- Shenzhen Tuozhu Technology Co., Ltd. v. Stratasys, Inc.All claims unpatentablePTAB · Sep 28, 2026 · IPR2025-00611 · APJ Christopher L Ogden · IPR · Final written decision
Claims 1–10, 12, 13, 19, and 20 are unpatentable under § 103 over the stated Douglas–Mark and Hamilton-based grounds.
RulingsFinal written decision- Skill levelSkill level petitioner adoptedDecided for petitioner
“The parties agree that experience could substitute for a degree, and vice versa. Pet. 3; PO Resp. 10. The parties’ proposed levels of ordinary skill are substantially similar. For this decision, as in the Institution Decision, we adopt Petitioner’s proposed level, which is supported by credible testimonial evidence and is consistent with the problems addressed in the ’774 patent. See Ex. 1001, 1:16–52. Our decision would be the same, however, if we were to adopt Patent Owner’s proposal.” slip op. at 7
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)Other
“Neither Petitioner nor Patent Owner argues that we need to construe any claim terms explicitly. See Pet. 2–3; PO Resp. 10. However, the parties contest two material claim-construction issues which we address below. To the extent that the parties’ positions depend on interpreting other claim language in a particular way, we discuss the relevant claim language below in the context of the parties’ arguments regarding the prior art.” slip op. at 8
- Claim Construction › Intrinsic evidence (Phillips canons) › Plain and ordinary meaning to a POSITATerm construed board ownDecided for petitioner
“We disagree with Patent Owner that a person of ordinary skill in the art would have understood that limitation 1.2 must be performed before limitations 1.3 or 1.4. See Ex. 1001, 35:21–24. See Interactive Gift Exp., Inc. v. Compuserve Inc., 256 F.3d 1323, 1342 (Fed. Cir. 2001) (“Unless the steps of a method actually recite an order, the steps are not ordinarily construed to require one.” (citing Loral Fairchild Corp. v. Sony Corp., 181 F.3d 1313, 1322 (Fed. Cir. 1999)). The evidence suggests that a “target printer” is any printer that is ultimately selected for fabricating the object, and such a printer could send its configuration information either before or after that determination is made in limitation 1.2. This interpretation does not render the word “target” meaningless. At some point, a printer must be determined to be the target printer, which is the one intended to ultimately fabricate the three-dimensional object. But the target printer still exists, and is capable of being queried, before that determination is made. We find the examples in the ’774 patent pertinent to this question. The ’774 patent states that “the target printer may include more than one printer.” Ex. 1001, 18:66–67. In discussing the step of “query target printer for properties 306” (Fig. 3A), the ’774 patent states that “[i]n one aspect, numerous queries are sent to numerous printers, e.g., for use in selecting one or more of the printers as the target printer.” Id. at 19:8–10. Alternatively, “the query is sent to a printer that is not necessarily the target printer as described herein, e.g., when the query or information received from a response to the query is used for the selection of the target printer.” Id. at 19:11–14. Importantly, the second embodiment states that the queried printer “is not necessarily the target printer,” suggesting that the queried printer could be the target printer even before it is determined to be such. Id. at 19:11–12 (emphasis added). Based on the evidence of record, a person of ordinary skill in the art would have understood that the “target printer” can be determined after the query recited in limitation 1.3 or the reception of configuration information recited in limitation 1.4. Thus, the evidence does not impose an ordering between limitations 1.2 and 1.3 or between limitations 1.2 and 1.4. The evidence also does not support Patent Owner’s argument that the two reverse-order examples in the ’774 patent are unclaimed embodiments.” slip op. at 10
- Obviousness (§103) › Motivation to combine / reasonable expectation of success › HindsightMotivation foundDecided for petitioner
“We disagree that Petitioner’s arguments are based on impermissible hindsight, because they are based on the disclosures in Douglas and Mark, and Petitioner has articulated a persuasive reason to combine those references without referring to the ’774 patent itself, as we discuss below. See In re McLaughlin, 443 F.2d 1392, 1395 (CCPA 1971) (an obvious rationale is not improper hindsight if it “takes into account only knowledge which was within the level of ordinary skill at the time the claimed invention was made and does not include knowledge gleaned only from applicant’s disclosure”).” slip op. at 29
Patent outcomesUS 11,886,774 unpatentableClaim construction§ 102 anticipation§ 103 obviousnesscites Phillips · KSR · GrahamPatents in suitUS 11,886,774 - Savant Technologies LLC D/B/A GE Lighting / Ledvance LLC et al. v. Feit Electric Company, Inc.All claims unpatentablePTAB · Aug 31, 2026 · IPR2025-00260 · APJ Kevin W Cherry · IPR · Final written decision
The Board held all challenged claims 1–3, 6, 7, 9–14, 16–21, 25, 26, and 29 unpatentable as obvious and granted the motion to amend for substitute claims 30–49.
