Vlsi Technology LLC v. Intel Corporation ( 2023 )


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  • Case: 22-1906    Document: 72    Page: 1    Filed: 12/04/2023
    United States Court of Appeals
    for the Federal Circuit
    ______________________
    VLSI TECHNOLOGY LLC,
    Plaintiff-Appellee
    v.
    INTEL CORPORATION,
    Defendant-Appellant
    ______________________
    2022-1906
    ______________________
    Appeal from the United States District Court for the
    Western District of Texas in No. 6:21-cv-00057-ADA, Judge
    Alan D. Albright.
    ______________________
    Decided: December 4, 2023
    ______________________
    JEFFREY A. LAMKEN, MoloLamken LLP, Washington,
    DC, argued for plaintiff-appellee. Also represented by
    RAYINER HASHEM, MICHAEL GREGORY PATTILLO, JR.;
    MORGAN CHU, BENJAMIN W. HATTENBACH, ALAN J.
    HEINRICH, AMY E. PROCTOR, DOMINIK SLUSARCZYK,
    CHARLOTTE J. WEN, Irell & Manella LLP, Los Angeles, CA;
    BABAK REDJAIAN, Newport Beach, CA.
    WILLIAM F. LEE, Wilmer Cutler Pickering Hale and
    Dorr LLP, Boston, MA, argued for defendant-appellant.
    Also represented by ALISON BURTON, LAUREN B. FLETCHER,
    JOSEPH J. MUELLER; STEVEN JARED HORN, AMANDA L.
    Case: 22-1906    Document: 72      Page: 2    Filed: 12/04/2023
    2                VLSI TECHNOLOGY LLC v. INTEL CORPORATION
    MAJOR, Washington, DC; MARY VIRGINIA SOOTER, Denver,
    CO.
    ______________________
    Before LOURIE, DYK, and TARANTO, Circuit Judges.
    TARANTO, Circuit Judge.
    VLSI Technology LLC owns 
    U.S. Patent No. 7,523,373,
    titled “Minimum Memory Operating Voltage Technique”
    and 
    U.S. Patent No. 7,725,759,
     titled “System and Method
    of Managing Clock Speed in an Electronic Device.” VLSI
    sued Intel Corporation, alleging infringement of both pa-
    tents, and after a trial, the jury found infringement of both
    patents and awarded separate damages for each. The dis-
    trict court then denied Intel’s post-trial motions on various
    issues concerning infringement and damages. It simulta-
    neously denied Intel’s pre-trial motion seeking to add a li-
    cense defense to the case and to sever that defense from the
    rest of the case and stay its adjudication.
    Intel appeals. We affirm the judgment of infringement
    of the ʼ373 patent but reverse the judgment of infringement
    of the ʼ759 patent. We vacate the award of damages for the
    ʼ373 patent and remand for a new trial limited to damages.
    We reverse the denial of the motion for leave to amend to
    add the license defense.
    I
    On April 11, 2019, VLSI sued Intel for patent infringe-
    ment. VLSI asserted claims 1, 5, 6, 9, and 11 of the ʼ373
    patent and claims 14, 17, 18, and 24 of the ʼ759 patent. Af-
    ter a six-day trial, the jury found that Intel literally in-
    fringed all asserted claims of the ʼ373 patent and that Intel
    infringed all asserted claims of the ʼ759 patent, but only
    under the doctrine of equivalents.
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    VLSI TECHNOLOGY LLC v. INTEL CORPORATION                 3
    A
    The ’373 patent describes, among other things, a fea-
    tured embodiment in which an integrated circuit has a
    memory and a processor; the memory has a minimum op-
    erating voltage; and when the processor is provided power
    at a voltage below the memory-minimum level (e.g., when
    the processor is in a low-power state), the memory is pro-
    vided power at a higher voltage than the processor. ʼ373
    patent, Abstract. Figure 1 illustrates the circuit of that
    embodiment:
    Figure 1 discloses a memory 18, which has a minimum
    operating voltage. 
    Id.,
     col. 6, lines 33–36. Figure 1 also
    discloses two voltage regulators: voltage regulator 24,
    which provides a scalable power supply voltage, VDDlogic,
    to both processor 16 and memory 18; and voltage regulator
    26, which provides a substantially fixed power supply volt-
    age, VDDmem, just to memory 18. 
    Id.,
     col. 3, lines 21–29.
    The memory 18 includes a power supply selector 21, which
    receives both power supply voltages VDDmem and VDD-
    logic, and provides one of them to memory array 22 as the
    memory operating voltage. 
    Id.,
     col. 2, lines 50–57. “In one
    embodiment, while VDDlogic remains above a minimum
    operating voltage required for successful reads of memory
    array 22, power supply selector 21 selects VDDlogic as the
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    4                 VLSI TECHNOLOGY LLC v. INTEL CORPORATION
    memory operating voltage provided to memory array 22
    . . . .” 
