history of the ’740 patent. Id. at 11–12. Petitioner explains: The ’740 patent refers to the gas/air, circulating through a closed loop as the circulating gas/air and also as the “isolated gas.” (Ex. 1001, 9:64–10:3, 10:7–9, 10:56–58, 11:30–12:6 (claims reciting circulating gas/air), 3:30–[39], 3:50–52 (specification referring to gas in the closed loop as “circulating gas” and “isolated gas”), FIG. 1.) Moreover, as noted above, the Applicant distinguished the claims from the Thielemans prior art based on the argument that the closed loop must be separate from and in addition to the open loop. (Ex. [1031], pp. 44-45, 160 (Responses filed on 01/07/2019 and 08/15/2019).) The Court’s “closed loop” construction should apply here, though Applicant notes that this claim construction does not affect the applicability of the prior art in this Petition because the art teaches the separate loops. Id. at 12. Petitioner’s characterization of the prosecution history with respect to the Thielemans reference is inaccurate. Our review of the cited portions of the prosecution history reveals that the Applicants did not argue to the Examiner that the closed loop and the open loop must be isolated from each other and cannot mix. Rather, the Applicants argued that Thielemans discloses having an open loop or a closed loop, not both an open loop and a closed loop. Ex. 1031, 44–45, 160. The Applicants also argued that Thielemans’s closed loop is not “about” and is not “encircling” the electronic image assembly. Id. at 160. The cited prosecution history does not support Petitioner’s assertion. Patent Owner explains that the ITC in the related investigation” slip op. at 16

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

    “whether there was an apparent reason to combine the known elements in the fashion claimed by the patent at issue.” KSR, 550 U.S. at 418 (citing In re Kahn, 441 F.3d 977, 988 (Fed. Cir. 2006)). “[T]here must be some articulated reasoning with some rational underpinning to support the legal conclusion of obviousness.” Kahn, 441 F.3d at 988.” slip op. at 34

  Patent outcomesUS 10,506,740 unpatentable
  Claim construction§ 103 obviousnesscites Phillips · KSR · Graham
  Patents in suitUS 10,506,740
• Samsung Electronics Co., Ltd. / Samsung Electronics America, Inc. v. Manufacturing Resources International, Inc.All claims unpatentable
  PTAB · Aug 31, 2026 · IPR2023-00221 · APJ Jameson Lee · IPR · Final written decision

  Claims 1–15 are unpatentable as obvious over Karppanen and Larson; the Board found the evidence of obviousness outweighed the evidence of nonobviousness.

  RulingsFinal written decision

  • Skill levelSkill level petitioner adoptedDecided for petitioner

    “art. This determination of the level of ordinary skill in the art is consistent with what is reflected by the content of the applied prior art references. Cf. Okajima v. Bourdeau, 261 F.3d 1350, 1354–55 (Fed. Cir. 2001) (the applied prior art may reflect an appropriate level of skill). Further, our obviousness conclusions would be no different even if Patent Owner’s articulation of the level of ordinary skill in the art is adopted. B.” slip op. at 15

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

    “1. “closed loop” The term “closed loop” is recited in each independent claim.” slip op. at 16

  • Obviousness (§103) › Objective indicia / secondary considerations › NexusObjective indicia no nexusDecided for petitioner

    “for outdoor displays, no one (including Samsung, despite having begun attempting to develop outdoor displays at least by 2005) was successful until Mr. Dunn and Mr. Hubbard conceived of their invention.” PO Resp. 65. Patent Owner cites no evidence for this proposition. Thus, Patent Owner’s assertions regarding Mr. Dunn’s and Mr. Hubbard’s invention satisfying the alleged need are based on unsupported attorney argument. Accordingly, “we conclude that the nexus between the claimed invention and the purported long-felt, unmet need is too attenuated to provide a persuasive rationale for nonobviousness.” In re Karpf, 758 F. App’x 960, 965 (Fed. Cir. 2019).” slip op. at 62

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

    “and against obviousness, and weighed the evidence accordingly. The evidence of obviousness outweighs the evidence of nonobviousness. Petitioner has shown by a preponderance of the evidence that claim 1 would have been obvious over Karppanen and Larson.” slip op. at 74

  Patent outcomesUS 11,013,142 unpatentable
  Claim construction§ 103 obviousnesscites Phillips · KSR · Graham
  Patents in suitUS 11,013,142
• Samsung Electronics Co., Ltd. / Samsung Electronics America, Inc. v. Manufacturing Resources International, Inc.All claims unpatentable
  PTAB · Aug 31, 2026 · IPR2023-00199 · APJ John A Hudalla · IPR · Final written decision

  Claims 1, 4, 7, and 8 are unpatentable as obvious over Na and Kim (claim 1) and Na and Hong (claims 4, 7, and 8); other grounds were not reached.

  RulingsFinal written decision

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

    “Manufacturing Resources International, Inc. (“Patent Owner” or “MRI”) filed a Preliminary Response. Paper 7 (“Prelim. Resp.”). Taking into account the arguments presented by Patent Owner in the preliminary record, we determined that the information presented in the Petition established that there was a reasonable likelihood that Petitioner would prevail with respect to its unpatentability challenges. Pursuant to 35 U.S.C. § 314, we instituted this proceeding on June 20, 2023, as to all challenged claims and all grounds of unpatentability presented in the Petition. Paper 9 (“Dec. on Inst.”).” slip op. at 2

  • ExcludeMotion to exclude, deniedDenied

    “Petitioner’s Motion to Strike Petitioner moves to strike Exhibits 2055, 2056, and 2058–2061 as being improper new evidence filed by Patent Owner with its Sur-reply in contravention of 37 C.F.R. § 42.23(b). Exclude Mot. 1–5. We have not relied on any of these exhibits in rendering this Decision. Accordingly, we dismiss as moot Petitioner’s Motion to Strike.” slip op. at 73