RulingsFinal written decision- Expert testimonyPetitioner expert creditedDecided for petitioner
“E. Credibility of Dr. Doolittle Patent Owner argues that we should give no weight to Dr. Doolittle’s testimony because, “[o]n cross examination, Prof. Doolittle repeatedly contradicted himself, dodged questions, and tried to shoehorn new and nonresponsive opinions into his answers to Patent Owner’s questions.” PO Resp. 25. Patent Owner raises two major complaints about Dr. Doolittle. First, Patent Owner argues that he took inconsistent positions by asserting in these IPR proceedings that the claims were entitled to their plain and ordinary meaning, while in the parallel district court proceeding, asserting that certain claim terms were indefinite. Id. at 26–28. Second, Patent Owner argues that Dr. Doolittle “repeatedly dodged questions and tried to shoehorn new and nonresponsive opinions into his answers to Patent Owner’s questions,” and that “[d]uring cross examination Patent Owner was forced to object to Prof. Doolittle’s nonresponsive answers no less than eighteen times.” Id. at 28. We strongly disagree with Patent Owner’s characterization of Dr. Doolittle’s testimony. We have reviewed the entirety of both of Dr. Doolittle’s depositions. We are impressed with his forthrightness, candor, and good humor in the face of Patent Owner’s counsel’s aggressive questioning. Contrary to Patent Owner’s assertions, we find that his testimony was well-reasoned, forthright, honest, and entitled to significant weight. Dr. Doolittle explained the different claim construction positions We also strongly disagree that Dr. Doolittle’s answers were nonresponsive or “evasive” as Patent Owner argues. Patent Owner’s numerous attempts to “strike” portions of his testimony belie Dr. Doolittle’s efforts to honestly and in good faith respond to Patent Owner’s counsel’s questions. Ex. 2025, 22:10–23:15, 25:9–26:14, 30:14–22, 40:3-9, 58:12–59:1, 60:18–61:13, 65:1–10, 83:15–84:16, 92:15–95:20, 96:18–99:9, 102:22–106:16, 135:3–136:22. An answer is not “non-responsive” simply because it does not conform to the conclusion you want or undermines the logic underlying your questioning. Dr. Doolittle explained his answers and addressed the issues Patent Owner asked about. Accordingly, we decline Patent Owner’s invitation to give Dr. Doolittle’s testimony no weight. Instead, we assess Dr. Doolittle’s testimony on a case-by-case basis as discussed below.” slip op. at 21
- Skill levelOther
“B. Level of Ordinary Skill in the Art We consider the asserted ground of unpatentability in view of the understanding of a person of ordinary skill in the art (“POSITA” or “POSA”). In assessing 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) (quoting Custom Accessories, Inc. v. Jeffrey-Allan Indus., Inc., 807 F.2d Relying on the declaration testimony of its expert, Dr. Doolittle, Petitioner contends that an ordinarily skilled artisan for the ’678 patent “would have had an undergraduate degree (i.e., B.S., B.S.E. or the equivalent) in electrical engineering, materials science, physics, or a similar discipline” and “would also have one to two years of experience in the field of LED packaging design.” Pet. 5–6. Petitioner additionally contends that “[m]ore education could substitute for experience, and vice versa.” Id. Petitioner further contends that “[t]his person would have been capable of understanding and applying the teachings of the ’678 patent and the prior-art references discussed herein,” and “[m]oreover, the prior art reflects the level of skill at the time of the claimed invention.” Id. (citing Okajima v. Bourdeau, 261 F.3d 1350, 1355 (Fed. Cir. 2001); Ex. 1102 ¶¶ 38–42). Patent Owner states that “solely for the purposes of this proceeding, Patent Owner and its technical expert employ the same level of skill in the art as Petitioners.” PO Resp. 24–25. Thus, we adopt Petitioner’s articulation of the level of ordinary skill in the art, which is consistent with the ’678 patent and the asserted prior art, and we apply it in our obviousness analysis below.” slip op. at 10
- Obviousness (§103) › Motivation to combine / reasonable expectation of successMotivation foundReasonable expectation foundUnpatentable
“lower wavelength might offer, there were other drawbacks that a person of ordinary skill would have to balance. But “a given course of action often has simultaneous advantages and disadvantages, and this does not necessarily obviate motivation to combine.” Medichem, S.A. v. Rolabo, S.L., 437 F.3d 1157, 1165 (Fed. Cir. 2006). Indeed, Petitioner has shown several references—including, Basin-2005, Shimizu, and Stokes—that made this tradeoff. Moreover, “[o]bviousness does not require absolute predictability of success. . . . [A]ll that is required is a reasonable expectation of success.” In re O’Farrell, 853 F.2d 894, 903–04 (Fed. Cir. 1988). We find that the prior art of record demonstrates that a person of ordinary skill in the art at the time of the invention would have such an expectation in making the combination of Basin-2007 and Basin-2005. Accordingly, we find that Petitioner has shown by a preponderance of the evidence that there would have been motivation to combine Basin-2007 and Basin-2005 with a reasonable expectation of success. 4. Summary We have reviewed Petitioner’s contentions regarding claims 1–3, 6, 9, 10, 16–21, and 25 (Pet. 19–53), and find that Petitioner has shown by a preponderance of the evidence that Basin-2007 and Basin-2005 teach the limitations of those claims, and that there would have been a motivation to combine the references in the manner suggested with a reasonable considerations does not outweigh the strong showing of obviousness. Accordingly, we find that Petitioner has shown by a preponderance of the evidence that claims 1–3, 6, 9, 10, 16–21, and 25 would have been obvious over Basin-2007 and Basin-2005.” slip op. at 41
- Obviousness (§103) › Objective indicia / secondary considerationsObjective indicia no nexusDecided for petitioner
“1. Nexus In order for secondary considerations to be awarded “substantial” slip op. at 22
Patent outcomesUS 8,604,678 unpatentable§ 103 obviousness§ 112 disclosurecites Phillips · GrahamPatents in suitUS 8,604,678 - Savant Technologies LLC D/B/A GE Lighting And Ledvance LLC / Savant Technologies LLC D/B/A GE Lighting, Elong International USA Inc., And Xiamen Longstar Lighting Co. Ltd v. Feit Electric Company, Inc.All claims unpatentablePTAB · Aug 31, 2026 · IPR2024-01357 · APJ Kevin W Cherry · IPR · Final written decision
The Board held all challenged original claims unpatentable as obvious and granted the contingent motion to amend for substitute claims 30 and 32–49; substitute claim 31 was denied.
