- Tesla, Inc. v. Autonomous Devices, LLCAll claims unpatentablePTAB · Jan 3, 2025 · IPR2023-01173 · APJ Robert J Weinschenk · IPR · Final written decision
Claims 10, 11, 25, 27, and 30 are unpatentable under § 103 over Grotmol, Grotmol and Hickman, or Grotmol and Hoffman.
RulingsFinal written decision- Skill levelSkill level petitioner adoptedDecided for petitioner
“B. Level of Ordinary Skill in the Art Petitioner argues that a person of ordinary skill in the art would have had “(1) a bachelor’s degree in electrical engineering, computer engineering, computer science, systems engineering, or equivalent course work with two to three years of work experience in computer vision, image/video processing, and/or machine learning; or (2) a master’s degree in electrical engineering, computer engineering, computer science, systems engineering, or equivalent course work with a focus in computer vision, image/video processing, and/or machine learning.” Pet. 3–4 (citing Ex. 1003 ¶ 41). Petitioner’s description of the level of ordinary skill in the art is supported by the testimony of Petitioner’s declarant, Dr. Jason Janet. Ex. 1003 ¶ 41. Patent Owner “adopts” Petitioner’s description of the level of ordinary skill in the art. PO Resp. 5. We also adopt Petitioner’s description for the purposes of this Decision.” slip op. at 6
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededNot reached
“C. Claim Construction In an inter partes review proceeding, a patent claim is construed using the same standard used in a civil action under 35 U.S.C. § 282(b), including construing the claim in accordance with the ordinary and customary meaning of the claim as understood by one of ordinary skill in the art and the prosecution history pertaining to the patent. 37 C.F.R. § 42.100(b). Neither party proposes an express construction for any claim terms. Pet. 5; PO Resp. 9. We determine that no claim terms require an express construction to resolve the parties’ disputes regarding the asserted grounds of unpatentability. See Sections II.D–II.F.” slip op. at 6
- Expert testimonyPetitioner expert creditedPatent owner expert discountedDecided for petitioner
“Patent Owner’s arguments are unavailing. Grotmol teaches that a user may train a robot to learn “simple” and “complex” tasks. Ex. 1005, 24:17– 23. The evidence of record indicates that a person of ordinary skill in the art would have known to use different trainers “to train behaviors involving different levels of complexity in order to take advantage of the varying skills and knowledge of trainers.” Ex. 1003 ¶ 341. Thus, based on Grotmol’s teaching that a robot can learn both simple and complex tasks, a person of ordinary skill in the art would have had a specific reason for different users to train Grotmol’s robot for different behaviors, namely, to benefit from the users’ varying skills and knowledge. Pet. 25; Ex. 1003 ¶ 341; Ex. 1005, 24:17–23. Grotmol also teaches that a user may train a robot “using a gamepad (or other input device . . . ).” Ex. 1005, 26:9–13; see id. at 33:18–21. The evidence of record indicates that “switching users would be as simple as handing off a gamepad or other remote device used for controlling the robot from one user to another.” Ex. 1010 ¶ 73. Neither Patent Owner nor its declarant, Dr. Eli Saber, explains specifically why handing Grotmol’s gamepad to a different user would have created “complexities of combining the mixed knowledge into a single knowledgebase” or required “identifying each user to store particular learned operations and preferences in portions of the knowledgebase for user-specific autonomous operations.” See PO Resp. 14–15; PO Sur-reply 9; Ex. 2007 ¶¶ 128–130. Thus, based on Grotmol’s teaching of using a gamepad to train a robot, it would have been simple and straightforward for different users to train Grotmol’s robot for different behaviors. Ex. 1005, 26:9–13, 33:18–21; Ex. 1010 ¶ 73.” slip op. at 12
- Obviousness (§103) › Motivation to combine / reasonable expectation of successMotivation foundReasonable expectation foundUnpatentable
“4. Reason to Combine Petitioner asserts that a person of ordinary skill in the art would have had reason to combine the cited teachings of Grotmol and Hickman. Pet. 27–30 (citing Ex. 1003 ¶¶ 159–166). We agree with Petitioner’s rationale. Specifically, it would have been obvious to a person of ordinary skill in the art to combine Grotmol and Hickman so that Grotmol’s robots share training sets using Hickman’s shared robot knowledgebase. Id. at 30; Ex. 1003 ¶ 166. Doing so would have been obvious because Grotmol teaches sharing training sets between robots, and Hickman’s shared robot knowledgebase would facilitate wider and faster sharing of Grotmol’s training sets. Pet. 27–29; Ex. 1003 ¶¶ 160–161, 164; Ex. 1005, 33:27–32; Ex. 1007, 1:38–41, 5:41–46, 11:31–41. In addition, a person of ordinary skill in the art would have had a reasonable expectation of success in using Hickman’s shared robot knowledgebase with Grotmol’s robot because Hickman’s shared robot knowledgebase would “not interfere” with Grotmol’s robot. Pet. 30; Ex. 1003 ¶ 166.” slip op. at 24
Patent outcomesUS 11,055,583 unpatentableClaim construction§ 103 obviousnesscites GrahamPatents in suitUS 11,055,583 - Tesla, Inc. v. Autonomous Devices, LLCSome claims unpatentablePTAB · Jan 3, 2025 · IPR2023-01172 · APJ Robert J Weinschenk · IPR · Final written decision
Claims 1–9, 11–14, 16–24, 26, 28, 29, and 31–34 are unpatentable as anticipated by Grotmol; claim 15 was not shown unpatentable because Grotmol does not disclose its required sequence.