    Id.,
     col. 3, lines 30–35. “When VDDlogic is scaled to
    a voltage that is below the minimum memory operating
    voltage required for reads, power supply selector 21 selects
    the higher voltage, VDDmem . . . .” 
    Id.,
     col. 3, lines 35–39.
    The claims are not limited to the featured embodiment
    just described. Independent claim 1 claims a method:
    1. A method, comprising:
    providing an integrated circuit with a
    memory;
    operating the memory with an operating
    voltage;
    determining a value of a minimum operat-
    ing voltage of the memory;
    providing a non-volatile memory (NVM) lo-
    cation;
    storing the value of the minimum operat-
    ing voltage of the memory in the NVM lo-
    cation;
    providing a functional circuit on the inte-
    grated circuit exclusive of the memory;
    providing a first regulated voltage to the
    functional circuit;
    providing a second regulated voltage, the
    second regulated voltage is greater than
    the first regulated voltage;
    providing the first regulated voltage as the
    operating voltage of the memory when the
    first regulated voltage is at least the value
    of the minimum operating voltage; and
    providing the second regulated voltage as
    the operating voltage of the memory when
    Case: 22-1906    Document: 72     Page: 5   Filed: 12/04/2023
    VLSI TECHNOLOGY LLC v. INTEL CORPORATION                 5
    the first regulated voltage is less than the
    value of the minimum operating voltage,
    wherein while the second regulated voltage
    is provided as the operating voltage of the
    memory, the first regulated voltage is pro-
    vided to the functional circuit.
    
    Id.,
     col. 13, lines 7–28. Independent claim 9 claims a cir-
    cuit, using non-identical but similar language related to
    the points in issue on appeal:
    9. An integrated circuit, comprising:
    a memory that operates using an operating
    voltage, wherein the memory is character-
    ized as having a minimum operating volt-
    age;
    a memory location that stores a value rep-
    resentative of the minimum operating volt-
    age;
    a first voltage regulator for supplying a
    first regulated voltage;
    a circuit that provides a function and uses
    the first regulated voltage;
    a second voltage regulator for supplying a
    second regulated voltage, wherein the sec-
    ond regulated voltage is greater than the
    first regulated voltage; and
    a power supply selector that supplies the
    first regulated voltage as the operating
    voltage of the memory when the first regu-
    lated voltage is at least the minimum oper-
    ating voltage and supplies the second
    regulated voltage as the operating voltage
    when the first regulated voltage is below
    the minimum operating voltage, wherein
    while the second regulated voltage is
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    6                 VLSI TECHNOLOGY LLC v. INTEL CORPORATION
    supplied as the operating voltage, the cir-
    cuit uses the first regulated voltage.
    
    Id.,
     col. 13, line 59–col. 14, line 15. Those claims are rep-
    resentative for purposes of this appeal.
    The Intel products that are the subject of VLSI’s alle-
    gations of infringement of the ’373 patent are Intel’s
    Haswell and Broadwell microprocessors. Each such micro-
    processor contains a plurality of processor cores that run
    computer programs. It also contains a Ring domain, con-
    taining other circuitry; the Ring domain is sometimes
    called a CLR domain, reflecting that the domain contains,
    though is not limited to, circuitry referred to as CBO cir-
    cuitry, Last Level Cache circuitry, and Ring circuitry. The
    Ring (CLR) domain contains, in addition to the CLR cir-
    cuitry, a static random access memory, i.e., a C6 SRAM.
    The C6 SRAM, as long as it is adequately powered, can
    store information about the state of a core before the core
    goes into low power mode, enabling the core, when it
    “wake[s] back up,” to use the stored information to “pick up
    where [it] left off.” J.A. 1395.
    The accused microprocessors also contain two voltage
    regulators: VCCR and VCCIO. Ordinarily, the VCCR sup-
    plies power to the entire Ring domain, including the C6
    SRAM,         at     variable      power    supply       levels:
    RING_VF_VOLTAGE_0, RING_VF_VOLTAGE_1, and
    RING_VF_VOLTAGE_2. Each of these power supply lev-
    els is stored in a fuse, a type of memory that retains its data
    even if power is removed from it. Another fuse stores a
    different power supply level from the three just mentioned:
    It stores RING_RETENTION_VOLTAGE, which an Intel
    document characterizes as the “worst case retention volt-
    age” for the memory device (the C6 SRAM). J.A. 9574,
    12642; see J.A. 1859, 1951, 2655–57, 2730. If all cores are
    idle, Intel’s accused microprocessors can enter a sleep state
    called Package C7. In that state, substantial evidence
    shows, the cores and CLR components of the Ring domain
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    VLSI TECHNOLOGY LLC v. INTEL CORPORATION                   7
    are put to sleep, the VCCR voltage is brought below the
    RING_RETENTION_VOLTAGE, and the C6 SRAM re-
    ceives power not from the VCCR but from the VCCIO, at a
    voltage higher than the reduced VCCR voltage. See J.A.