RulingsFinal written decision- Expert testimonyPetitioner expert creditedDecided for petitioner
“E. Credibility of Dr. Doolittle Patent Owner argues that we should give no weight to Dr. Doolittle’s testimony because, “[o]n cross examination, Prof. Doolittle repeatedly contradicted himself, dodged questions, and tried to shoehorn new and nonresponsive opinions into his answers to Patent Owner’s questions.” PO Resp. 25. Patent Owner raises two major complaints about Dr. Doolittle. First, Patent Owner argues that he took inconsistent positions by asserting in these IPR proceedings that the claims were entitled to their plain and ordinary meaning, while in the parallel district court proceeding, asserting that certain claim terms were indefinite. Id. at 26–28. Second, Patent Owner argues that Dr. Doolittle “repeatedly dodged questions and tried to shoehorn new and nonresponsive opinions into his answers to Patent Owner’s questions,” and that “[d]uring cross examination Patent Owner was forced to object to Prof. Doolittle’s nonresponsive answers no less than eighteen times.” Id. at 28. We strongly disagree with Patent Owner’s characterization of Dr. Doolittle’s testimony. We have reviewed the entirety of both of Dr. Doolittle’s depositions. We are impressed with his forthrightness, candor, and good humor in the face of Patent Owner’s counsel’s aggressive questioning. Contrary to Patent Owner’s assertions, we find that his testimony was well-reasoned, forthright, honest, and entitled to significant weight. Dr. Doolittle explained the different claim construction positions We also strongly disagree that Dr. Doolittle’s answers were nonresponsive or “evasive” as Patent Owner argues. Patent Owner’s numerous attempts to “strike” portions of his testimony belie Dr. Doolittle’s efforts to honestly and in good faith respond to Patent Owner’s counsel’s questions. Ex. 2025, 22:10–23:15, 25:9–26:14, 30:14–22, 40:3-9, 58:12–59:1, 60:18–61:13, 65:1–10, 83:15–84:16, 92:15–95:20, 96:18–99:9, 102:22–106:16, 135:3–136:22. An answer is not “non-responsive” simply because it does not conform to the conclusion you want or undermines the logic underlying your questioning. Dr. Doolittle explained his answers and addressed the issues Patent Owner asked about. Accordingly, we decline Patent Owner’s invitation to give Dr. Doolittle’s testimony no weight. Instead, we assess Dr. Doolittle’s testimony on a case-by-case basis as discussed below.” slip op. at 21
- Skill levelOther
“B. Level of Ordinary Skill in the Art We consider the asserted ground of unpatentability in view of the” slip op. at 10
- Obviousness (§103) › Motivation to combine / reasonable expectation of successUnpatentableMotivation foundUnpatentable
“lower wavelength might offer, there were other drawbacks that a person of ordinary skill would have to balance. But “a given course of action often has simultaneous advantages and disadvantages, and this does not necessarily obviate motivation to combine.” Medichem, S.A. v. Rolabo, S.L., 437 F.3d 1157, 1165 (Fed. Cir. 2006). Indeed, Petitioner has shown several references—including, Basin-2005, Shimizu, and Stokes—that made this tradeoff. Moreover, “[o]bviousness does not require absolute predictability of success. . . . [A]ll that is required is a reasonable expectation of success.” In re O’Farrell, 853 F.2d 894, 903–04 (Fed. Cir. 1988). We find that the prior art of record demonstrates that a person of ordinary skill in the art at the time of the invention would have such an expectation in making the combination of Basin-2007 and Basin-2005. Accordingly, we find that Petitioner has shown by a preponderance of the evidence that there would have been motivation to combine Basin-2007 and Basin-2005 with a reasonable expectation of success. 4. Summary We have reviewed Petitioner’s contentions regarding claims 1–3, 6, 9, 10, 16–21, and 25 (Pet. 19–53), and find that Petitioner has shown by a preponderance of the evidence that Basin-2007 and Basin-2005 teach the limitations of those claims, and that there would have been a motivation to combine the references in the manner suggested with a reasonable considerations does not outweigh the strong showing of obviousness. Accordingly, we find that Petitioner has shown by a preponderance of the evidence that claims 1–3, 6, 9, 10, 16–21, and 25 would have been obvious over Basin-2007 and Basin-2005.” slip op. at 41
- Obviousness (§103) › Objective indicia / secondary considerations › NexusObjective indicia no nexusDecided for petitioner
“1. Nexus In order for secondary considerations to be awarded “substantial” slip op. at 22
Patent outcomesUS 8,604,678 unpatentable§ 103 obviousness§ 112 disclosurecites Phillips · GrahamPatents in suitUS 8,604,678 - Aptiv Services US, LLC v. Microchip Technology, Inc.All claims unpatentablePTAB · Mar 20, 2026 · IPR2024-00646 · APJ Christopher L Ogden · IPR · Final written decision
Claims 1–18 are unpatentable under § 103 over Al-Shyoukh, Ivanov, and Stanescu; the Board did not reach the alternative ground.