RulingsFinal written decision- Skill levelSkill level petitioner adoptedDecided for petitioner
“B. Level of Ordinary Skill in the Art Petitioner argues that a person of ordinary skill in the art would have had “(1) a bachelor’s degree in electrical engineering, computer engineering, computer science, systems engineering, or equivalent course work with two to three years of work experience in computer vision, image/video processing, and/or machine learning; or (2) a master’s degree in electrical engineering, computer engineering, computer science, systems engineering, or equivalent course work with a focus in computer vision, image/video processing, and/or machine learning.” Pet. 3–4 (citing Ex. 1003 ¶ 41). Petitioner’s description of the level of ordinary skill in the art is supported by the testimony of Petitioner’s declarant, Dr. Jason Janet. Ex. 1003 ¶ 41. Patent Owner “adopts” Petitioner’s description of the level of ordinary skill in the art. PO Resp. 4–5. We also adopt Petitioner’s description for the purposes of this Decision.” slip op. at 5
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededNot reached
“The parties appear to agree that the term “connection” refers to a relationship, but dispute whether it includes a link. PO Resp. 7; Pet. Reply 23. We need not resolve this claim construction issue in order to resolve the parties’ disputes about the asserted ground of unpatentability. Specifically, as discussed below, even if we assume for the purposes of this Decision that the term “connection” means a “relationship that includes a link,” the asserted prior art still discloses the disputed claim limitation. See Section II.D.23.” slip op. at 6
- Claim Construction › Intrinsic evidence (Phillips canons) › Plain and ordinary meaning to a POSITATerm construed patent owner constructionDecided for patent owner
“We agree with Patent Owner that claim 15 requires modifying the first instruction set before determining the modified first instruction set based on an at least partial match between the new digital picture and the first digital picture. Claim 15 recites “modifying: the first one or more instruction sets” and “determining the modified the first one or more instruction sets . . . based on the at least partial match between the new one or more digital pictures and the first one or more digital pictures.” Ex. 1001, 162:65–163:15 (emphasis added). The phrase “the modified . . . instruction sets” in the determining limitation indicates an order because it refers back to the instruction sets modified in the modifying limitation. Id. Further, the phrase “based on the at least partial match” indicates that a partial match between the new picture and the first picture returns the modified first instruction set. Id. In order for a partial match to return the modified first instruction set, it is logical that the first instruction set previously was modified and correlated to the first picture. Id. Thus, claim 15 indicates that the modifying limitation is performed before the determining limitation. See Altiris, Inc. v. Symantec Corp., 318 F.3d 1363, 1369 (Fed. Cir. 2003) (“First, we look to the claim language to determine if, as a matter of logic or grammar, [the recited steps] must be performed in the order written.”).” slip op. at 8
- Claim Construction › Functional claiming / §112(f) means-plus-function › Whether §112(f) applies (Williamson, nonce words)§112(f) appliesDecided for petitioner
“3. Means-plus-function limitations Petitioner contends that the corresponding structure for the “means for receiving or generating a first one or more digital pictures,” the “means for receiving or generating a first one or more instruction sets for operating the first device,” and the “means for learning the first one or more digital pictures correlated with the first one or more instruction sets for operating the first device” in claim 34 is “one or more processor circuits.” Pet. 4 (citing Ex. 1001, 16:8–60). Patent Owner does not dispute Petitioner’s proposed construction. PO Resp. 11. We adopt Petitioner’s proposed construction for purposes of this Decision. D. Anticipation of Claims 1–9, 11–24, 26, 28, 29, and 31–34 by Grotmol Petitioner argues that claims 1–9, 11–24, 26, 28, 29, and 31–34 are” slip op. at 10
Patent outcomesUS 11,055,583 mixedClaim construction§ 102 anticipationPatents in suitUS 11,055,583 - PTAB · Dec 16, 2024 · IPR2024-01012 · APJ Julia Heaney · IPR · Institution
The Board instituted IPR on claims 1–16 and all asserted grounds, finding a reasonable likelihood of unpatentability and declining Fintiv discretionary denial.
RulingsInstitution decision- PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)InstitutedInstituted
“Institution of an inter partes review is authorized by statute when “the information presented in the petition . . . shows that there is a reasonable likelihood that the petitioner would prevail with respect to at least 1 of the claims challenged in the petition.” 35 U.S.C. § 314(a). Upon consideration of the Petition in view of the record at this stage, we determine that Petitioner has established a reasonable likelihood that it would prevail in showing the unpatentability of at least one claim challenged in the Petition. We also determine that the arguments and evidence of record do not support discretionary denial of the Petition under 35 U.S.C. § 314(a). Accordingly, we grant institution of an inter partes review of all claims and all grounds asserted in the Petition.1” slip op. at 2
- Obviousness (§103) › Motivation to combine / reasonable expectation of successMotivation foundReasonable expectation foundInstituted
“parties on the present record, we are persuaded Petitioner sufficiently shows the combination of Bosnyak-392 and Son teaches or suggests all of the limitations of claim 1, and sufficiently explains how a person of ordinary skill in the art would have used Bosnyak-392’s teaching of using exfoliated, open-ended carbon nanotube fibers having two different aspect ratios in a composition with improved electrical and mechanical properties, with Son’s implementation of a specific bimodal distribution of aspect ratios, to arrive at the composition of claim 1 with a reasonable expectation of success. We do not find persuasive Patent Owner’s arguments that Bosnyak- 392 teaches away from using nanotubes with a lower aspect ratio, or that Bosnyak-392 has an objective of maintaining longer nanotubes. See Prelim. Resp. 5–9. Patent Owner’s arguments appear to be based on a mischaracterization of Bosnyak-392, which read as a whole, discusses methods for exfoliating carbon nanotubes and physical properties of exfoliated nanotubes, such as length and diameter, that are not apparent when the nanotubes are aggregated. E.g., Ex. 1005 ¶ 37. Although Bosnyak-392 recognizes that nanotube exfoliating techniques tend to reduce nanotube length (see Ex. 1003 ¶ 28), it does not discourage the use of shorter nanotubes. Rather, it recognizes that using short and long nanotubes together can produce a composite with improved electrical and mechanical properties. See id. (citing Ex. 1005 ¶ 73). See In re Fulton, 391 F.3d 1195, 1201 (Fed. Cir. 2004) (a reference does not teach away from a claimed invention unless it “criticizes, discredits, or otherwise discourages” the claimed solution).” slip op. at 17
- Obviousness (§103) › Motivation to combine / reasonable expectation of success › Teaching awayTeaching away not foundDecided for petitioner