    1388, 1845-49, 1862–63, 1938–40, 2661–66, 3225–26.
    B
    The ʼ759 patent describes a system in which at least
    two devices, such as computer processors, are coupled to a
    bus that can operate at a variety of frequencies (clock
    speeds); one of the devices, based on its workload (which,
    e.g., indicates a need for faster operations), asks a clock
    controller to change a clock frequency; and the controller is
    programmed to respond by outputting a clock frequency to
    control the speed of the bus and a second device coupled to
    the bus. ʼ759 patent, Abstract. Figure 1 illustrates the
    system:
    In Figure 1, master device 120 is coupled to a bus 102.
    
    Id.,
     col. 2 line 66–col. 3, line 3 and col. 3, lines 22–25. A
    programmable clock controller 150 can control the clock
    152 to set the frequency of the bus 102 or devices coupled
    to the bus, including master device 122. 
    Id.,
     col. 3, lines
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    8                 VLSI TECHNOLOGY LLC v. INTEL CORPORATION
    29–51 and col. 4, lines 20–29. Master device 120 can pro-
    vide a trigger input to the controller, e.g., in response to a
    desired increase in device performance, 
    id.,
     col. 3, line 64–
    col. 4 line 8, and the controller can receive the trigger input
    and adjust the clock frequency of the bus or of a second
    master device 122. 
    Id.,
     col. 4, lines 42–47.
    Independent claim 14 is representative for present pur-
    poses:
    14. A system comprising:
    a bus capable of operation at a variable
    clock frequency;
    a first master device coupled to the bus, the
    first master device configured to provide a
    request to change a clock frequency of a
    high-speed clock in response to a prede-
    fined change in performance of the first
    master device, wherein the predefined
    change in performance is due to loading of
    the first master device as measured within
    a predefined time interval; and
    a programmable clock controller having an
    embedded computer program therein, the
    computer program including instructions
    to:
    receive the request provided by the
    first master device;
    provide the clock frequency of the
    high-speed clock as an output to
    control a clock frequency of a sec-
    ond master device coupled to the
    bus in response to receiving the re-
    quest provided by the first master
    device; and
    Case: 22-1906      Document: 72        Page: 9   Filed: 12/04/2023
    VLSI TECHNOLOGY LLC v. INTEL CORPORATION                      9
    provide the clock frequency of the
    high-speed clock as an output to
    control the variable clock frequency
    of the bus in response to receiving
    the request provided by the first
    master device.
    
    Id.,
     col. 8 line 50–col. 9, line 4.
    The Intel products that are the subject of VLSI’s alle-
    gations of infringement of the ’759 patent are various Intel
    microprocessors with “Lake” in their names. The accused
    microprocessors feature cores and a Ring bus connecting
    the cores. As VLSI describes the microprocessors and their
    operation as relevant here, VLSI Br. at 13–15, 35–39, the
    microprocessors also include a power control unit (PCU),
    which is a microcontroller running software called p-code
    (“programs,” VLSI Br. at 13) and which controls the fre-
    quency of the cores and the Ring bus. This control is exer-
    cised when a core monitors its workload and sends a
    Core_Active signal to the power control unit. J.A. 2690–
    92. Based on that signal, core-specific p-code in the power
    control unit (described as one “module” of p-code) calculates
    a speed change, to a higher or lower frequency, and pro-
    vides a request for that speed change to another “module”
    of the p-code software in the power control unit, namely, a
    “decision instructions” module. J.A. 2706–09; see VLSI Br.
    at 14, 38–39. The decision instructions module receives the
    request and in turn outputs a signal from the power control
    unit to change the frequency of the Ring bus or of another
    core on the bus. J.A. 2699–703, 2707–10.
    C
    A jury trial was held in late February and early March
    2021. The jury found literal infringement of all the as-
    serted claims of the ’373 patent. J.A. 9. For all the asserted
    claims of the ’759 patent, the jury found no literal infringe-
    ment but found infringement under the doctrine of
    Case: 22-1906    Document: 72       Page: 10   Filed: 12/04/2023
    10                VLSI TECHNOLOGY LLC v. INTEL CORPORATION
    equivalents. J.A. 9–10. 1 The jury awarded VLSI nonover-
    lapping damages for the infringement of the two patents—
    $1.5 billion for the ʼ373 patent and $675 million for the ʼ759
    patent—each award a lump sum payment for all past and
    future infringement over the life of the patent. J.A. 13–14.
    The district court denied various post-trial motions
    concerning infringement and damages. J.A. 16–64, 74–97.