  • Skill levelSkill level board ownDecided for patent owner

    “record, we adopted the following definition of the level of ordinary skill in our Decision on Institution: [A] POSITA would have had a bachelor’s degree in a pertinent discipline, such as mechanical engineering, physics, applied physics, product design, or a related field, and would also have had 2–4 years of experience working with electronic displays, including the thermal management, product design issues, and failure modes, associated with such displays, or 5–7 years of experience in the field working with electronic displays and would have developed a similar understanding of thermal management, product design issues, and failure modes, associated with electronic displays. Dec. on Inst. 11. The parties’ positions have not changed since the time of institution, and we discern no reason to change the definition. Thus, we apply the same definition. We are satisfied that this definition comports with the level of skill necessary to understand and implement the teachings of the ’595 patent and the asserted prior art. Notwithstanding, we note that our analysis would not change if we adopted either party’s proposed definition in toto.” slip op. at 12

  • Expert testimonyPetitioner expert creditedPatent owner expert discountedDecided for petitioner

    “appear nowhere outside of the claims in the ’595 patent. This fact alone tends to undermine Patent Owner’s suggestion that the “posterior surface” must be distinct from the “rear side.” In addition, Patent Owner’s cited portions of the Specification merely refer to the “posterior surface” as being the surface opposite that on which the LEDs are mounted to which heat from the LEDs is transferred. See Ex. 1001, 4:53–55, 4:57–60. They are inconclusive as to whether the “posterior surface” must be distinct from the “rear side.” Further, Mr. Gershowitz’s testimony in support of a “distinct” construction is based on his interpretation of the words “on the” in claim 4’s recited “posterior surface on the rear side of the PCB.” Ex. 2006 ¶ 128. Specifically, he testifies that “[i]f the posterior surface was the rear side of the PCB, the claim would have said so.” Id. He does not cite any support in the Specification of the ’595 patent for his interpretation. See id. Given that his testimony amounts to speculation divorced from the context of the Specification, Mr. Gershowitz’s testimony is entitled to little weight. We also have considered Mr. Smith-Gillespie’s testimony in support of Petitioner’s contention that an ordinarily skilled artisan “would have understood that the rear outermost surface of the PCB is the recited ‘posterior surface.’” Pet. Reply 20 (citing Pet. 83; Ex. 1002 ¶ 243). He cites a passage in the Specification of the ’595 patent that states: “The PCB may comprise a metal core PCB and the posterior surface of the PCB may be metallic so that air within the constricted convection channel may cool the metallic posterior surface (and subsequently the backlight assembly) more easily and efficiently.” Ex. 1002 ¶ 243 (emphasis omitted) (quoting Ex. 1001, 4:60–65). We accord Mr. Smith-Gillespie’s testimony more weight than Mr. Gershowitz’s testimony given that Mr. Smith-Gillespie’s testimony is rooted in disclosures about metal core PCBs in the ’595 patent. It also gives some credence to the notion that the “posterior surface” and the “rear side” could be one and the same. Based on the record before us, we do not agree with Patent Owner that” slip op. at 19

  Patent outcomesUS 8,854,595 unpatentable
  Claim construction§ 103 obviousnesscites Phillips · KSR · Graham
  Patents in suitUS 8,854,595
• Microsoft Corporation v. X1 Discovery, Inc.No claims unpatentable
  PTAB · Jun 18, 2026 · IPR2025-00253 · APJ Scott C Moore · IPR · Final written decision

  Claims 1–10 were not shown unpatentable under either § 103 ground because the evidence did not establish a reason to combine the references or a reasonable expectation of success.

  RulingsFinal written decision

  • Skill levelSkill level patent owner adoptedDecided for patent owner

    “In our Decision on Institution, we adopted Mr. Haeberli’s formulation, finding it to be consistent with the evidence of record at this stage of the proceeding, including the asserted prior art and the ’035 patent. D.I. 8. Following a review of the full record, we agree with Mr. Haeberli’s statement that Petitioner’s definition of one of ordinary skill in the art is “not meaningfully different” from Mr. Haeberli’s for the purposes of this proceeding. We continue to view Mr. Haeberli’s proposed definition as consistent with the ’035 patent and the asserted prior art, and we apply it in our analysis below. However, our analysis of the issues below would have been the same had we instead adopted Petitioner’s proposed definition. C.” slip op. at 11

  • Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)Term construed board ownDecided for patent owner

    “In our Institution Decision, we construed the claim term “string separator character” to mean “a single-character string separator,” and invited the parties to raise any issues they had with this construction in future briefing. D.I. 10. Patent Owner subsequently indicated that it agreed with this construction. See PO Resp. 8. Petitioner did not raise any objections to this construction (see generally Pet. Reply). Accordingly, and in the absence of any dispute, we construe “string separator character” to mean “a single-character string separator.” Neither Petitioner nor Patent Owner ask us to adopt explicit constructions of any other claim terms. See Pet. 14, PO Resp. 8–9; Pet. Reply 1–23; PO Sur-reply 2–7. We also find that the issues in dispute can be resolved without construing any other claim terms. Accordingly, we do not adopt explicit constructions of any other claim terms. See Realtime Data, LLC v. Iancu, 912 F.3d 1368, 1375 (Fed. Cir. 2019) (“The Board is required to construe ‘only those terms … that are in controversy, and only to the extent necessary to resolve the controversy.’”) (quoting Vivid Techs., Inc. v. Am. Sci. & Eng’g, Inc., 200 F.3d 795, 803 (Fed. Cir. 1999)). D.” slip op. at 12

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

    “search functionalities disclosed in the Lotus Notes References and Raskin are materially different in such a way as to render combining them anything but simple and straightforward.” See PO Resp. 26–27. Indeed, Petitioner has given little or no explanation of how one of ordinary skill in the art allegedly would have taken the “idea of incremental search” and applied it to Lotus Notes. See, e.g., Ex. 2021, 116:20–117:17 (Petitioner’s declarant, Dr. Terveen, testifying that “Raskin is not explicitly talking about searching across a set of documents, but the teaching that I relied on in general from Raskin is the idea of incremental searching,” and “I did not have to talk about implementation level details or incorporating a particular implementation. That wasn’t necessary for my opinion.”). Raskin simply does not teach a mode of incremental searching that applies to the query-style, document-finding searching of the type Petitioner cites from Lotus Notes. See generally Ex. 1021; see also Ex. 2020 ¶¶ 34–35 (Mr. Haeberli contrasting the Lotus Notes searches cited by Petitioner with Raskin’s searches). Raskin even states that it is “difficult or impossible to implement incremental searches” using interface-building tools. Ex. 1021, 126; Ex. 2020 ¶ 60 (Mr. Haeberli’s testimony that this passage of Raskin “directly undermines Dr. Terveen’s suggestion that a POSITA would have been motivated to implement Raskin’s incremental search approach in the Lotus Notes system”).” slip op. at 24

  Patent outcomesUS 7,370,035 not shown unpatentable
  Claim construction§ 103 obviousnesscites Phillips · Graham
  Patents in suitUS 7,370,035
• Microsoft Corporation v. X1 Discovery, Inc.No claims unpatentable
  PTAB · Jun 18, 2026 · IPR2025-00254 · APJ Lisa A Murray · IPR · Final written decision

  Claims 1–20 were not shown unpatentable under either §103 ground because Petitioner failed to establish motivation to combine and a reasonable expectation of success.