“We do not find persuasive Patent Owner’s arguments that Bosnyak- 392 teaches away from using nanotubes with a lower aspect ratio, or that Bosnyak-392 has an objective of maintaining longer nanotubes. See Prelim. Resp. 5–9. Patent Owner’s arguments appear to be based on a mischaracterization of Bosnyak-392, which read as a whole, discusses methods for exfoliating carbon nanotubes and physical properties of exfoliated nanotubes, such as length and diameter, that are not apparent when the nanotubes are aggregated. E.g., Ex. 1005 ¶ 37. Although Bosnyak-392 recognizes that nanotube exfoliating techniques tend to reduce nanotube length (see Ex. 1003 ¶ 28), it does not discourage the use of shorter nanotubes. Rather, it recognizes that using short and long nanotubes together can produce a composite with improved electrical and mechanical properties. See id. (citing Ex. 1005 ¶ 73). See In re Fulton, 391 F.3d 1195, 1201 (Fed. Cir. 2004) (a reference does not teach away from a claimed invention unless it “criticizes, discredits, or otherwise discourages” the claimed solution).” slip op. at 18
- PTAB / AIA Trials › Discretionary denial › Fintiv (parallel litigation)Decided for petitioner
“Having considered both sides’ arguments as to Fintiv factors 2 and 3, we determine that the considerations of these factors weigh against exercising discretionary denial. Neither party directs us to any substantive order issued by the district court in the parallel litigation, which indicates the court has not yet considered claim construction or potential invalidity of the ’282 patent. The Markman hearing will not occur until June 2025, and the expert discovery cutoff is not until August 2025. Ex. 2002. Thus, although the parties have begun discovery as to invalidity issues, much further work remains in the parallel district court litigation. We also take into account Petitioner’s prompt filing of the Petition, as weighing against exercising discretionary denial. See Fintiv 11 (“If the evidence shows that the petitioner filed the petition expeditiously, such as promptly after becoming aware of the claims being asserted, this fact has weighed against exercising the authority to deny institution . . . .”).” slip op. at 34
Claim construction§ 103 obviousnessDiscretionary denialcites KSR · GrahamPatents in suitUS 10,608,282 - PTAB · Dec 16, 2024 · IPR2024-01005 · APJ Julia Heaney · IPR · Institution
The Board instituted IPR on claims 1–23 and all asserted grounds, finding a reasonable likelihood that at least one challenged claim would have been shown unpatentable.
RulingsInstitution decision- PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)InstitutedInstituted
“Institution of an inter partes review is authorized by statute when “the information presented in the petition . . . shows that there is a reasonable likelihood that the petitioner would prevail with respect to at least 1 of the claims challenged in the petition.” 35 U.S.C. § 314(a) (2018). Upon consideration of the Petition, the Preliminary Response, and the evidence of record, we determine that Petitioner has established a reasonable likelihood that it would prevail in showing the unpatentability of at least one claim challenged in the Petition. We also determine that the arguments and evidence of record do not support discretionary denial under 35 U.S.C. § 314(a). Accordingly, we institute an inter partes review of all claims and all grounds asserted in the Petition.1” slip op. at 2
- PTAB / AIA Trials › Discretionary denial › Fintiv (parallel litigation)Denied
“under the sixth Fintiv factor only after a determination that the first five Fintiv factors favor discretionary denial. CommScope, 4–5. Here, we do not find the first five factors cumulatively weigh in favor of discretionary denial. Therefore, we determine that the circumstances here do not warrant an analysis of whether the Petition presents compelling merits, and the considerations of the sixth Fintiv factor weigh against exercising discretionary denial. F. Conclusion Having considered the parties’ arguments in view of the Fintiv factors, and taking into account Petitioner’s stipulation, we determine that the circumstances here do not warrant exercising discretion under § 314(a) to deny institution. IV.” slip op. at 35
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededNot reached
“Thus, although both parties indicate that no claim construction is necessary at this stage of the proceeding, it is apparent that they disagree as to the meaning of “discrete carbon nanotubes.” While Petitioner appears to construe “discrete carbon nanotubes” as “nanotubes that are generally individually distinct” (Pet. 13), Patent Owner argues a more restricted construction requiring that “discrete carbon nanotubes” not be reacted with other components. Prelim. Resp. 3. The evidence relating to claim 10 In quotations from the Preliminary Response throughout this Decision, we have retained bolding and underlining added to the text by Patent Owner. construction that Patent Owner offers on the current record, however, does not address its proposed restriction. See id. at 9, n. 4, citing Ex. 1001, 3:9, 5:39–40 (“The ’649 Patent describes the ‘discrete carbon nanotubes’ as, for example, ‘individually dispersed’, ‘individualized carbon nanotubes’, ‘dispersed as individual nanotubes’, and ‘essentially discrete individual fibers, not entangled as a mass.’”). As discussed in Section II.D.2 below, we determine based on the record at this stage of the proceeding that Petitioner demonstrates sufficiently for purposes of institution that Sun discloses or suggests “discrete carbon nanotubes.” Therefore, we do not explicitly construe any claim terms in this Decision. See Nidec Motor Corp. v. Zhongshan Broad Ocean Motor Co., 868 F.3d 1013, 1017 (Fed. Cir. 2017) (“we need only construe terms ‘that are in controversy, and only to the extent necessary to resolve the controversy’” (quoting Vivid Techs., Inc. v. Am. Sci. & Eng’g, Inc., 200 F.3d 795, 803 (Fed. Cir. 1999))). If either party intends to argue a claim construction at trial, however, including what is the ordinary meaning of a term, they should do so in a clearly designated section of their briefing. See Patent Trial and Appeal Board Consolidated Trial Practice Guide (Nov. 21, 2019) (“CTPG”), 46, 49 (available at https://www.uspto.gov/TrialPracticeGuideConsolidated); O2 Micro Int’l Ltd. v. Beyond Innovation Tech. Co., 521 F.3d 1351, 1361 (Fed. Cir. 2008) (“A determination that a claim term ‘needs no construction’ or has the ‘plain and ordinary meaning’ may be inadequate when a term has more than one ‘ordinary’ meaning or when reliance on a term’s ‘ordinary’ meaning does not resolve the parties’ dispute.”). Claim construction arguments should not be relegated to patentability arguments on the facts.” slip op. at 7
- Skill levelSkill level petitioner adoptedDecided for petitioner
“Petitioner argues a person of ordinary skill in the art at the time of the invention “would have had at least [a] Master’s degree in materials science, chemistry, chemical engineering, a field relevant to polymer science and engineering, or the equivalent, and at least three years of experience in nanomaterials, electrochemistry, batteries, or polymer related activities.” Pet. 5 (citing Ex. 1003 ¶ 19). Petitioner further argues that “[a]dditional work experience can compensate for less formal education, and vice versa.” Id. Patent Owner does not dispute the level of ordinary skill in the art. Prelim. Resp. 4. For purposes of this decision, we adopt Petitioner’s definition of the level of ordinary skill in the art because it is consistent with the ’649 patent and the asserted prior art.” slip op. at 9
Claim construction§ 103 obviousnessDiscretionary denialcites KSR · GrahamPatents in suitUS 9,636,649 - PTAB · Dec 16, 2024 · IPR2024-01013 · APJ Jon B Tornquist · IPR · Institution
The Board instituted IPR on claims 1–4 and 7–18 on all three asserted obviousness grounds, finding a reasonable likelihood of success and declining discretionary denial.