    The court also ruled, after the trial, on a motion that Intel
    had filed in the fall of 2020, a few months before trial, in
    which Intel (a) sought to amend its answer to assert a de-
    fense that it was licensed to practice both VLSI patents but
    (b) requested that the defense be severed from the rest of
    the case and its adjudication stayed. The motion was based
    on a recent change in ownership of Finjan, Inc., which had
    a license agreement with Intel. Intel argued that the li-
    cense now covered VLSI’s ’373 and ’759 patents because
    VLSI and Finjan were now both under the control of For-
    tress Investment Group LLC. The district court denied the
    motion. J.A. 65–73.
    On April 21, 2022, the district court entered final judg-
    ment. J.A. 98–100. Intel timely appealed. We have juris-
    diction to hear the appeal under 
    28 U.S.C. § 1295
    (a)(1).
    II
    We first address the appeals of the infringement ver-
    dicts. We review the verdicts of infringement for substan-
    tial-evidence support.     Lucent Technologies, Inc. v.
    Gateway, Inc., 
    580 F.3d 1301
    , 1309–10 (Fed. Cir. 2009).
    A
    With respect to the ʼ373 patent, Intel argues on two
    grounds that the evidence is insufficient to support the
    1The jury also found no willfulness on Intel’s part and
    rejected Intel’s defense of invalidity for anticipation. J.A.
    11–12. Neither ruling is at issue before us.
    Case: 22-1906    Document: 72      Page: 11    Filed: 12/04/2023
    VLSI TECHNOLOGY LLC v. INTEL CORPORATION                   11
    infringement verdict.       First, Intel argues that the
    RING_RETENTION_VOLTAGE in the accused micropro-
    cessors, which is what VLSI contended is the “minimum
    operating voltage” required by the claims, is not actually
    the minimum voltage at which the C6 SRAM can retain
    data and therefore does not come within the several claim
    limitations requiring a “minimum operating voltage.” Sec-
    ond, Intel argues that the RING_RETENTION_VOLTAGE
    is not used in the microprocessors to determine which volt-
    age to supply to the C6 SRAM (VCCR or VCCIO) and there-
    fore the several “when” limitations (the last two limitations
    of claim 1, the last limitation of claim 9) are not satisfied.
    We reject these arguments.
    1
    There is ample expert testimony, with adequate sup-
    port in Intel’s internal documents, that Intel’s
    RING_RETENTION_VOLTAGE is the minimum operat-
    ing voltage of the C6 SRAM. At trial, VLSI identified In-
    tel’s C6 SRAM as the claimed “memory” and Intel’s
    RING_RETENTION_VOLTAGE as the claimed “minimum
    operating voltage.” J.A. 2661. VLSI’s expert, Dr. Conte,
    pointed to Intel’s component specifications for the Haswell
    and Broadwell microprocessors, which defined the
    RING_RETENTION_VOLTAGE as the “worst case reten-
    tion voltage” for the Ring domain, and he explained that
    this constituted “the lowest voltage for memory to still re-
    member.” J.A. 2656–57, 9574, 12642. Dr. Conte made ex-
    plicit that the worst case retention voltage is the minimum
    operating voltage for the C6 SRAM, which is in the Ring
    domain. J.A. 2656–57.
    Intel’s argument that this evidence does not constitute
    substantial evidence on the point in dispute is that Intel’s
    C6 SRAM is operational and retains data at a
    RING_VF_VOLTAGE_0 voltage, even when it is lower
    than RING_RETENTION_VOLTAGE. Intel relied criti-
    cally for this argument on a comparison done by its expert,
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    12                VLSI TECHNOLOGY LLC v. INTEL CORPORATION
    Dr. Sylvester. See, e.g., J.A. 1854–55, 1859–61, 1945–50,
    15342–43. But the jury could reasonably credit VLSI’s ev-
    idence that the comparison presented by Intel was faulty,
    in that the two voltages compared by Dr. Sylvester were
    measured under critically different conditions.
    Specifically, Dr. Conte testified that Dr. Sylvester’s
    comparison         of      RING_VF_VOLTAGE_0               and
    RING_RETENTION_VOLTAGE values does not show that
    RING_VF_VOLTAGE_0               is    ever    lower      than
    RING_RETENTION_VOLTAGE under comparable condi-
    tions, because the relevant memory’s retention voltage is
    (inversely) dependent on temperature, and Dr. Sylvester
    had compared RING_VF_VOLTAGE_0 at 100 degrees Cel-
    sius to RING_RETENTION_VOLTAGE at 0 degrees Cel-
    sius. J.A. 2429–30. Dr. Conte testified: “When you
    compensate for temperature, [RING_VF_VOLTAGE_0] is
    going        to        be        always      above         the
    RING_RETENTION_VOLTAGE.” J.A. 2430. Addition-
    ally, Dr. Conte relied on an Intel technical manual contain-
    ing graphs showing a “Vretention” line and (among other
    things) a “v/f 0” value, the former lower than the latter. See
    J.A. 19243. Dr. Conte testified that Vretention corre-
    sponded to RING_RETENTION_VOLTAGE and v/f 0 cor-
    responded to RING_VF_VOLTAGE_0. J.A. 2426. The jury
    reasonably could credit this evidence and reject Intel’s con-
    tention on the point.