  RulingsFinal written decision

  • Skill levelSkill level patent owner adoptedDecided for patent owner

    “29. In my opinion, the POSITA at the time of the alleged invention of the Asserted Patents would have had a (1) a Bachelor’s degree in a pertinent discipline, such as computer science, electric engineering, computer engineering, or a related field and (2) have 2–4 years of experience in working with computing devices and have an understanding of indexed search systems utilized by such computing devices. 30. I am aware that Petitioner has provided its own definition . . . . 31. I believe Petitioner’s definition is not meaningfully different from my definition of a POSITA. My opinions would not change regardless of which definition of POSITA is applied. Ex. 2001 ¶¶ 29–31. In our Decision on Institution, we adopted Mr. Haeberli’s formulation, finding it to be consistent with the evidence then of record, including the asserted prior art and the ’490 patent. Dec. 9. Following a review of the full record, we agree with Mr. Haeberli’s statement that Petitioner’s definition of one of ordinary skill in the art is “not meaningfully different” from Mr. Haeberli’s for the purposes of this proceeding. We continue to view Mr. Haeberli’s proposed definition as consistent with the ’490 patent and the asserted prior art, and we apply it in our analysis below. However, our analysis of the issues below would have been the same had we instead adopted Petitioner’s proposed definition.” slip op. at 9

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

    “In our Decision on Institution, the only term that we found it necessary to construe was the term “string separator character” in claim 1. We preliminarily construed this term to mean “a single-character string separator.” Dec. 11, 30–31. We invited the parties to address the appropriateness of this construction over the course of the trial. Id. at 11, 31. In its briefing, Patent Owner agrees with the Board’s preliminary construction, arguing that it is “consistent with the intrinsic evidence.” PO Resp. 8 (citing Ex. 1001, claims 8 and 20). Patent Owner further argues that a person of ordinary skill would have understood a multi-character Boolean operator such as “AND” to be “a search syntax instruction rather than a string separator.” Id. at 9 (citing Ex. 1059, 162; Ex. 2001 ¶ 112). Petitioner’s Reply Brief does not address the issue of claim construction. See generally Reply Br.; see also Pet. 11 (“Unless otherwise noted, Petitioner applies the plain and ordinary meaning of all claim terms below.”). Following our review of the full record, we determine that it is not necessary to construe this or any other claim term for the purposes of this Decision.2 See Nidec Motor Corp. v. Zhongshan Broad Ocean Motor Co., 868 F.3d 1013, 1017 (Fed. Cir. 2017) (Only terms that are in controversy need to be construed, and then only to the extent necessary to resolve the controversy.). In our analysis below, we interpret the language of the claims according to its plain and ordinary meaning.” slip op. at 10

  • Expert testimonyPetitioner expert discountedPatent owner expert creditedDecided for patent owner

    “Having reviewed the evidence of record, we find Mr. Haeberli’s testimony to be more persuasive and better supported by the evidence. According to Dr. Terveen, “[r]obust programming languages such as C and C++, together with well-developed operating system and UI frameworks, . . . allowed an ordinary programmer to build a UI that supported incremental searching, as evidenced by the numerous prior art systems that implemented such functionality, including Entourage, Eudora, Emacs, Canon Cat, SwyftWare, and others. Ex. 1100 ¶ 43 (citing Ex. 1004, 8–9, 161; Ex. 1021, 125, 127, 129; Ex. 1039, 102–103; Ex. 1043, 385–389). The relevant question, though, is not whether it would have been possible to build a user interface that supported incremental search, but whether it would have been “simple and straightforward” to execute an incremental search of multiple partial search strings on large, indexed multi-file databases such as those described in the Lotus Notes references, as Dr. Terveen alleges. None of the prior art discussed in the “State of the Art” section of Dr. Terveen’s initial declaration, taken individually or together, discloses incrementally searching a plurality of files using two partial search strings. See Ex. 1003 ¶¶ 32–33, 37, 40; Ex. 2001 ¶ 100. Thus, creating a user interface might be “simple,” but the evidence suggests that the back-end execution of an incremental search is not. See, e.g., Ex. 1021, 126 (Raskin, concluding that “almost all interface-building tools make it easy to implement delimited searches and difficult or impossible to implement incremental searches”).” slip op. at 23