RulingsFinal written decision- Skill levelSkill level petitioner adoptedDecided for petitioner
“Patent Owner’s proposal is most like Petitioner’s alternative proposal which would include a bachelor’s degree and two years of experience. However, Patent Owner does not provide a specific number of years of industry experience and Patent Owner would include mixed-signal IC design as an alternative to analog circuit design. We consider analog circuit design to be most pertinent to the problems and solution discussed in the ’074 patent. See Ex. 1001, 1:15–2:44. In addition, we find credible Petitioner’s argument that an ordinarily skilled artisan with a bachelor’s degree would have had two years of experience, whereas Patent Owner’s proposal does not provide a specific number of years. Thus, we determine that a person of ordinary skill in the art would have had a bachelor’s degree and two years of experience in analog circuit design. Nevertheless, the outcome of our decision would be the same under either of the party’s proposals.” slip op. at 8
- Prior constructionPrior construction adoptedDecided for petitioner
“Because neither party has argued that the district-court constructions should be modified or elaborated for this proceeding, and the constructions appear reasonable, we adopt these constructions for this decision. We also take judicial notice of the district court’s Memorandum supporting the claim construction order. Ex. 3001.9” slip op. at 10
- Claim Construction › Intrinsic evidence (Phillips canons) › Plain and ordinary meaning to a POSITATerm construed petitioner constructionDecided for petitioner
“We agree with Petitioner that “gm boosting” is the only gm enhancement referred to in the ’074 patent, that the ’074 patent uses the terms “gm enhanced” and “gm-boost” synonymously, and that Patent Owner has failed to point to any credible intrinsic evidence of this alleged distinction. Although, “[i]n the absence of any evidence to the contrary, we must presume that the use of . . . different terms in the claims connotes different meanings, CAE Screenplates Inc. v. Heinrich Fiedler GmbH, 224 F.3d 1308, 1317 (Fed. Cir. 2000), in this case there is evidence to the contrary. In particular, the ’074 patent never refers to “gm enhancement” as a function separate from “gm boosting.” Indeed, the transistors (368, 370, and 382) that Patent Owner identifies as performing the function of “gm enhancement” are disclosed as part of a “gm-boost stage.” Ex. 1001, 5:8–24. Patent Owner’s alleged separation of Figure 3B into distinct “gm boosting” and “gm enhancement” is not consistent with the intrinsic evidence and is based on the conclusory testimony of Dr. Taylor. Thus, based on the evidence of record, we disagree with Patent Owner’s proposed construction distinguishing the terms “gm enhanced” and “gm-boost” in claim 1. Rather, we find persuasive Petitioner’s argument that a person of ordinary skill in the art would have regarded these terms to be synonymous. We need not otherwise construe these two terms to resolve the contested issues in this proceeding. 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 12
- Obviousness (§103) › Motivation to combine / reasonable expectation of successMotivation foundDecided for petitioner
“We find Petitioner’s argument persuasive that a person of ordinary skill in the art would have had reason to follow Ivanov’s teachings to include an enable/disable function in Al-Shyoukh’s biasing circuit to limit that circuit’s standby current for reasons of power-efficiency. Pet. 25–26; Ex. 1002 ¶¶ 67–68. The evidence of record also suggests that an enable/disable function was well known in the art and that it would have been within the level of ordinary skill in the art to add such a function to a biasing circuit, taking into consideration any known tradeoffs. Pet. Reply 17–18; Ex. 1002 ¶¶ 60, 67–68; PO Resp. 13–14 (acknowledging that “any [person of ordinary skill in the art” would attest[ that] engineering is full of tradeoffs” and listing some of the known tradeoffs that “a [person of ordinary skill in the art] would need to consider”). We also disagree with Patent Owner’s argument that Al-Shyoukh, Rincon-Mora, or other references teach away from adding an enable/disable function to Al-Shyoukh. Patent Owner has not pointed to anything in the prior art that criticizes, discredits, or otherwise discourages investigation into the claimed invention. Meiresonne v. Google, Inc., 849 F.3d at 1382.” slip op. at 34
Patent outcomesUS 9,471,074 unpatentableClaim construction§ 103 obviousnesscites Phillips · KSR · GrahamPatents in suitUS 9,471,074 - Tiktok Inc. v. Ntech Properties, Inc.Some claims unpatentablePTAB · Feb 6, 2026 · IPR2024-01340 · APJ Terrence W Mcmillin · IPR · Final written decision
Claims 1–12 and 14–18 are unpatentable as obvious over Whitehead, alone or with Marcus ’904; claims 13 and 19–24 were not shown unpatentable.