    Accordingly, substantial evidence supports the jury’s
    verdict in favor of VLSI on this point.
    2
    Intel’s second argument against the sufficiency of the
    infringement evidence regarding the ’373 patent also fails.
    Intel’s argument turns entirely on its contention that the
    claims require that falling below the minimum operating
    voltage be the causal trigger for switching from one voltage
    source to a different one. But that is an argument for a
    claim construction, and Intel sought no claim construction
    Case: 22-1906    Document: 72     Page: 13   Filed: 12/04/2023
    VLSI TECHNOLOGY LLC v. INTEL CORPORATION                 13
    on this point. When a claim phrase is not construed, we
    defer to the jury’s view of the claim element unless that
    view is contrary to the only reasonable view of the claim
    element. Avid Technology, Inc. v. Harmonic, Inc., 
    812 F.3d 1040
    , 1048–49 (Fed. Cir. 2016); Hewlett-Packard Co. v.
    Mustek Systems, Inc., 
    340 F.3d 1314
    , 1320–21 (Fed. Cir.
    2003). And under that standard, Intel cannot succeed on
    appeal.
    The “when” claim language can reasonably be under-
    stood to mean simply “at the time that.” Dr. Conte testi-
    fied, with support from the Intel “Vretention” document,
    that VCCR is the power source for the C6 SRAM at the time
    that          VCCR           voltage        is         above
    RING_RETENTION_VOLTAGE and that “[w]hen VCCR
    is powered down, the [multiplexer] will switch the [C6
    SRAM] memory over to the VCCIO supply which never
    powers down,” and thereby ensures that the C6 SRAM has
    sufficient voltage to retain data. J.A. 2666; see J.A. 2430–
    31, 2757–58, 2664–70. This was sufficient evidence for the
    jury to find that the voltage source switches at the time
    that VCCR voltage drops below the minimum for C6
    SRAM’s data retention—RING_RETENTION_VOLTAGE.
    Intel did not present evidence requiring a contrary finding
    on those points. And no further explanation of the decision
    mechanism is required in the absence of the claim con-
    struction that Intel now effectively urges but did not seek
    in the district court.
    Accordingly, substantial evidence supports the jury’s
    verdict on this point—and, hence, on infringement of the
    ’373 patent. The judgment of infringement of the ’373 pa-
    tent is therefore affirmed.
    B
    With respect to the ʼ759 patent, Intel argues on two
    grounds that the verdict of infringement—under the doc-
    trine of equivalents—must be reversed. First, Intel argues
    that prosecution history estoppel bars VLSI’s theory of
    Case: 22-1906    Document: 72      Page: 14    Filed: 12/04/2023
    14                VLSI TECHNOLOGY LLC v. INTEL CORPORATION
    equivalents. Second, Intel argues that VLSI’s evidence of
    equivalents was legally insufficient. We agree with the sec-
    ond argument and do not reach the first.
    1
    The doctrine of equivalents provides a limited excep-
    tion to the principle that claim meaning defines the scope
    of the exclusivity right in our patent system: “Applied more
    broadly, the doctrine [of equivalents] would conflict with
    the primacy of the claims in defining the scope of a pa-
    tentee’s exclusive rights.” Sage Products, Inc. v. Devon In-
    dustries, Inc., 
    126 F.3d 1420
    , 1424 (Fed. Cir. 1997); see
    Warner-Jenkinson Co. v. Hilton Davis Chemical Co., 
    520 U.S. 17
    , 29 (1997); Aro Manufacturing Co. v. Convertible
    Top Replacement Co., 
    365 U.S. 336
    , 339 (1961); Johnson &
    Johnston Associates Inc. v. R.E. Service Co., 
    285 F.3d 1046
    ,
    1052 (Fed. Cir. 2002) (en banc); Deere & Co. v. Bush Hog,
    LLC, 
    703 F.3d 1349
    , 1356 (Fed. Cir. 2012). The limits re-
    flect a familiar balance among the importance of preserv-
    ing the public’s ability to rely on claims’ meaning to define
    patent scope, the ability of patentees to protect their inven-
    tions through their claim drafting, and (yet) the occasional
    need to recognize some non-literal scope of protection to
    avoid undermining the exclusivity rights authorized by
    Congress to incentivize certain innovations. See Mahn v.