RulingsInstitution decision- PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)InstitutedInstituted
“An inter partes review may not be instituted “unless . . . the information presented in the petition . . . shows that there is a reasonable likelihood that the petitioner would prevail with respect to at least 1 of the claims challenged in the petition.” 35 U.S.C. § 314(a) (2018). Having considered the arguments and evidence set forth by Petitioner and Patent Owner, we determine that the information presented in the Petition demonstrates a reasonable likelihood that Petitioner would prevail on at least one of the challenged claims of the ’483 patent. We also determine that the arguments and evidence of record do not support discretionary denial under either 35 U.S.C. § 314(a) or § 325(d). Accordingly, we institute an inter partes review as to all of the challenged claims of the ’483 patent on all of the grounds of unpatentability set forth therein.” slip op. at 2
- PTAB / AIA Trials › Discretionary denial › Fintiv (parallel litigation)Decided for petitioner
“We agree with Patent Owner that, “given the breadth of remaining grounds of invalidity in parallel litigation,” Petitioner’s stipulation “would only resolve a small portion of the issues before the court.” Prelim. Sur-reply 3. Nevertheless, the stipulation offered by Petitioner does mitigate, at least to some extent, concerns of “potentially conflicting decisions.” Sand Revolution at 12. Accordingly, we determine that Fintiv factor 4 weighs, at least to some extent, against exercising our authority to deny institution.” slip op. at 33
- PTAB / AIA Trials › Discretionary denial › §325(d) same art / argumentsDecided for petitioner
“During prosecution, the examiner stated that the carbon nanotubes of the applied prior art reference “are considered discrete and exfoliated . . . because they are dispersed in the composite cathode slurry mixture.” Ex. 1002, 5–6. The Board determined, however, that “without more,” the examiner’s bare statement was insufficient to address the prior art reference’s “express teaching that suggests bundling or agglomeration of carbon nanotubes.” Id. at 6 (noting that Figure 2 of the prior art reference suggested that the carbon nanotubes were in fact bundled and agglomerated). In contrast to the art and analysis provided by the examiner during prosecution, Petitioner identifies a specific disclosure in Ohata demonstrating that the carbon nanotubes are “discrete, non-agglomerated, and exfoliated.” Pet. 32–33 (citing Ex. 1004, Fig. 1(b)). In further contrast to the arguments presented during prosecution, Patent Owner identifies no disclosure in Ohata, or any other prior art reference, that would suggest that the carbon nanotubes of Ohata, Kavan, and Gong or Liu are agglomerated or non-discrete. Prelim. Resp. 22–23. As such, we determine that the prior art and arguments set forth in the Petition are not substantially the same as those previously analyzed by the Office. Thus, we decline to exercise discretion to dismiss the Petition under 35 U.S.C. § 325(d).” slip op. at 37
- Skill levelSkill level petitioner adoptedDecided for petitioner
“Petitioner contends that one of ordinary skill in the art would have had “at least a Master’s degree in materials science, chemistry, chemical engineering, a field relevant to polymer science and engineering, or the equivalent, and at least three years of experience in nanomaterials, electrochemistry, batteries, or polymer related activities.” Pet. 7. Petitioner further contends that “[a]dditional work experience can compensate for less formal education and vice versa.” Id. For purposes of its Preliminary Response, Patent Owner “does not dispute the Petition’s definition of [the] level of ordinary skill in the art.” Prelim. Resp. 3. On this record, we preliminarily adopt Petitioner’s definition of the person of ordinary skill in the art as it appears consistent with the prior art of record. See Okajima v. Bourdeau, 261 F.3d 1350, 1355 (Fed. Cir. 2001) (holding that the prior art itself can reflect the appropriate level of ordinary skill in the art).” slip op. at 6
Claim construction§ 103 obviousnessDiscretionary denialcites Phillips · KSR · GrahamPatents in suitUS 10,153,483 - PTAB · Dec 16, 2024 · IPR2024-01011 · APJ Jeffrey W Abraham · IPR · Institution
The Board instituted IPR on claims 1–5 under all asserted grounds, finding a reasonable likelihood of prevailing on at least one claim and no basis for discretionary denial.