RulingsFinal written decision- Obviousness (§103) › Graham factors (scope of art, differences, level of skill)UnpatentableNot shown unpatentableMixed
“establishes that the subject matter of independent claim 19 would have been obvious in view of Whitehead. Claim 19 recites “an aggregator having a memory and a processor, the processor adapted for . . . providing an output signal including data indicative of the selection and of user data.” Ex. 1001, 15:51–16:3. As discussed above (Section II.C.2), we construe claim 19 as requiring a signal including both “data indicative of the selection and of user data.” Accordingly, we consider whether Petitioner has shown that Whitehead teaches or suggests that the “aggregator” “provid[e] an output signal including” both “data indicative of the selection and of user data.”” slip op. at 46
- Expert testimonyOther
“Cristofalo’s “user identifiers” represent data about users that Cristofalo’s system uses to “select a specific media object” (advertisements) from received “multi-object programming data.” Cristofalo at ¶ [0048]. For example, a user identifier may indicate that a given user is a Coca-Cola drinker, and when the receiving system receives the multi-object programming data it can select a particular media object out of several possible media objects (e.g., a Pepsi advertisement) to push to the user. Id. This user data exists independently of, and does not relate to, any particular media stream or streams. See Goodrich PO Resp. Decl. at ¶ 135. Petitioner seems to recognize this when tersely referring to “user identifiers” as “data,” not “data relating to a plurality of streams.” Pet. at 71. Accordingly, Cristofalo’s “user identifiers” are not the claimed “data related to the plurality of media streams.” Goodrich PO Resp. Decl. at ¶ 136.” slip op. at 73
Patent outcomesUS 8,145,704 mixed§ 103 obviousnesscites GrahamPatents in suitUS 8,145,704 - Caption Health, Inc v. University Of British ColumbiaInstitution deniedPTAB · Dec 19, 2025 · IPR2025-01066 · APJ Mary C Hoffman · IPR · Institution
Institution was denied because Petitioner did not show a reasonable likelihood that any challenged claim was unpatentable, including failure to show the claimed image-receiving quality-assessment neural network.
RulingsInstitution decision- PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)Institution denied meritsInstitution denied
“review. 35 U.S.C. § 314; 37 C.F.R. § 42.4(a). Under 35 U.S.C. § 314(a), an inter partes review may not be instituted “unless . . . the information presented in the petition . . . and any response . . . 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.” Based on the current record and for the reasons explained below, Petitioner has not demonstrated a reasonable likelihood of prevailing with respect to at least one of the challenged claims of the ’591 patent. Thus, we do not institute this inter partes review.” slip op. at 2
- Skill levelSkill level petitioner adoptedDecided for petitioner
“Because Petitioner’s formulation is supported by declaratory testimony and appears consistent with the level of skill reflected in the asserted prior art and the ’591 patent, and because Patent Owner does not provide any supporting evidence, we adopt Petitioner’s formulation of the level of ordinary skill in the art. See Ex. 1002 ¶¶ 31–33. Our decision would be the same regardless of the differences between Petitioner’s and Patent Owner’s formulations.” slip op. at 10
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededOther
“The parties do not propose any express claim construction. Pet. 11– 12; Prelim Resp. 17. We also determine that no express claim construction is necessary for our Decision, apart from that discussed in our below analysis. See Nidec Motor Corp. v. Zhongshan Broad Ocean Motor Co., 868 F.3d 1013, 1017 (Fed. Cir. 2017) (holding that only terms in controversy must be construed “and only to the extent necessary to resolve the controversy”) (citing 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
“Petitioner also fails to provide sufficient rationale and a reasonable expectation of success in combining Krishnan and Lee to arrive at a quality assessment neural network configured to receive an image. See Pet. 34–37. For example, the Petition lacks an explanation of why a POSITA would have been motivated to modify Krishnan’s quality assessment neural network to be configured to receive an image, instead of extracted features, in view of Lee’s image-receiving category classifying neural network. Id. Without such further explanation, Petitioner’s challenge falls short. Petitioner’s argument that neural networks for image quality assessment were “well-known” is not persuasive—it does not address the particular scope of limitation 1i, which also requires that the neural network is configured to receive images. Pet. 35 (citing Ex. 1002 ¶¶ 47–51, 118; Exs. 1017, 1023, 1024, 1026). Petitioner’s argument that combining Krishnan and Lee “would merely amount to applying known work from the field . . . to yield predictable results” is not persuasive because the Petition ties this reasoning to modifying Krishnan with Lee’s view-category-specific assessment parameters, not modifying Krishnan’s quality assessment neural network to receive images instead of extracted features. Id. at 37 (citing Ex. 1002 ¶ 126). Lastly, we note Petitioner’s expert’s discussion regarding neural networks for image quality assessments. Ex. 1002 ¶¶ 43–53 (citing Exs. 1010, 1015, 1016, 1017, 1018, 1023, 1024, 1026). However, the Petition does not explain how this evidence demonstrates that the proposed combination teaches or suggests a quality assessment neural network configured to receive images, or that such would have been obvious in the context of the claimed invention. See Pet. 32–37.” slip op. at 19
Claim construction§ 103 obviousnesscites Phillips · KSR · GrahamPatents in suitUS 11,129,591 - Nokia Of America Corporation / AT&T Services, Inc. v. Iarnach Technologies LimitedSome claims unpatentablePTAB · Dec 10, 2025 · IPR2024-00899 · APJ Christopher L Ogden · IPR · Final written decision
Claims 1–3, 5, 10, 11, and 14 are unpatentable as obvious; claims 4, 12, 13, and 15 were not shown unpatentable under the asserted § 103 grounds.