    Harwood, 
    112 U.S. 354
    , 361 (1884) (“The public is notified
    and informed . . . that [the patentee’s] claim to invention is
    for such and such an element or combination, and for noth-
    ing more.”); Festo Corp. v. Shoketsu Kinzoku Kogyo Ka-
    bushiki Co., 
    535 U.S. 722
    , 731 (2002) (“If patents were
    always interpreted by their literal terms, their value would
    be greatly diminished. Unimportant and insubstantial
    substitutes . . . could defeat the patent[.]”); see also Mark-
    man v. Westview Instruments, Inc., 
    517 U.S. 370
    , 373–74
    (1996); Graver Tank & Mfg. Co. v. Linde Air Products Co.,
    
    339 U.S. 605
    , 607 (1950). We have explained that liability
    under the doctrine is “exceptional,” Honeywell Interna-
    tional, Inc. v. Hamilton Sundstrand Corp., 
    523 F.3d 1304
    ,
    Case: 22-1906    Document: 72     Page: 15    Filed: 12/04/2023
    VLSI TECHNOLOGY LLC v. INTEL CORPORATION                  15
    1313 (Fed. Cir. 2008), and “[w]e have emphasized . . . that
    the doctrine of equivalents is the exception, however, not
    the rule,” Eli Lilly & Co. v. Hospira, Inc., 
    933 F.3d 1320
    ,
    1330 (Fed. Cir. 2019) (internal quotation marks omitted).
    The exceptional character of the doctrine’s use is main-
    tained by closely related demands that restrict the availa-
    bility of liability under the doctrine. Among them are the
    following. First, proof of equivalents must be limitation
    specific, not focused only on the claim as a whole, though
    the limitation-specific inquiry of equivalence may be in-
    formed by the “role played by each element in the context
    of the specific patent claim.” Warner-Jenkinson, 
    520 U.S. at 40
    ; see DePuy Spine, Inc. v. Medtronic Sofamor Danek,
    Inc., 
    469 F.3d 1005
    , 1017 (Fed. Cir. 2006); Ethicon Endo-
    Surgery, Inc. v. U.S. Surgical Corp., 
    149 F.3d 1309
    , 1315
    (Fed. Cir. 1998); Dawn Equipment Co. v. Kentucky Farms
    Inc., 
    140 F.3d 1009
    , 1015 (Fed. Cir. 1998). Second, for the
    determination of whether a substitute element is only in-
    substantially different from a claimed element and hence
    an equivalent, a traditional formulation—appropriate for
    this case, as VLSI’s use of it indicates—asks “whether a
    substitute element matches the function, way, and result
    of the claimed element.” Warner-Jenkinson, 
    520 U.S. at 40
    .
    Such matching requires that each of function, way, and re-
    sult be “substantially the same,” see Spectrum Pharmaceu-
    ticals, Inc. v. Sandoz Inc., 
    802 F.3d 1326
    , 1337 (Fed. Cir.
    2015), with the “way” requirement of particular im-
    portance, as a practical matter, in keeping the doctrine
    properly limited. See Warner-Jenkinson, 
    520 U.S. at 35, 39
    ; Union Paper-Bag Machine Co. v. Murphy, 
    97 U.S. 120
    ,
    125 (1877) (stressing the crucial importance of “way”); Ad-
    vanced Steel Recovery, LLC v. X-Body Equipment, Inc., 
    808 F.3d 1313
    , 1320 (Fed. Cir. 2015) (similar); Zygo Corp. v.
    Wyko Corp., 
    79 F.3d 1563
    , 1569 (Fed. Cir. 1996) (similar);
    Slimfold Manufacturing Co. v. Kinkead Industries, Inc.,
    
    932 F.2d 1453
    , 1457–58 (Fed. Cir. 1991) (similar). Third,
    we have long demanded specificity and completeness of
    Case: 22-1906    Document: 72     Page: 16    Filed: 12/04/2023
    16               VLSI TECHNOLOGY LLC v. INTEL CORPORATION
    proof as crucial to enforcing the limits on the doctrine: The
    patentee must provide “particularized testimony and link-
    ing argument as to the insubstantiality of the differences
    between the claimed invention and the accused device.”
    Akzo Nobel Coatings, Inc. v. Dow Chemical Co., 
    811 F.3d 1334
    , 1342 (Fed. Cir. 2016) (internal quotation marks omit-
    ted); see Gemalto S.A. v. HTC Corp., 
    754 F.3d 1364
    , 1374
    (Fed. Cir. 2014); Texas Instruments Inc. v. Cypress Semi-
    conductor Corp., 
    90 F.3d 1558
    , 1566–67 (Fed. Cir. 1996);
    Lear Siegler, Inc. v. Sealy Mattress Co. of Michigan, 
    873 F.2d 1422
    , 1426 (Fed. Cir. 1989).
    2
    VLSI’s proof of equivalence for the ʼ759 patent, though
    limitation specific, was insufficient under those principles.