RulingsInstitution decision- PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)InstitutedInstituted
“review. See 35 U.S.C. § 314 (2018); 37 C.F.R. § 42.4(a) (2023). The standard for instituting an inter partes review is set forth in 35 U.S.C. § 314(a), which provides that an inter partes review may not be instituted “unless the Director determines . . . there is a reasonable likelihood that the petitioner would prevail with respect to at least 1 of the claims challenged in the petition.” Having considered the arguments and evidence set forth by Petitioner and Patent Owner, we determine that the information presented in the Petition demonstrates a reasonable likelihood that Petitioner would prevail on at least one of the challenged claims of the ’924 patent. We also determine that the arguments and evidence of record do not support discretionary denial of the Petition under 35 U.S.C. § 314(a). Accordingly, we institute an inter partes review as to all of the challenged claims of the ’924 patent on all of the grounds of unpatentability set forth therein.” slip op. at 2
- PTAB / AIA Trials › Discretionary denial › Fintiv (parallel litigation)Decided for petitioner
“Although the parties appear to agree that this factor is neutral, we note that a district court denial of a motion to stay without prejudice, accompanied by an indication that the district court would consider a renewed motion, “suggests the district court may be willing to avoid duplicative efforts and await the PTAB’s final resolution of the patentability issues raised in the petition before proceeding with the parallel litigation.” Fintiv at 6–7. “This fact has usually weighed against exercising authority to deny institution.” Id. (also noting that factors 2 and 3 are relevant to how much weight to give to the court’s willingness to reconsider a stay); see also T-Mobile, Paper 16 at 12 (noting that a stay was unlikely in that case given the proximity of the trial date to the entry of the institution decision). In view of the forgoing, we determine that Fintiv factor 1 weighs against exercising our authority to deny institution.” slip op. at 39
- Skill levelSkill level petitioner adoptedDecided for petitioner
“had at least a Master’s degree in materials science, chemistry, chemical engineering, a field relevant to polymer science and engineering, or the equivalent, and at least three years of experience in nanomaterials, electrochemistry, batteries, or polymer related activities” and that “[a]dditional work experience can compensate for less formal education, and vice versa.” Pet. 8 (citing Ex. 1003 ¶ 11). For purposes of its Preliminary Response, Patent Owner “does not dispute the Petition’s definition of [the] level of ordinary skill in the art.” Prelim. Resp. 2. On this record, we preliminarily adopt Petitioner’s definition of the person of ordinary skill in the art because it appears consistent with the prior art of record. See Okajima v. Bourdeau, 261 F.3d 1350, 1355 (Fed. Cir. 2001) (holding that the prior art itself can reflect the appropriate level of ordinary skill in the art).” slip op. at 7
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededOther
“Petitioner argues that “no formal claim constructions are necessary.” Pet. 9. Patent Owner contends that all claim terms should be interpreted “in accordance with their ordinary and customary meaning.” Prelim. Resp. 2. Upon review of the record, we determine that no claim terms require express construction for purposes of this Decision. 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 8
Claim construction§ 103 obviousnessDiscretionary denialcites Phillips · KSR · GrahamPatents in suitUS 8,968,924 - Tesla, Inc. v. Autonomous Devices, LLCSome claims unpatentablePTAB · Dec 12, 2024 · IPR2023-01054 · APJ Russell E Cass · IPR · Final written decision
Claims 4 and 11 are unpatentable over Grotmol and Hickman; claims 5 and 7 are not shown unpatentable. Substitute claims 21 and 24–26 are unpatentable; claims 22 and 23 are not reached.
RulingsFinal written decision- Skill levelSkill level petitioner adoptedDecided for petitioner
“B. Level of Ordinary Skill in the Art Petitioner asserts that a person of ordinary skill in the art, 3 Patent Owner does not present objective evidence of nonobviousness in this proceeding. would have [had] at least: (1) a bachelor’s degree in electrical engineering, computer engineering, computer science, systems engineering, or equivalent course work with two to three years of work experience in computer vision, image/video processing, and/or machine learning; or (2) a master’s degree in electrical engineering, computer engineering, computer science, systems engineering, or equivalent course work with a focus in computer vision, image/video processing, and/or machine learning. Pet. 4 (citing Ex. 1002 ¶¶ 40–42). Patent Owner adopts Petitioner’s definition of a person of ordinary skill in the art. PO Resp. 6. Considering the subject matter of the ’974 patent, the background technical field, and the asserted prior art, we agree with Petitioner’s proposed qualifications for the person of ordinary skill in the art, except we decline to adopt “at least,” as that language is vague and open-ended. Otherwise, Petitioner’s proposed definition is consistent with the level of skill reflected in the specification of the ’974 patent and the asserted prior art references. See Okajima v. Bourdeau, 261 F.3d 1350, 1355 (Fed. Cir. 2001). Accordingly, except as noted above, we adopt Petitioner’s assessment” slip op. at 11
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededOther
“1. “connection” Claim 7 recites, in pertinent part, that “a first connection is generated” slip op. at 14
- Obviousness (§103) › Motivation to combine / reasonable expectation of successMixed
“c) Conclusion—Claim 7 After consideration of the contentions and the evidence of record, we” slip op. at 52
- PTAB / AIA Trials › Motions to amend / substitute claimsMotion to amend granted in partGranted in part
“7 We recognize that our conclusion here differs from the preliminary determination made in our Preliminary Guidance. After considering the full trial record, including Patent Owner’s MTA Reply, Petitioner’s MTA Sur-reply, Patent Owner’s Sur-sur-reply, and the arguments made at the oral hearing, we find that Petitioner has satisfied its burden of showing that this claim limitation would have been obvious over the Grotmol-Hickman combination. When issuing our Preliminary Guidance, we emphasized that the views expressed therein were “preliminary,” “subject to change upon consideration of the complete record,” and “not binding on the Board when reaching a final written decision.” See Prelim. Guid. 3.” slip op. at 99
Patent outcomesUS 10,452,974 mixedClaim construction§ 103 obviousnesscites Phillips · KSR · GrahamPatents in suitUS 10,452,974 - Intel Corporation v. Besang Inc.No claims unpatentablePTAB · Dec 11, 2024 · IPR2023-00991 · APJ Jon B Tornquist · IPR · Final written decision
The Board held claims 1 and 13–17 not unpatentable, finding the asserted obviousness grounds deficient in claim limitations or motivation to combine.