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

    “different approach from that taken in Lotus Notes. The difference between Raskin’s sequential scanning method and the index-based system described in Wilcox is that sequential scanning by definition can only scan one document at a time as each document is loaded into a “buffer.” See, e.g., Ex. 2020 ¶ 35. Lotus Notes, however, only needs to load the index into memory for a user to be able to locate the single index entry identifying all instances of an indexed term across all indexed files. In fact, Raskin acknowledges that indexing may be necessary to maintain an acceptable response time. Ex. 1021, 132 n.10; see also id. at 129 (indexing speeds search times). Mr. Haeberli’s third and final reason for concluding that one of ordinary skill would not have been motivated to combine Raskin’s incremental search with Lotus Notes is that at the time using incremental searches would have presented “extreme technical difficulties.” Ex. 2001 ¶ 101. Here again we find Mr. Haeberli’s explanation more persuasive than Dr. Terveen’s opinion that combining the teachings from Raskin with Lotus Notes’ teachings “would have required only simple and straightforward software modifications.” Ex. 1003 ¶ 80. According to Mr. Haeberli, “there are serious technical challenges with implementing the complex search strategies of the challenged claims in the systems on which Dr. Terveen relies.” Id. ¶ 96. As Patent Owner argues: searching across a set of files to find specific files requires the system to identify which files are in the set, access those files (which are often not loaded in active memory), search their contents, determine which files contain matches to search criteria, and then present results to the user; all tasks that do not exist in the same way (or at all) for a search confined to text in a single open file already loaded into memory. Sur-Reply 9; see Ex. 2020 ¶¶ 15, 35–36. There would have been other challenges as well. For example, “[t]he type of sequential scanning typically employed to search a single open document is very time and resource intensive if employed to search a large set of documents.” Ex. 2020 ¶ 15. Also, “[i]mplementing incremental search in the Lotus Notes indexed system would necessarily require a larger index, which would slow down, rather than increase the search speed.” PO Resp. 23; see Ex. 2020 ¶ 33. Finally, Raskin itself concludes that “even if incremental searching is advantageous, ‘almost all interface-building tools make it easy to implement delimited searches and difficult or impossible to implement incremental searches.’” Ex. 2001 ¶ 96 (emphasis added by Mr. Haeberli) (quoting Ex. 1021, 126). In short, Mr. Haeberli presents three significant reasons why there would have been no motivation or expectation of success in combining the teachings of Wilcox with those of Raskin. Dr. Terveen’s opinion to the contrary, on the other hand, is not supported by evidence. Dr. Terveen testifies that “[a] POSITA would have been motivated to perform Lotus Notes’ multi-string search incrementally for the reasons stated by Raskin: speed, effectiveness, and ease of use.” Ex. 1003 ¶ 78 (citing Ex. 1021 ¶¶ 125–127). The evidence, however, not only fails to support Dr. Terveen’s testimony, but also demonstrates that one attempting to make the proposed combination would not have reasonably expected the proposed combination to result in greater speed or effectiveness.” slip op. at 27

  Patent outcomesUS 10,552,490 not shown unpatentable
  Claim construction§ 103 obviousnesscites KSR
  Patents in suitUS 10,552,490
• Microsoft Corp. v. X1 Discovery, Inc.No claims unpatentable
  PTAB · Jun 18, 2026 · IPR2025-00255 · APJ William V Saindon · IPR · Final written decision

  Claims 1–27 were not shown unpatentable under either §103 ground because Petitioner did not establish a persuasive reason to combine the cited teachings with adequate factual support.

  RulingsFinal written decision

  • Skill levelSkill level patent owner adoptedDecided for patent owner

    “Patent Owner does not comment on Petitioner’s formulation of the level of ordinary skill, or offer its own formulation in its Response. Patent Owner’s declarant, however, states: 29. In my opinion, the POSITA at the time of the alleged invention of the Asserted Patents would have had a (1) a Bachelor’s degree in a pertinent discipline, such as computer science, electric engineering, computer engineering, or a related field and (2) have 2–4 years of experience in working with computing devices and have an understanding of indexed search systems utilized by such computing devices. 30. I am aware that [Petitioner] has provided its own definition . . . . 31. I believe [Petitioner’s] definition is not meaningfully different from my definition of a POSITA. My opinions would not change regardless of which definition of POSITA is applied. Ex. 2001 ¶¶ 29–31. In our Decision on Institution, we adopted Patent Owner’s formulation, finding it to be consistent with the evidence of record at this stage of the proceeding, including the asserted prior art and the ’139 patent. Dec. on Inst. 8. Following a review of the full record, we agree that Petitioner’s definition of one of ordinary skill in the art is “not meaningfully different” from Patent Owner’s for the purposes of this proceeding. We continue to view Patent Owner’s proposed definition as consistent with the ’139 patent and the asserted prior art, and we apply it in our analysis below. However, our analysis of the issues below would have been the same had we instead adopted Petitioner’s proposed definition.” slip op. at 10

  • Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)Term construed patent owner constructionOther

    “Petitioner does not assert any explicit claim constructions. Pet. 12. In our Decision on Institution, the Board construed “string separator character” as “a single-character string separator.” Dec. on Inst. 10, 28–29. Patent Owner explicitly agreed with this construction in its Response (Resp. 8–9), and Petitioner offered no further comment in its Reply. Although no claim construction issue is squarely before us now, we maintain our prior construction of “string separator character,” and do not construe any further limitations. See Realtime Data, LLC v. Iancu, 912 F.3d 1368, 1375 (Fed. Cir. 2019) (“The Board is required to construe ‘only those terms . . . that are in controversy, and only to the extent necessary to resolve the controversy.’”) (quoting Vivid Techs., Inc. v. Am. Sci. & Eng’g, Inc., 200 F.3d 795, 803 (Fed. Cir. 1999)).” slip op. at 11

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

    “We agree with Patent Owner that a problem with Petitioner’s combination is that it proposes to take the idea of incremental searching from Raskin and divorce it from Raskin’s teaching of incremental searching. See PO Resp. 20 (arguing, “a [person of ordinary skill in the art] must consider all the teachings of a reference, and not pick out general ‘concepts’ disclosed in the art without considering the context in which they are used”); see also id. at 17–28 (setting out the whole argument); Ex. 2020 ¶¶ 39–62 (Patent Owner’s declarant explaining why Petitioner’s approach is “technically problematic”). Raskin’s incremental search is tied to finding and moving to character strings within a document. Ex. 1021, 125. For example, if a user were to type a string that was found in the text, “the instance [of that string] is selected and the cursor placed immediately after the end of the selection.” Id. The cursor can move about the text as characters of the search string are added or deleted. Id. at 125–126. Thus, Raskin discloses in-text search, even when searching across documents. Id. at 132 (“After the local document has been completely searched the search then proceeds through the following documents until the end of the folder is reached, when the search continues from the beginning of the first document in the folder until the current, already searched document is reached. After cycling through the folder, the next larger domain is treated similarly, and so forth.”). Raskin even distinguishes its text-finding search from Lotus Notes’ document-finding search, stating that “[i]t is usually easy to tell in what domain you are searching, because you see the results in context; what you see is not just a list of file names, as with many present search systems.” Id. (emphasis added); see also PO Sur-reply 16 (citing the same page and arguing that “Raskin recommends doing the opposite of what is claimed”). This context gives credence to Patent Owner’s argument that “the search functionalities disclosed in the Lotus Notes References and Raskin are materially different in such a way as to render combining them anything but simple and straightforward.” PO Resp. 26–27. Indeed, Petitioner has given little-to-no explanation of how one takes the “idea of incremental search” and applies it to Lotus Notes. Ex. 2021, 116:20–117:17 (Petitioner’s declarant testifying that “Raskin is not explicitly talking about searching across a set of documents [at once], but the teaching that I relied on in general from Raskin is the idea of incremental searching,” and “I did not have to talk about implementation level details or incorporating a particular implementation. That wasn’t necessary for my opinion.”). Raskin does not teach a mode of incremental searching that applies to the query-style, document-finding searching in Lotus Notes. See generally Ex. 1021; see also Ex. 2020 ¶¶ 34–35 (Patent Owner’s declarant contrasting Lotus Notes and Raskin). Raskin even states that it is “difficult or impossible to implement incremental searches” using standard interface-building tools. Ex. 1021, 126; Ex. 2020 ¶ 60 (Patent Owner’s declarant stating that this passage “directly undermines [Petitioner’s declarant’s] suggestion that a [person of ordinary skill in the art] would have been motivated to implement Raskin’s incremental search approach in the Lotus Notes system”).” slip op. at 34