    VLSI’s equivalents contention is best understood in
    light of its literal-infringement case (which the jury re-
    jected). VLSI’s expert, Dr. Conte, testified that a specified
    core in the accused microprocessors is the “first master de-
    vice” under the claim, the Core_Active signal is the re-
    quired “request to change a clock frequency,” and the power
    control unit is the “programmable clock controller”—to
    which the core “provide[s]” the request (the Core_Active
    signal) and which “receive[s]” that request (the Core_Ac-
    tive signal). J.A. 2694–99. That mapping of claim terms
    onto the accused microprocessors embodied the ordinary
    notion of signals (carrying messages) going from one phys-
    ical component to another. But there was evidence that the
    signal sent by the specified cores is not a request to change
    frequency based on changes the cores identified in their
    own performance, because it is only software running on
    the (receiving) power control unit that, based on observa-
    tions of system conditions, calls for a frequency change. See
    J.A. 2083–85, 2188–89, 2748–51. And the jury eventually
    found no literal infringement. J.A. 9.
    VLSI’s alternative infringement theory, invoking the
    doctrine of equivalents, sought to accommodate the
    Case: 22-1906    Document: 72      Page: 17    Filed: 12/04/2023
    VLSI TECHNOLOGY LLC v. INTEL CORPORATION                    17
    evidence of the role played by the power control unit in
    making the claim-required request. Under this theory, the
    equivalent of the “first master device” as the provider of the
    “request to change a clock frequency” is the combination of
    (a) the core and (b) the core-specific p-code (a software mod-
    ule) residing on the power control unit that makes the fre-
    quency-change request, and the equivalent of the
    “programmable clock controller” is a different software
    module residing on the same power control unit, namely,
    the “decision instructions,” with this software module re-
    ceiving the request sent by the first software module, both
    software modules being within the power control unit. J.A.
    2705–09. The jury found infringement under the doctrine
    of equivalents. J.A. 10.
    Dr. Conte presented his evidence for equivalence using
    the function, way, result framework, see J.A. 2705, 2707,
    and the appropriateness of that framework is not disputed
    here. See, e.g., Brilliant Instruments, Inc. v. GuideTech,
    LLC, 
    707 F.3d 1342
    , 1346–47 (Fed. Cir. 2013). Using that
    framework, VLSI had to show that the core and certain
    code, which resides on the power control unit, together per-
    form substantially the same function, in substantially the
    same way, to achieve substantially the same result as the
    claimed “first master device” and that certain other in-
    structions on the same power control unit perform substan-
    tially the same function, in substantially the same way, to
    achieve substantially the same result as the claimed “pro-
    grammable clock controller.” And VLSI had to present par-
    ticularized testimony and linking argument to make that
    showing.
    On the crucial point, Dr. Conte testified as follows:
    MR. HEINRICH (ATTORNEY FOR VLSI). Okay.
    So now, let’s go back to your Doctrine of Equiva-
    lents analysis. Did you apply the function/[way]/re-
    sult test?
    Case: 22-1906     Document: 72     Page: 18    Filed: 12/04/2023
    18                VLSI TECHNOLOGY LLC v. INTEL CORPORATION
    DR. CONTE. I did. So let’s put a box around the
    core and the Core 1’s [p]-code. And then this pro-
    vides the same function as required by the claim,
    that is to provide a request.
    Q. And does it provide a request in substantially
    the same way as the claim?
    A. Yeah. The claims says[,] “the first master de-
    vice provides a request.” Now, it’s the first master
    device and its [p]-code that provides the request.
    Q. And how do you characterize the difference be-
    tween those two?
    A. It’s just a difference of where an engineer draws
    this data line.
    Q. Is it a design choice?
    A. It’s a design choice.
    Q. And what’s the result?
    A. Well, the result is that a request is provided.
    Q. And is it the same result in each case?
    A. Yes. No, not really. So[,] each will provide a
    different—you mean in terms of—
    Q. That was a bad question. So[,] is the result of
    the core and its [p]-code sending a request to the
    [power control unit] the same result as what’s re-
    quired by the claim?
    A. Oh, I see. I misunderstood your question. Yes,
    it’s the same result as required by the claim.
    J.A. 2707–08.
    That testimony is insufficient. It contains no meaning-
    ful explanation of why the way in which the request is
    made is substantially the same as what the claim pre-
    scribes. The question is not whether, in a schematic
    Case: 22-1906    Document: 72     Page: 19   Filed: 12/04/2023
    VLSI TECHNOLOGY LLC v. INTEL CORPORATION                 19
    drawing used to illustrate functions, an engineer could
    “draw[] . . . [a] line” in different places. The question is
    about actual functionality-location differences. It is not
    enough, moreover, to say that the different functionality-
    location placements were a “design choice.” That label does
    not indicate whether, or begin to explain why, the options
    in the choice are substantially different or substantially
    the same: In both circumstances, the choice between the
    options is a design choice. The question that must be ad-
    dressed is whether the difference in the way the function-
    alities are actually allocated between devices is an
    insubstantial one.