RulingsFinal written decision- Skill levelSkill level patent owner adoptedDecided for patent owner
“The parties proposed definitions differ in that Petitioner would permit a degree in “materials science” and require three years, as opposed to two years, of relevant experience. Compare Pet. 9 with PO Resp. 14. On this record, we adopt Patent Owner’s proposed definition, as it is more consistent with the prior art of record and the disclosures of the ’702 patent. We note, however, that neither party contends that the outcome of this case depends on the slight differences in the proposed definitions of a person of ordinary skill in the art.” slip op. at 9
- Claim Construction › Intrinsic evidence (Phillips canons) › Plain and ordinary meaning to a POSITATerm construed petitioner constructionDecided for petitioner
“1996) (“It is well-settled that, in interpreting an asserted claim, the court should look first to the intrinsic evidence of record, i.e., the patent itself, including the claims, the specification and, if in evidence, the prosecution history.”). Upon review of the parties’ arguments and the intrinsic record, we agree with Petitioner that the ’702 patent does not support a construction of “stackable add-on layer” that encompasses memory cells formed by sequential deposition on a substrate without being formed and then added to a separately formed substrate. Pet. 11–12. First, the plain language of the claim does not require merely a “layer” having a plurality of vertically oriented semiconductor memory cells, but rather “a stackable add-on layer” having a plurality of vertically oriented semiconductor memory cells; that plurality is bonded to the dielectric layer. Ex. 1001, 12:29–32. A construction that gives meaning to all words of the claim is preferred. Merck & Co., Inc. v. Teva Pharm. USA, Inc., 395 F.3d 1364, 1372 (Fed. Cir. 2005) (“A claim construction that gives meaning to all the terms of the claim is preferred over one that does not do so.”).” slip op. at 12
- Obviousness (§103) › Graham factors (scope of art, differences, level of skill)Not shown unpatentableNot shown unpatentable
“As discussed above, we do not understand a “stackable add-on layer” to include memory cells that are formed by sequential deposition on or above a substrate without being added to a separately formed substrate. It is undisputed, and indeed it is Petitioner’s assertion, that Lee’s memory devices are formed by sequential deposition. Pet. 16, 29 n.11, 51 (“In Lee, each level 3104 is deposited on the underlying level of array 3101.”). Therefore, Petitioner has not shown that Lee discloses every limitation of independent claim 13 under our claim construction. Thus, Petitioner does not demonstrate by a preponderance of the evidence that claim 13 would have been obvious in view of Lee. 3. Analysis: Claims 14–17 Claims 14–17 each depend, directly or indirectly, from claim 13. Petitioner’s arguments with respect to these claims do not remedy the deficiencies noted above with respect to claim 13. Pet. 31–41. Accordingly, Petitioner does not demonstrate by a preponderance of the evidence that claims 14–17 would have been obvious over Lee.” slip op. at 19
- Obviousness (§103) › Motivation to combine / reasonable expectation of successMotivation not foundNot shown unpatentableNot shown unpatentable
“We agree with Patent Owner that Petitioner has not demonstrated that Aspar would improve Lee, would solve a problem in Lee, and that Petitioner is proposing to use Aspar in a way that is not disclosed in the reference. PO Resp. 49–50 (citing Ex. 2029 ¶¶ 153–162); Tr. 57:24–58:12; Pet. 61; KSR, 550 U.S. at 417 (asking whether a technique “would improve similar devices in the same way”), 420 (asking whether there was a known problem in the art), 421 (asking whether one of ordinary skill in the art had reason to “pursue the known options”); Intel, 61 F.4th at 1381 (explaining that obviousness may be demonstrated by showing that there was a known problem in the art (“cache coherency in multiprocessor systems”) and that a person of ordinary skill in the art would recognize that that the prior art solution to this problem (“global segmented secondary cache”) would improve the system of another prior art reference). Petitioner does not persuasively show that there was any known problem in the art with respect to Lee or its monolithic method of constructing memory arrays. Nor does Petitioner provide persuasive argument or evidence that Aspar’s wafer bonding would improve Lee’s memory device.10 For example, Petitioner states in a conclusory fashion that Aspar would address the known problem of “fabricating 3D structures,” but does not explain what those problems were or why Lee fails to solve them. Pet. 61. Dr. Sechen’s testimony merely parrots the Petition, providing no further analysis or explanation of what problem might exist in Lee when fabricating its 3D structures. Ex. 1003 ¶ 212. The Petition notes that Aspar transfers “thin layers of very good thickness homogeneity and with a high crystalline quality,” but the Petition never asserts that Lee’s direct deposition method fails to provide these same or similar qualities. Pet. 60–61.” slip op. at 27
Patent outcomesUS 7,378,702 not shown unpatentableClaim construction§ 103 obviousnesscites KSR · GrahamPatents in suitUS 7,378,702 - Micron Technology, Inc. / Micron Semiconductor Products, Inc. et al. v. Besang Inc.No claims unpatentablePTAB · Nov 13, 2024 · IPR2023-00900 · APJ Jon B Tornquist · IPR · Final written decision
Claims 13–17 were not shown unpatentable: Lee-based grounds fail on the stackable add-on layer limitation, and Watanabe-based grounds fail on nonvolatile memory, enablement, or motivation to combine.