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

    “Entourage and what True is doing and how it is doing it, Petitioner asserts that it would have been obvious to use True’s two search strings “to provide more targeted searching, as was common sense and well known in the art.” Pet. 60 (citing Pet. 8–9; Ex. 1057, 27); see also id. at 56, 66 (similar). But we are not persuaded by a preponderance of the evidence that True provides more targeted searching or better search results when finding documents. True itself appears silent on the issue. Petitioner cites Exhibit 1057, but all that stands for is the general premise that doing a Boolean AND search in a Web search engine reduces the number of search results. Ex. 1057, 27. Petitioner does not allege that True uses a Boolean AND search of the kind discussed in Exhibit 1057. Thus, the statement in Exhibit 1057 regarding reducing the number of search results is tied to a manner of performing Boolean searches, something Petitioner does not use to modify Entourage. In other words, Exhibit 1057 is of little relevance to the Entourage-True combination, and does not serve as a factual underpinning in support of Petitioner’s reasoning. Petitioner also cites to several other references that discuss Boolean-style searches, but these generic background disclosures do not explain why a person of ordinary skill in the art would have considered it obvious to use one or more features of the probabilistic-based interest level search from True in a document-finding application like Entourage. See Pet. 8–9 (string citing over a dozen references with no pinpoint citations). Accordingly, there appears to be little reason, absent hindsight, to incorporate some aspect of a text-as-proxy-for-sounds system like True into Entourage’s filter or Find feature to provide more targeted searching. Accord Ex. 2020 ¶ 120 (“Patent Owner’s declarant stating that “a [person of ordinary skill in the art] working on the problem of searching large document collections would not look to [True,] a system designed for navigating imprecise transcriptions of single audio files, as the technical approaches and constraints are entirely different”). Patent Owner argues, and we agree, that another problem with Petitioner’s combination is that True does not appear to actually provide more targeted or better searching. PO Resp. 59–60 (“True’s search capabilities are inherently imprecise”) (citing Ex. 1009, 1:18–27; Ex. 2001 ¶ 137); see also Ex. 1009, 4:31–37 (explaining that True uses a speech recognition system that calculates confidence levels based on a “% likelihood that [a word] corresponds to the portion of the digitized audio [at a given time]”); Ex. 2020 ¶ 114 (Patent Owner’s declarant stating that “the purpose of True is not to definitively locate where a search string actually appears”). Petitioner does not explain what about True would make some aspect of Entourage’s filter or Find features more targeted. Even if it was known to use Boolean AND searches, for example, Petitioner is not citing True to modify Entourage to have a Boolean search. True uses an “interest level” search instead, which is more inclusive than a Boolean AND search (it adds together hits for “queen” OR “mother,” and may return hits containing neither). Ex. 1009, 5:29–50, Fig. 2 (showing results list 22 having several results which do not indicate any of the searched-for words); see Ex. 2020 ¶ 116 (Patent Owner’s declarant analyzing True’s interest level search would also include “text [that] does not show the query word”). Petitioner does not appear to be proposing to incorporate an interest level search or a Boolean-style search into the filter or Find features, and we are not persuaded that True in fact provides more targeted searching. Even if the quality of the transcripts in True happened to be perfect (see Pet. Reply 10, arguing that “True describes searching a text file that has 100% accuracy”), the fact remains that True attempts to find text in particular time windows using an interest level search based on the probability that a word or words were spoken in a given time window, which is completely different from what Entourage is doing with its search (see Ex. 2020 ¶¶ 114–116, 121). In its Reply, Petitioner states that True teaches “an incremental search for multiple search strings entered in a search field.” Pet. Reply. 10. This is a broad generalization of what True does, made with the benefit of hindsight, but as we have just explained, True’s interest level search is different from the kinds of searches done in Entourage or even the Boolean-style web searches performed in the background references. See, e.g., Ex. 1057, 27. This means it is not a matter of taking one known teaching and simply applying it to another system. True is doing something different, and it’s not clear how True’s search would actually provide “precise, targeted search results” (Pet. Reply 3) given that True appears to suggest a less-targeted search than claimed (see, e.g., Ex. 1001, 29:62–63, claiming “identifying one or more documents included in both the first one or more documents and the second one or more documents”). See also Ex. 2001 ¶¶ 135 (Patent Owner’s declarant stating that “Entourage and True are directed to completely different purposes”), 136–138 (further analysis); Ex. 2020 ¶ 114 (stating that “the purpose of True is not to definitively locate where a search string actually appears”), ¶ 116 (stating that True returns text that does not even have the search word). True does not teach, suggest, or support Petitioner’s general premise that there is a benefit for an incremental search for multiple search strings entered in a search field or that such searches would provide precise, targeted search results. The problem with Petitioner’s analysis becomes more apparent when the Petition turns to the “string separator character” of claim 1. Notably, it is the claimed string separator character that converts a field with a single search string into a field with two search strings. See, e.g., Ex. 1098, 37:12– 41–4 (deposition of Patent Owner’s declarant) (discussing that a string separator character is what instructs the computer to break up one string of characters into separate strings of characters). Thus, one cannot discuss the string separator character apart from the limitations requiring first and second search strings in a single search field. Nevertheless, Petitioner treats the “string separator character” in isolation. See Pet. 61–62. Petitioner’s reason for modifying one or both of Entourage’s filter and/or Find feature(s) to have a string separator character is because “it was common to [use string separator characters].” Id. at 61. However, even if something was known, it does not mean it is obvious to incorporate it into one or both of these features in Entourage. KSR, 550 U.S. at 418 (“a patent composed of several elements is not proved obvious merely by demonstrating that each of its elements was, independently, known in the prior art”). Adding a string separator character to divide a single string into two separately searched strings changes how the software would function. See Ex. 1098, 39:22–40:8 (Patent Owner’s declarant testifying that software has to look for a string separator character in order to know multiple search strings were entered in the field). The space character in “Orson Welles,” used in the Advanced Find example in Barber, for example, is not a string separator character because one looking to exclude hits with “Orson Welles” is searching for the string “Orson Welles”—the space is another character in the name string whose inclusion serves a specific semantic purpose (delineating between a first and last name). See Ex. 2001 ¶ 151 (“there is no evidence that when a user types ‘Orson Welles’ into this Find command text box that a search is performed on ‘Orson’ and ‘Welles’ separately as opposed to searching on the full text string ‘Orson Welles.’”); Ex. 1006, 387 (discussing how exclude the specific person “Orson Welles” from the search, not to find someone having the first name “Orson” or the last name “Welles”); see also Ex. 1003 ¶ 144 (Petitioner’s declarant implicitly acknowledging that the space in “Orson Welles” is not a string separator character). Thus, the space character in “Orson Welles” does not signal to the computer to break the string up into two parts at the space and perform” slip op. at 42