RulingsFinal written decision- Skill levelSkill level petitioner adoptedDecided for petitioner
“(citing Ex. 1003 ¶ 22). Patent Owner does not contest this proposed level of ordinary skill. PO Resp. 5. Also, neither party argues that the precise level of ordinary skill would be dispositive in this proceeding. We adopt Petitioner’s proposed level of ordinary skill because it is undisputed, supported by testimonial evidence, and consistent with the asserted prior art and the types of problems and solutions in the ’892 patent. See, e.g., Ex. 1001, 1:19–2:8.” slip op. at 9
- Claim Construction › Intrinsic evidence (Phillips canons) › Plain and ordinary meaning to a POSITAPlain and ordinary meaningDecided for petitioner
“We agree with Petitioner. The evidence of record, including the ’892 patent and its prosecution history,9 indicates that the ordinary and customary meaning of “transitioning . . . from . . . to” encompasses both direct and indirect transitions. Looking first to the claim language itself, the word “directly” appears in claims 1, 6, and 10, but not claim 14, presumptively suggesting that claim 14 was intended to more broadly capture systems with either direct or indirect transitions. See CAE Screenplates Inc. v. Heinrich Fiedler GmbH, 224 F.3d 1308, 1317 (Fed. Cir. 2000) (“In the absence of any evidence to the contrary, we must presume that the use of . . . different terms in the claims connotes different meanings.”). Holding otherwise would fail to give any effect to the word “direct” as it appears in claims 1, 6, and 10. See Stumbo v. Eastman Outdoors, Inc., 508 F.3d 1358, 1362 (Fed. Cir. 2007) (denouncing claim constructions methodologies that render phrases in claims superfluous).” slip op. at 12
- Expert testimonyPetitioner expert creditedOther
“predictable and well-motivated variation of G.987.3, at the time of the claimed invention, to include a direct transition between the ONU’s two low-power states. See KSR v. Teleflex, 550 U.S. at 417 (“When a work is available in one field of endeavor, design incentives and other market forces can prompt variations of it, . . . . If a person of ordinary skill can implement a predictable variation, § 103 likely bars its patentability.”). We credit Dr. Sergienko’s testimony that a person of ordinary skill in the art would have been motivated to reduce power consumption and would have looked to ways of modifying G.987.3 to further that design goal. See Ex. 1003 ¶ 70; see also Ex. 1007, 97 (“For a variety of reasons, it is desirable to reduce the power consumed by an ONU as much as possible . . . .”). We also credit Dr. Sergienko’s testimony that there were only a small number of ways to modify the state transitions in G.987.3’s ONU, and that it would have been obvious to consider those possibilities. Ex. 1003 ¶ 70. Patent Owner does not contest this. Dr. Litvin concedes, for Patent Owner, that “there is no conceivable way the [ITU] did not consider the proposed transition” between the ONU’s two low-power states when drafting G.987.3, although he contends the standards body prohibited such direct transitions as “a conscious and reasoned design choice.” Ex. 2007 ¶ 108; see also id. ¶ 109 (opining that there were only four possible choices for transitions in the ONU, and the ITU “undoubtedly considered all of them, including the direct transition from . . . Listen and . . . Asleep”); PO Resp 24 (conceding that “G.987 explicitly considered the very direct transitions that Petitioner say would be used”). We also find persuasive Petitioner’s additional or alternative argument that Röger would have motivated modifying G.987.3 by allowing the ONU, while in sleep mode, to periodically turn on its receiver and check for messages from the OLT, which would have been direct transitions between “first” and “second” states as recited in claim 1. Pet. 20–22 & n.4; Ex. 1003 ¶¶ 82–84. The evidence suggests that modifying G.987 as Petitioner proposes would have been within the abilities of a person of the ordinary skill in the art at the time of the claimed invention—either to add a direct transition between Listen and Asleep states or to allow the ONU, while in its sleep (both transmitter and receiver off) mode, to periodically turn on its receiver temporarily to listen for polling messages from the OLT, as Röger teaches. Pet. 11–12, 14–15, 19; Ex. 1003 ¶¶ 70, 74. We also agree with Petitioner that there would have been motivation” slip op. at 26
- Obviousness (§103) › Motivation to combine / reasonable expectation of successMotivation foundReasonable expectation foundDecided for petitioner
“We find persuasive Petitioner’s arguments that it would have been a predictable and well-motivated variation of G.987.3, at the time of the claimed invention, to include a direct transition between the ONU’s two low-power states. See KSR v. Teleflex, 550 U.S. at 417 (“When a work is available in one field of endeavor, design incentives and other market forces can prompt variations of it, . . . . If a person of ordinary skill can implement a predictable variation, § 103 likely bars its patentability.”). We credit Dr. Sergienko’s testimony that a person of ordinary skill in the art would have been motivated to reduce power consumption and would have looked to ways of modifying G.987.3 to further that design goal. See Ex. 1003 ¶ 70; see also Ex. 1007, 97 (“For a variety of reasons, it is desirable to reduce the power consumed by an ONU as much as possible . . . .”). We also credit Dr. Sergienko’s testimony that there were only a small number of ways to modify the state transitions in G.987.3’s ONU, and that it would have been obvious to consider those possibilities. Ex. 1003 ¶ 70. Patent Owner does not contest this. Dr. Litvin concedes, for Patent Owner, that “there is no conceivable way the [ITU] did not consider the proposed transition” between the ONU’s two low-power states when drafting G.987.3, although he contends the standards body prohibited such direct transitions as “a conscious and reasoned design choice.” Ex. 2007 ¶ 108; see also id. ¶ 109 (opining that there were only four possible choices for transitions in the ONU, and the ITU “undoubtedly considered all of them, including the direct transition from . . . Listen and . . . Asleep”); PO Resp 24 (conceding that “G.987 explicitly considered the very direct transitions that Petitioner say would be used”). We also find persuasive Petitioner’s additional or alternative argument that Röger would have motivated modifying G.987.3 by allowing the ONU, while in sleep mode, to periodically turn on its receiver and check for messages from the OLT, which would have been direct transitions between “first” and “second” states as recited in claim 1. Pet. 20–22 & n.4; Ex. 1003 ¶¶ 82–84. The evidence suggests that modifying G.987 as Petitioner proposes would have been within the abilities of a person of the ordinary skill in the art at the time of the claimed invention—either to add a direct transition between Listen and Asleep states or to allow the ONU, while in its sleep (both transmitter and receiver off) mode, to periodically turn on its receiver temporarily to listen for polling messages from the OLT, as Röger teaches. Pet. 11–12, 14–15, 19; Ex. 1003 ¶¶ 70, 74.” slip op. at 26
Patent outcomesUS 9,806,892 mixedClaim construction§ 103 obviousnesscites Phillips · KSR · GrahamPatents in suitUS 9,806,892 - DISH Network LLC v. Entropic Communications, LLCSome claims unpatentablePTAB · Nov 14, 2025 · IPR2024-00373 · APJ Jon M Jurgovan · IPR · Remand
Claims 1, 4–8, and 10–16 are unpatentable under § 103; claims 2, 3, 9, and 17 were not shown unpatentable on any asserted ground.