RulingsFinal written decision- Claim Construction › Intrinsic evidence (Phillips canons) › Plain and ordinary meaning to a POSITATerm construed board ownDecided for petitioner
“meaning in the art. See Irdeto Access, Inc. v. Echostar Satellite Corp., 383 F.3d 1295, 1300 (Fed. Cir. 2004) (stating that, absent an accepted meaning in the art, “we construe a claim term only as broadly as provided for by the patent itself”). Thus, we must attempt to discern the meaning of this term from the claim language itself and from the remainder of the intrinsic record. See Vitronics Corp. v. Conceptronic, Inc., 90 F.3d 1576, 1582 (Fed. Cir. 1996) (“It is well-settled that, in interpreting an asserted claim, the court should look first to the intrinsic evidence of record, i.e., the patent itself, including the claims, the specification and, if in evidence, the prosecution history.”). Upon review of the parties’ arguments and the intrinsic record, we agree with Petitioner that the ’702 patent does not support a construction of “stackable add-on layer” that encompasses memory cells formed by sequential deposition on a substrate without being formed and then added to a separately formed substrate.” slip op. at 10
- Obviousness (§103) › Graham factors (scope of art, differences, level of skill)Not shown unpatentableNot shown unpatentable
“As discussed above, we construe “stackable add-on layer” to not include memory cells that are formed by sequential deposition on or above a substrate without being added to a separately formed substrate. It is undisputed, and indeed it is Petitioner’s assertion, that Lee’s memory devices are formed by sequential deposition. See Pet. 52 (asserting that in Lee “the layers of the array are directly deposited on the layers of each underlying level, and the array is deposited on the interlayer insulating layer formed over a substrate”); see also id. at 70 (“Lee discloses forming vertical memory devices through layer-by-layer sequential deposition on the substrate . . . .”). Therefore, Petitioner does not show that Lee discloses every limitation of independent claim 13 under our claim construction. Thus, Petitioner does not demonstrate by a preponderance of the evidence that claim 13 would have been obvious in view of Lee. 3. Claims 14 and 15 Claims 14 and 15 depend from claim 13. Ex. 1001, 12:35–42. Petitioner’s arguments for these claims do not remedy the deficiencies noted above with respect to independent claim 13. Pet. 54–59. Accordingly, Petitioner does not demonstrate by a preponderance of the evidence that claims 14 and 15 would have been obvious in view of Lee alone. E. Claims 16 and 17 over Lee and Endoh Petitioner contends the subject matter of claims 16 and 17 would have been obvious over the combined disclosures of Lee and Endoh. Pet. 59–69. Petitioner’s arguments with respect to these claims, however, do not remedy the deficiencies noted above with respect to Lee and its monolithic, sequentially deposited memory array. Accordingly, Petitioner does not demonstrate by a preponderance of the evidence that claims 16 and 17 would have been obvious over Lee and Endoh.” slip op. at 18
- Obviousness (§103) › Motivation to combine / reasonable expectation of successMotivation not foundNot shown unpatentableNot shown unpatentable
“combined Lee and Watanabe to achieve improved integration density. Pet. 71. Petitioner concedes, however, that the benefits of Lee’s design related to 3-D integration and improved integration density would be obtained if Lee’s memory structures are formed using either Lee’s monolithic construction method or Watanabe’s alternative stacking method. Pet. Reply 13–14 (citing Ex. 1041 ¶ 34). Thus, we are not persuaded that improved integration density provides a sufficient rationale for Petitioner’s combination of Lee’s memory device and Watanabe’s stacking method. Petitioner argues that Watanabe’s stacking method “improves the accuracy of the wiring” because the wiring is made “for each planar member.” Pet. 72 (citing Ex. 1005, 6:1–3). Watanabe also states that its disclosed methods provide “a low interconnection wire resistance.” Ex. 1005, 6:20–23. Petitioner does not, however, explain sufficiently how Watanabe’s stacking method would improve Lee’s device. For example, Petitioner does not address whether the alleged wiring benefit already existed in Lee’s monolithic array or explain how this benefit would also apply to Lee’s particular memory array, which differs in construction and elements from Watanabe’s device. This diminishes Petitioner’s benefits-based motivation to combine arguments. In general, a petitioner need not demonstrate that a particular alternate method would improve a prior art device in order to show a motivation to combine. Intel Corp. v. PACT XPP Schweiz AG, 61 F.4th 1373, 1380–81 (Fed. Cir. 2023); see Pet. Reply 20 (citing Intel). But here, Petitioner affirmatively invokes improvement of Lee’s device as a reason for the combination, and we must evaluate Petitioner’s contention. Moreover, any relative lack of improvement or benefits must be weighed against any problems the alternative method would introduce. See Intel Corp. v. Qualcomm Inc., 21 F.4th 784, 795–96 (Fed. Cir. 2021) (noting that simultaneous advantages and disadvantages to a proposed combination must be analyzed to determine whether the disadvantages “outweighed any reason to combine”). Here, as discussed above in more detail with respect to the ground based on Watanabe, the evidence shows that one of ordinary skill in the art would have expected Watanabe’s bonding temperature of 900– 1000° C to damage the electronic devices in an underlying substrate. Ex. 2029 ¶¶ 75–76; Ex. 2028, 123:13–124:7; Ex. 2027, 715. The expected damage to Lee’s device, when balanced against the limited evidence of a benefit to the combination,7 outweighs the reason to combine Lee and Watanabe set forth in the Petition. Accordingly, Petitioner does not demonstrate by a preponderance of the evidence that claim 13 would have been obvious over Lee and Watanabe. 2. Analysis – Claims 14 and 15 Claims 14 and 15 both depend directly from independent claim 13. Ex. 1001, 12:35–42. Petitioner’s arguments with respect to claims 14 and 15 do not remedy the deficiencies noted above with respect to independent claim 13. Pet. 73. Accordingly, Petitioner does not demonstrate by a preponderance of the evidence that these claims would have been obvious over Lee and Watanabe.” slip op. at 40
- Expert testimonyPatent owner expert creditedOther
“We credit the testimony of Dr. Przybylski that one of ordinary skill in the art would have understood that Watanabe’s stacked structure would be severely impacted if bonded at a temperature above 900° C, as disclosed in Watanabe. Ex. 2029 ¶¶ 76–77. Dr. Przybylski’s opinion is supported by Dr. Lee’s testimony (Ex. 2028, 123:13–124:7, 125:6–126:7), as well as Watanabe (Ex. 1005, 6:6–14) and Batude (Ex. 2027, 715). As further discussed below, we find that Petitioner has not rebutted Patent Owner’s showing of nonenablement, and Patent Owner has carried its burden to demonstrate that Watanabe was not enabled for bonding temperatures of 900–1000° C, as of the 2004 filing date of the ’702 patent.” slip op. at 32
Patent outcomesUS 7,378,702 not shown unpatentableClaim construction§ 103 obviousnesscites KSR · GrahamPatents in suitUS 7,378,702 - Tesla, Inc. v. Autonomous Devices, LLCInstitutedPTAB · Oct 22, 2024 · IPR2024-00745 · APJ Russell E Cass · IPR · Institution
The Board instituted IPR of claims 45–47, 51, 56, 57, 59, 60, 68, and 69 on all asserted grounds, finding a reasonable likelihood of success on obviousness over Buibas and Sinyavskiy.