  Patent outcomesUS 9,633,139 not shown unpatentable
  Claim construction§ 103 obviousnesscites KSR · Graham
  Patents in suitUS 9,633,139
• Apple Inc. / Samsung Electronics Co., Ltd. et al. v. Smart Mobile Technologies LLCAll claims unpatentable
  PTAB · Apr 22, 2026 · IPR2022-01002 · APJ Jameson Lee · IPR · Remand

  On remand, claims 1–9 and 12–20 are unpatentable as obvious over Paulraj and Heath under § 103.

  RulingsRemand decision

  • RemandOther

    “determining no challenged claim had been proved unpatentable by Samsung Electronics Co., Ltd., Samsung Electronics America, Inc., and Apple Inc. (collectively, “Petitioner”). Paper 41. Petitioner appealed to the U.S. Court of Appeals for the Federal Circuit. Papers 43, 44. On January 13, 2026, the Federal Circuit vacated and remanded, on the basis that the Board erred by not considering certain alternative arguments presented in the Petitioner’s Reply (Paper 29), which were properly responsive to claim construction proposed in the Patent Owner Response and adopted by the Board.1 Paper 45. In its Reply, Petitioner alternatively argued that even under the Patent Owner’s claim construction relating to “the plurality of antennas,” the same prior art references nonetheless still rendered obvious the challenged claims. In this remand proceeding, neither party requested the filing of additional briefing, despite having been given an opportunity to make and explain such a request. Paper 51. We have authority to conduct this inter partes review under 35 U.S.C. § 6. This Final Written Decision on Remand is issued pursuant to 35 U.S.C. § 318(a) and 37 C.F.R. § 42.73. Having considered all of the arguments presented in Petitioner’s Reply, we determine that Petitioner has proved by a preponderance of the evidence that claims 1–9 and 12–20 of U.S. Patent No. 9,191,083 B1 (Ex. 1001, “the ’083 patent”) are unpatentable. A.” slip op. at 2

  • Skill levelSkill level board ownDecided for petitioner

    “Bachelor’s degree in electrical engineering, computer engineering, computer science, or a related field, and at least two years of experience related to the design or development of wireless communication systems, or the equivalent.” Pet. 2–3 (citing Ex. 1003 ¶¶ 27–28). Petitioner additionally states that “[a]dditional graduate education could substitute for professional experience, or significant experience in the field could substitute for formal education.” Pet. 3. Patent Owner does not in its Response address the level of ordinary skill. Patent Owner’s expert witness, Dr. Cooklev, testifies that he “will apply the same definition of the level of skill of a POSITA [as Petitioner].” Ex. 2004 ¶ 19. Based on the evidence of record, we determine a person of ordinary skill would have had a bachelor’s degree in electrical engineering, computer engineering, computer science, or a related field, and two years of experience related to the design or development of wireless communication systems. This is consistent with Petitioner’s articulation of the level of ordinary skill, with the exception of Petitioner’s open-ended reference to “at least” two years of experience, because that would improperly encompass a level of experience only possessed by an expert. This articulation of the level of ordinary skill is also the same as what we determined in the Final Written decision issued on November 30, 2023. Paper 41, 6. C. slip op. at 6

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

    “Patent Owner contends: “The plain meaning of the claims requires that the same ‘plurality of antennas’ be used for transmitting and receiving the plurality of signal streams.” PO Resp. 5, 9–12. Citing Dr. Cooklev’s testimony, Patent Owner contends that the ’083 patent’s Specification describes embodiments that use the same antennas for both transmitting and receiving data streams. PO Resp. 7–9 (citing Ex. 2004 ¶¶ 34–35). In the Final Written Decision, we determined: Although we do not understand the claims to require both transmission and reception “via all antennas” all of the time, we determine the claims require a set of antennas in which at least some of the antennas are for both transmitting and receiving. We disagree with Petitioner that two separate sets of antennas— one set of transmitting antennas and a separate, nonoverlapping set of receiving antennas—fall within the scope of the challenged claims. Paper 41, 13 (emphasis added). The Federal Circuit agreed with our claim construction. Apple Inc. v. Smart Mobile Technologies LLC, U.S. Ct. App. Fed. Cir., slip op. 24-1419 (January 13, 2026) (2026 WL 91021) (Paper 45, 2–4). We continue to apply the same construction here that we adopted in the Final Written Decision.” slip op. at 9