RulingsRemand decision- RemandOther
“The Director then issued an Order, Paper 47 (“Director’s Order” or “Dir. Ord.”) granting Director Review, vacating-in-part the Final Written Decision, and remanding the case to this Board panel for proceedings consistent with the Order. The Director vacated-in-part the Final Written Decision because it did not sufficiently address Patent Owner’s arguments with respect to claim 17 (and similar claims 2 and 9). We have jurisdiction under 35 U.S.C. § 6. This Final Written Decision on Remand from Director Review is entered pursuant to 35 U.S.C. § 318(a). Having reviewed the complete trial record, we determine that Petitioner has shown, by a preponderance of the evidence, that the challenged claims are unpatentable except for claims 2, 3, 9, and 17.” slip op. at 3
- Skill levelSkill level petitioner adoptedDecided for petitioner
“B. Level of Ordinary Skill in the Art The person of ordinary skill in the art is a hypothetical person who is” slip op. at 13
- Obviousness (§103) › Analogous artAnalogous artDecided for petitioner
“2. Analogous Art – DSL-Book A reference is analogous art to the claimed invention if: (1) the” slip op. at 75
- Obviousness (§103) › Motivation to combine / reasonable expectation of success › Teaching awayTeaching away not foundDecided for petitioner
“4. Motivation to Combine Amit and Jacobsen Petitioner contends that a POSITA would have modified “Amit’s” slip op. at 31
Patent outcomesUS 7,594,249 mixed§ 103 obviousnesscites KSRPatents in suitUS 7,594,249 - PTAB · Nov 6, 2025 · IPR2025-00820 · APJ Neil T Powell · IPR · Institution
The Board instituted IPR on claims 1–11 on all petition grounds, finding a reasonable likelihood that claim 1 would have been obvious over Tadros, Porter, Kalili, and Texin 990R.
RulingsInstitution decision- PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)InstitutedInstituted
“review. See 35 U.S.C. § 314; 37 C.F.R. § 42.4(a). To institute an inter partes review, we must determine that the information presented in the Petition and the Preliminary Response shows “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). For the reasons set forth below, we determine that there is a reasonable likelihood that Petitioner will prevail with respect to at least one challenged claim. We institute an inter partes review of claims 1–11 based on the grounds set forth in the Petition.” slip op. at 2
- Skill levelSkill level petitioner adoptedDecided for petitioner
“Pet. 17–18 (citing Ex. 1007 ¶¶ 13–15). Patent Owner does not dispute Petitioner’s explanation of the level of skill in the art. See generally Prelim. Resp. At this stage of the proceeding and on the present record, we adopt Petitioner’s uncontested proposed level of ordinary skill in the art, which we find consistent with the level of ordinary skill in the art reflected by the ’090 patent and the prior art of record. See Okajima v. Bourdeau, 261 F.3d 1350, 1355 (Fed. Cir. 2001); In re GPAC Inc., 57 F.3d 1573, 1579 (Fed. Cir. 1995); In re Oelrich, 579 F.2d 86, 91 (CCPA 1978).” slip op. at 8
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededOther
“Additionally, only terms that are in controversy need to be construed, and these need be construed only to the extent necessary to resolve the controversy. See Realtime Data, LLC v. Iancu, 912 F.3d 1368, 1375 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)). Both parties indicate that no claim terms need to be expressly construed. Pet. 29–30; Prelim. Resp. 5. Consistent with that, we determine that we need not construe any claim terms expressly in order to resolve the parties’ dispute regarding whether Petitioner has demonstrated a reasonable likelihood of prevailing.” slip op. at 8
- Obviousness (§103) › Analogous artAnalogous artDecided for petitioner
“Weighing the parties’ arguments and evidence, we find Petitioner’s arguments and evidence sufficient at this stage to demonstrate a reasonable likelihood of prevailing. Pet. 8–17, 30–49. For example, regarding whether of Porter’s disclosure to the problem faced by inventor of the ’090 patent. Pet. 8; Ex. 1007 ¶¶ 98–108, 125–127, 144–164. The ’090 patent illustrates that its inventor faced the problem of selecting desirable materials for an aligner, including selecting a desirable material for an aligner’s hard layer. Ex. 1001, 5:44–59. Petitioner and Dr. Osswald provide significant evidence and reasoning tending to show that Porter’s discussion of Tritan logically would have commended itself to the attention of an inventor facing the problem of selecting an aligner hard layer. Pet. 8 (citing Ex. 1007 ¶¶ 98–108, 125–127, 144–164). For example, Dr. Osswald explains that “because Tritan copolyesters are BPA-free, Rafih specifically discloses Tritan EX401 as an exemplary material” for its oral appliance. Id. ¶ 99 (citing Ex. 1104, 5:4–64, claims 2, 9, 10). In view of this, Dr. Osswald testifies that “Rafih would inform a [person of ordinary skill in the art] that Porter’s guidance regarding replacing polycarbonate with Tritan applies to dental appliances.” Ex. 1007 ¶ 146. At this stage, weighing Petitioner’s evidence against Patent Owner’s contrary attorney argument that Porter focuses on dishware, we determine Petitioner has shown sufficiently that Porter is analogous art. Pet. 8; Ex. 1007 ¶¶ 98–108, 125–127, 144–164; Prelim. Resp. 1, 9–10, 18–21.” slip op. at 11
Claim construction§ 103 obviousnesscites PhillipsPatents in suitUS 11,648,090 - PTAB · Nov 6, 2025 · IPR2025-00821 · APJ Neil T Powell · IPR · Institution
The Board instituted review of claims 1–23, 25, and 26 on all asserted grounds, finding a reasonable likelihood that claim 1 would have been obvious over Tadros, Porter, Kalili, and Texin 990R.