RulingsInstitution decision- PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)InstitutedInstituted
“determine whether to institute an inter partes review. An inter partes review may not be instituted unless it is determined that “the information presented in the petition filed under section 311 and any response filed under section 313 shows that there is a reasonable likelihood that the petitioner would prevail with respect to at least 1 of the claims challenged in the petition.” 35 U.S.C. § 314 (2018); see also 37 C.F.R § 42.4(a) (2020) (“The Board institutes the trial on behalf of the Director.”). The reasonable likelihood standard is “a higher standard than mere notice pleading,” but “lower than the ‘preponderance’ standard to prevail in a final written decision.” Hulu, LLC v. Sound View Innovations, LLC, IPR2018-01039, Paper 29 at 13 (PTAB Dec. 20, 2019) (precedential). For the reasons provided below and based on the record before us, we determine that Petitioner has demonstrated a reasonable likelihood that it would prevail in showing the unpatentability of at least one of the challenged claims. Accordingly, we institute an inter partes review on all grounds set forth in the Petition.” slip op. at 2
- Skill levelSkill level board ownDecided for petitioner
“Considering the subject matter of the ’474 patent, the background technical field, and the asserted prior art, we agree with Petitioner’s proposed qualifications for the person of ordinary skill in the art, except we decline to adopt “at least,” as that language is vague and open-ended. Otherwise, Petitioner’s proposed definition is consistent with the level of skill reflected in the specification of the ’474 patent and the asserted prior art references. See Okajima v. Bourdeau, 261 F.3d 1350, 1355 (Fed. Cir. 2001). Accordingly, for purposes of this Decision, and based on the current record, except as noted above, we adopt Petitioner’s assessment of the level of skill for one of ordinary skill in the art.” slip op. at 9
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededOther
“Petitioner states that, at this stage of the proceeding, “no formal constructions are presently necessary,” and that it “maps the prior art in this Petition in a manner consistent with Patent Owner’s allegations of infringement before the district court.” Pet. 8 (citing Ex. 1017; Ex. 1003 ¶¶ 21–25. Patent Owner does not propose a claim construction at this stage of the proceeding. See Prelim. Resp. For purposes of this Decision, we determine that it is not necessary to provide an express construction of any claim terms. See Nidec Motor Corp. v. Zhongshan Broad Ocean Motor Co., 868 F.3d 1013, 1017 (Fed. Cir. 2017); Vivid Techs., Inc. v. Am. Sci. & Eng’g, Inc., 200 F.3d 795, 803 (Fed. Cir. 1999) (“[O]nly those terms need be construed that are in controversy, and only to the extent necessary to resolve the controversy.”).” slip op. at 10
- Obviousness (§103) › Motivation to combine / reasonable expectation of successMotivation foundReasonable expectation foundInstituted
“Petitioner further argues that one of ordinary skill “would have reasonably expected success implementing the combination, especially as Buibas and Sinyavskiy describe highly similar systems involving spiking neural networks used for training/operating robots.” Pet. 15–16 (citing Ex. 1005 ¶ 92; Ex. 1003 ¶ 70). Indeed, Petitioner contends, “Buibas itself confirms that its spiking neural network can be partitioned, while Sinyavskiy provides the details for doing so.” Id. at 16 (citing Ex. 1005 ¶ 92; Ex. 1003 ¶ 70). In response, Patent Owner argues that Petitioner’s obviousness analysis is flawed because “there is no articulated reasoning regarding what specific element of claim 45 Buibas . . . does not disclose.” Prelim. Resp. 19–20. In other words, according to Patent Owner, Petitioner “failed to perform a proper obviousness analysis because Petitioner has failed to identify anything in the claims that Buibas lacks disclosure of for Ground 1A.” Id. at 20. Based on the present record, we determine that Petitioner has set forth sufficient reasoning to support a motivation to combine Buibas and Sinyavskiy for purposes of institution, as well as sufficient reasoning to support the conclusion that one of ordinary skill would have had a reasonable expectation of success in making the combination. We do not agree with Patent Owner’s argument that Petitioner’s obviousness analysis is flawed because it fails to identify what is lacking in Buibas’s disclosure. To the contrary, Petitioner explains that Buibas “broadly suggests” that its spiking neural networks “can be partitioned into modules for different tasks or behaviors” but “discloses little detail about the partitioning,” and that Sinyavskiy’s more detailed disclosure of partitioning spiking neural networks would fill in these details. See Pet. 12–13, 14–15, 24. Petitioner also relies on Sinyavskiy’s more detailed disclosures concerning partitioning the network to satisfy limitations [45.1] and [45.6]. Id. at 23–27, 35. Thus, Petitioner has sufficiently identified what is missing in Buibas (a detailed disclosure of partitioning spiking neural networks) and how that missing information is provided by Sinyavskiy (by disclosure of specific techniques for partitioning spiking networks).” slip op. at 13
Claim construction§ 102 anticipation§ 103 obviousnesscites Phillips · KSR · GrahamPatents in suitUS 11,663,474
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.