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

    “legally sufficient motivation for modifying Paulraj, but only attempted to show that the modification “could” have been made by one of ordinary skill in the art which is not enough for a showing of obviousness. Sur-reply 8–9. We disagree with Patent Owner. Establishing that certain technique was well-known to one of ordinary skill in the art at the effective filing date of the challenged patent constitutes sufficient motivation to make a modification in accordance with what was well-known in the art to one of ordinary skill, absent factors not present here. Indeed, “if a technique has been used to improve one device, and a person of ordinary skill in the art would recognize that it would improve similar devices in the same way, using the technique is obvious unless its actual application is beyond his or her skill.” KSR, 550 U.S. at 417. That would be the situation where a technique was well-known to one of ordinary skill in the art, unless there is actual difficulty in making the application. The “improvement” here, although not articulated by Petitioner, is inherent with the technique, not requiring use of separate antennas for transmitting and receiving, i.e., eliminating the need for additional parts. Further, it is not necessary to show that a modification is the “best option,” because any “suitable option” would suffice. See Intel Corporation v. Qualcomm Incorporated, 21 F.4th 784, 800 (Fed. Cir. 2021). Here, Patent Owner does not assert that one of ordinary skill in the art would have had difficulty modifying Paulraj to use some of the same antennas both for transmitting and for receiving. Nor does Patent Owner dispute that it was well known to one of ordinary skill in the art to use the same antenna(s) for both transmitting and for receiving. We further note the following description in the Specification of the ’083 patent: “The typical CT/MD [cellular telephone/mobile device] has one transmitter and one receiver (T/R), with one antenna.” Ex. 1001, 1:47–48. That statement is fully consistent with Petitioner’s assertion that it was well-known to use the same antenna for transmitting and for receiving. For the foregoing reasons, notwithstanding Patent Owner’s arguments to the contrary, we determine that Petitioner sufficiently has shown that it would have been obvious to one of ordinary skill in the art to modify Paulraj such that some of the same antennas would be used both for transmitting and for receiving, according to limitations 1[b], 1[d], and 1[e].” slip op. at 36

  Patent outcomesUS 9,191,083 unpatentable
  Claim construction§ 103 obviousnesscites Phillips · KSR · Graham
  Patents in suitUS 9,191,083
• Deltran USA LLC v. The Noco CompanyAll claims unpatentable
  PTAB · Mar 13, 2026 · IPR2025-00885 · APJ Avelyn M Ross · IPR · Final written decision

  Claims 1–11 are unpatentable under Richardson-based obviousness grounds; the Yu and Paparrizos grounds do not establish unpatentability.

  RulingsFinal written decision

  • Skill levelSkill level petitioner adoptedDecided for petitioner

    “Petitioner contends that a person of ordinary skill in the art, “[a]s of the claimed priority date of July 3, 2014, . . . would have been a person with a bachelor’s degree in electrical engineering or its equivalent and two years of experience in the field of electrical engineering including some experience in design of battery charging systems.” Pet. 21 (citing Ex. 1003 ¶¶ 19–30). Patent Owner “does not propose a different level of skill in the art[.]” PO Resp. 16. In light of the record before us, we adopt Petitioner’s proposal regarding the level of ordinary skill in the art, because it is supported by the testimony of C. Arthur MacCarley and not disputed by Patent Owner.” slip op. at 11

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

    “As neither party proposes an express construction for our consideration and because we determine that claim construction is not necessary, we do not expressly construe any claim terms. See Vivid Techs., Inc. v. Am. Sci. & Eng’g, Inc., 200 F.3d 795, 803 (Fed. Cir. 1999) (holding that “only those terms need be construed that are in controversy, and only to the extent necessary to resolve the controversy”); see also Nidec Motor Corp. v. Zhongshan Broad Ocean Motor Co. Matal, 868 F.3d 1013, 1017 (Fed. Cir. 2017) (citing Vivid Techs. in the context of an inter partes review).” slip op. at 11

  • PTAB / AIA Trials › §315(e) estoppelNot reached

    “arguments relating to whether the prior findings are “necessary to the determination” or whether estoppel applies to arguments relating to Richardson being inoperative. See Pet. Reply 27. Nor does Petitioner respond to our inquiry about whether collateral estoppel maybe applied on a limitation by limitation basis. See Pet. Reply 27. At the hearing, however, Petitioner confirmed that resolution of the issue is not necessary to our final determination. JUDGE ROSS: Do we even need to decide the collateral estoppel issue? I mean, it seems to me that if your petition clearly made out your case for the combination of Richardson and Zhao, then we don't even need to reach that. MR. CHANDRA: That’s exactly right, Your Honor. That is our position, as well. We believe collateral estoppel applies, but you don't need to decide that issue in order to find these claims unpatentable. As I mentioned before, these are the same references. We have fairly sought out all of the portions of Richardson, we cited to specific portions. Not just relying on collateral estoppel, but the teachings of the reference itself. So, while this is an issue, we believe that collateral estoppel should apply. It does not have to apply in order to find the challenged claims unpatentable. Tr. 19:9–20. We are persuaded, as discussed in Section II.G., that Petitioner has shown where Richardson in combination with Zhao meets each limitation of the claims of the ’203 patent. Accordingly, we need not address whether Petitioner has demonstrated sufficiently that collateral estoppel applies here.” slip op. at 14

  • Strike new argumentNew argument consideredOther

    “Our Practice Guide states, that “[o]nce a trial is instituted, the Board may decline to consider arguments set forth in a preliminary response unless they are raised in the patent owner response.” Consolidated Trial Practice Guide (“Practice Guide”), 52 (Nov. 2019) (citing In re Nuvasive, Inc., 842 F.3d 1376, 1381 (Fed. Cir. 2016) (explaining that a patent owner waives an issue presented in its preliminary response if it fails to renew the issue in its response after trial is instituted)).12 In addition, in our Scheduling Order, we stated that “Patent Owner is cautioned that any arguments not raised in the response may be deemed waived.” Paper 9 at 10; see also Practice Guide, 94 (same). Patent Owner confirmed at the Oral Hearing its understanding that arguments raised in its Preliminary Response and not reasserted in its Patent Owner Response were not appropriate for consideration during trial. Tr. 4:10–6:17. Petitioner does not identify any particular argument raised in the Patent Owner Preliminary Response that is not present in the Patent Owner Response. But, in this Final Written Decision, we do not consider arguments made in the Patent Owner Preliminary Response and instead assess only those fairly presented in the Patent Owner Response.” slip op. at 15

  Patent outcomesUS 11,667,203 unpatentable
  Claim construction§ 102 anticipation§ 103 obviousnesscites Phillips · KSR · Graham
  Patents in suitUS 11,667,203
• Deltran USA LLC / Adc Solutions Auto LLC v. The Noco CompanyAll claims unpatentable
  PTAB · Mar 13, 2026 · IPR2024-01219 · APJ Avelyn M Ross · IPR · Final written decision

  Claims 1–11 are unpatentable as obvious over the Richardson-based grounds; the Yu and Paparrizos grounds do not establish unpatentability.