RulingsInstitution decision- PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)InstitutedInstituted
“We have authority to determine whether to institute an inter partes review. See 35 U.S.C. § 314; 37 C.F.R. § 42.4(a). To institute an inter partes review, we must determine that the information presented in the Petition and the Preliminary Response shows “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). For the reasons set forth below, we determine that there is a reasonable likelihood that Petitioner will prevail with respect to at least one challenged claim. We institute an inter partes review of claims 1–23, 25, and 26 based on the grounds set forth in the Petition.” slip op. at 2
- Skill levelSkill level petitioner adoptedDecided for petitioner
“Pet. 17 (citing Ex. 1007 ¶¶ 13–15). Patent Owner does not dispute Petitioner’s explanation of the level of skill in the art. See generally Prelim. Resp. At this stage of the proceeding and on the present record, we adopt Petitioner’s uncontested proposed level of ordinary skill in the art, which we find consistent with the level of ordinary skill in the art reflected by the ’090 patent and the prior art of record. See Okajima v. Bourdeau, 261 F.3d 1350, 1355 (Fed. Cir. 2001); In re GPAC Inc., 57 F.3d 1573, 1579 (Fed. Cir. 1995); In re Oelrich, 579 F.2d 86, 91 (CCPA 1978).” slip op. at 8
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededOther
“Additionally, only terms that are in controversy need to be construed, and these need be construed only to the extent necessary to resolve the controversy. See Realtime Data, LLC v. Iancu, 912 F.3d 1368, 1375 (Fed. Cir. 2019) (“The Board is required to construe ‘only those terms . . . controversy.’”) (quoting Vivid Techs., Inc. v. Am. Sci. & Eng’g, Inc., 200 F.3d 795, 803 (Fed. Cir. 1999)). Neither party indicates that we need to construe expressly any claim terms. Pet. 27–28; Prelim. Resp. 5. Consistent with that, we determine that we need not construe any claim terms expressly in order to resolve the parties’ dispute regarding whether Petitioner has demonstrated a reasonable likelihood of prevailing.” slip op. at 8
- Obviousness (§103) › Analogous artAnalogous artDecided for petitioner
“arguments and evidence sufficient at this stage to demonstrate a reasonable likelihood of prevailing. Pet. 8–17, 53–71. For example, regarding whether Porter is analogous art, Petitioner sufficiently shows reasonable pertinence of Porter’s disclosure to the problem faced by inventor of the ’091 patent. Pet. 8; Ex. 1007 ¶¶ 98–108, 125–127, 146–165. The ’091 patent illustrates that its inventor faced the problem of selecting desirable materials for an aligner, including selecting a desirable material for an aligner’s hard layer. Ex. 1001, 5:44–59. Petitioner and Dr. Osswald provide significant evidence and reasoning tending to show that Porter’s discussion of Tritan logically would have commended itself to the attention of an inventor facing the problem of selecting an aligner hard layer. Pet. 8 (citing Ex. 1007 “because Tritan copolyesters are BPA-free, Rafih specifically discloses Tritan EX401 as an exemplary material” for its oral appliance. Id. ¶ 99 (citing Ex. 1104, 5:4–64, claims 2, 9, 10). In view of this, Dr. Osswald testifies that “Rafih would inform a [person of ordinary skill in the art] that Porter’s guidance regarding replacing polycarbonate with Tritan applies to dental appliances.” Ex. 1007 ¶ 147. At this stage, weighing Petitioner’s evidence against Patent Owner’s countervailing attorney argument that Porter focuses on dishware, we determine Petitioner has shown sufficiently that Porter is analogous art. Pet. 8; Ex. 1007 ¶¶ 98–108, 125–127, 146–165; Prelim. Resp. 1–2, 9–10, 34–36.” slip op. at 13
Claim construction§ 103 obviousnesscites PhillipsPatents in suitUS 11,648,091
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.