  RulingsFinal written decision

  • Skill levelSkill level petitioner adoptedDecided for petitioner

    “Petitioner contends that a person of ordinary skill in the art, “[a]s of the claimed priority date of July 3, 2014, . . . would have been a person with a bachelor’s degree in electrical engineering or its equivalent and two years of experience in the field of electrical engineering including some experience in design of battery charging systems.” Pet. 21 (citing Ex. 1003 ¶¶ 19–30). Patent Owner “does not propose a different level of skill in the art[.]” PO Resp. 16. In light of the record before us, we adopt Petitioner’s proposal regarding the level of ordinary skill in the art, because it is supported by the testimony of C. Arthur MacCarley and not disputed by Patent Owner.” slip op. at 11

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

    “Petitioner submits there are no formal claim constructions necessary in this proceeding[.]” Pet. 22. Patent Owner also “does not propose any terms need to be construed.” PO Resp. 15. As neither party proposes an express construction for our consideration and because we determine that claim construction is not necessary, we do not expressly construe any claim terms. See Vivid Techs., Inc. v. Am. Sci. & Eng’g, Inc., 200 F.3d 795, 803 (Fed. Cir. 1999) (holding that “only those terms need be construed that are in controversy, and only to the extent necessary to resolve the controversy”); see also Nidec Motor Corp. v. Zhongshan Broad Ocean Motor Co. Matal, 868 F.3d 1013, 1017 (Fed. Cir. 2017) (citing Vivid Techs. in the context of an inter partes review). slip op. at 11

  • PTAB / AIA Trials › §315(e) estoppelNot reached

    “arguments relating to whether the prior findings are “necessary to the determination” or whether estoppel applies to arguments relating to Richardson being inoperative. See Pet. Reply 27. Nor does Petitioner respond to our inquiry about whether collateral estoppel maybe applied on a limitation by limitation basis. See Pet. Reply 27. At the hearing, however, Petitioner confirmed that resolution of the issue is not necessary to our final determination. JUDGE ROSS: Do we even need to decide the collateral estoppel issue? I mean, it seems to me that if your petition clearly made out your case for the combination of Richardson and Zhao, then we don't even need to reach that. MR. CHANDRA: That’s exactly right, Your Honor. That is our position, as well. We believe collateral estoppel applies, but you don't need to decide that issue in order to find these claims unpatentable. As I mentioned before, these are the same references. We have fairly sought out all of the portions of Richardson, we cited to specific portions. Not just relying on collateral estoppel, but the teachings of the reference itself. So, while this is an issue, we believe that collateral estoppel should apply. It does not have to apply in order to find the challenged claims unpatentable. Tr. 19:9–20. We are persuaded, as discussed in Section II.G., that Petitioner has shown where Richardson in combination with Zhao meets each limitation of the claims of the ’203 patent. Accordingly, we need not address whether Petitioner has demonstrated sufficiently that collateral estoppel applies here.” slip op. at 14

  • BurdenDecided for patent owner

    “With respect to Petitioner’s allegations that rest on AAPA, we determine Petitioner has failed to show that claims 2, 10, and 11 are unpatentable. Our rules require that a petition for inter partes review must base the asserted challenges on “prior art consisting of patents or printed publications.” 35 U.S.C. § 311(b); 37 C.F.R. § 42.104(b)(2) and (4). And, a petitioner who relies on applicant admitted prior art as the basis, or part of the basis, of a ground, runs afoul of § 311. Qualcomm, 134 F.4th at 1365; see also USPTO Memorandum, Enforcement and Non-Waiver of 37 C.F.R. § 42.104(b)(4) and Permissible Uses of General Knowledge in Inter Partes Reviews (Jul. 21, 2025), available at www.uspto.gov/sites/default/ files/documents/aapa_memo_final__signed.pdf. We acknowledge but reject Petitioner’s position that its combinations discussing AAPA do not “rely” on AAPA but rather rely on U.S. Patent No. 5,793,185 (“the ’185 patent”), described in the ’203 patent as prior art. Pet. Reply 26. A petition for inter partes review must identify, “in writing and with particularity, each claim challenged, the grounds on which the challenge to each claim is based, and the evidence that supports the grounds for the challenge to each claim.” 35 U.S.C. § 312(a)(3); 37 C.F.R. § 42.104 (b)(4). Here, Petitioner’s contention that the Grounds 2 and 5 actually rely on the ’185 patent when discussing AAPA is inconsistent with the Petition. In particular, the Petition does not cite to or direct our attention to any specific details from the ’185 patent to support its challenges. See generally Pet. 54–57, 76–77. Accordingly, Petitioner has failed to show, by a preponderance of the evidence, that claims 2, 10, and 11 would have been unpatentable over the combination of Richardson, Zhao, and AAPA as well as over the combination of Yu, Paparrizos, and AAPA. Petitioner’s alternative allegations based on Epower-20/Epower-21 are considered below.” slip op. at 18

  Patent outcomesUS 11,667,203 unpatentable
  Claim construction§ 102 anticipation§ 103 obviousnesscites Phillips · KSR · Graham
  Patents in suitUS 11,667,203
• Digital Global Systems, Inc. v. Deepsig, Inc.Some claims unpatentable
  PTAB · Mar 6, 2026 · IPR2024-01358 · APJ William V Saindon · IPR · Final written decision

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

  RulingsFinal written decision

  • Skill levelSkill level petitioner adoptedDecided for petitioner

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

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

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

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

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

  • BurdenNot shown unpatentable

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

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

Holdings, summaries, rulings, issues, outcomes, winners and claim constructions shown for a decision were generated by a large language model reading the opinion. They are a guide to the decision, not the decision. Confirm every one against the court's own text before relying on it. Outcomes read from the patent owner’s side. Party names are extracted from the decision and are missing on about 900 short Director denials and scans, which carry the trial number instead.