    Here, the claim requires that the request function be
    performed by one component (master device) and the re-
    ceipt and output functions be performed by a distinct com-
    ponent (programmable clock controller). According to
    VLSI itself, what occurs in Intel’s accused microprocessors
    is that the request function is split between two physical
    components (core and power control unit), with the request
    complete only in the second component, and receipt and
    output occur within the second component as well. The re-
    quest provision and the receipt/output are performed not
    by distinct physical components but by different software
    “modules”—one p-code module or a second instruction mod-
    ule. VLSI had to prove—with particularized testimony and
    linking argument—that the elements of the Intel arrange-
    ment were substantially the same as the elements of the
    claimed arrangement. But VLSI offered no meaningful tes-
    timony doing so. The above testimony says nothing re-
    motely sufficient, especially in light of Intel’s evidence
    about the significance of using the power control unit, ra-
    ther than other particular components such as cores within
    the system, for making frequency decisions based on work-
    load information. See, e.g., J.A. 2146–47, 2195–96.
    Based on the evidence presented, VLSI’s doctrine of
    equivalents theory fails as a matter of law. The judgment
    of infringement of the ’759 patent is therefore reversed.
    Case: 22-1906    Document: 72       Page: 20   Filed: 12/04/2023
    20               VLSI TECHNOLOGY LLC v. INTEL CORPORATION
    III
    Intel challenges the award of damages for infringement
    of the ’373 patent. 2 In a pretrial motion under Federal Rule
    of Evidence 702, Intel challenged various aspects of the
    damages analysis set forth by VLSI’s damages expert, and
    it made similar arguments in seeking a new trial after the
    jury verdict. See J.A. 1–2, 3533, 4107–09. As relevant
    here, the district court’s denial of both motions is reviewa-
    ble for abuse of discretion. General Electric Co. v. Joiner,
    
    522 U.S. 136
    , 141 (1997); Finjan, Inc. v. Secure Computing
    Corp., 
    626 F.3d 1197
    , 1202 (Fed. Cir. 2010); Fornesa v.
    Fifth Third Mortgage Co., 
    897 F.3d 624
    , 627 (5th Cir.
    2018). An abuse of discretion exists, for purposes of this
    appeal, if the damages analysis departed from an econom-
    ically sound methodology under the legal principles gov-
    erning royalty damages, overall and as applied, and if that
    departure cannot be deemed harmless. See Summit 6, LLC
    v. Samsung Electronics Co., 
    802 F.3d 1283
    , 1295–96 (Fed.
    Cir. 2015); VirnetX, Inc. v. Cisco Systems, Inc., 
    767 F.3d 1308
    , 1328 (Fed. Cir. 2014).
    A
    Certain well-established principles are relevant to In-
    tel’s challenge to the damages award at issue on appeal—
    which is a (lump-sum life-of-patent) reasonable-royalty
    award designed to compensate “for the use made of the in-
    vention by the infringer.” 
    35 U.S.C. § 284
    . “The ‘value of
    what was taken’—the value of the use of the patented tech-
    nology—measures the royalty.” Aqua Shield v. Inter Pool
    Cover Team, 
    774 F.3d 766
    , 770 (Fed. Cir. 2014) (quoting
    Dowagiac Manufacturing Co. v. Minnesota Moline Plow
    2Although Intel also challenges the award of damages
    for infringement of the ʼ759 patent, we need not address
    that challenge because we hold that judgment of non-in-
    fringement of that patent is required.
    Case: 22-1906    Document: 72     Page: 21    Filed: 12/04/2023
    VLSI TECHNOLOGY LLC v. INTEL CORPORATION                  21
    Co., 
    235 U.S. 641
    , 648 (1915)). Any reasonable royalty
    must seek to measure the value of the patented technol-
    ogy—it must be “apportion[ed]” to that value—by separat-
    ing out and excluding other value in economic products or
    practices. See Finjan, Inc. v. Blue Coat Systems, Inc., 
    879 F.3d 1299
    , 1309 (Fed. Cir. 2018); see also Garretson v.
    Clark, 
    111 U.S. 120
    , 121 (1884); Omega Patents, LLC v.
    CalAmp Corp., 
    13 F.4th 1361
    , 1376 (Fed. Cir. 2021); Power
    Integrations, Inc. v. Fairchild Semiconductor Interna-
    tional, Inc., 
    904 F.3d 965
    , 977 (Fed. Cir. 2018); Common-
    wealth Scientific & Industrial Research Organization v.
    Cisco Systems, Inc., 
    809 F.3d 1295
    , 1301 (Fed. Cir. 2015);
    Ericsson, Inc. v. D-Link Systems, Inc., 
    773 F.3d 1201
    , 1226
    (Fed. Cir. 2014).
    An economically sensible, commonly used method for
    determining this market value posits a “hypothetical nego-
    tiation” between the parties (based on certain assumptions,
    including validity of the patent) to “attempt[] to ascertain
    the royalty upon which the parties would have agreed had
    they successfully negotiated an agreement just before in-
    fringement began.” Lucent Technologies, 
    580 F.3d at 1324
    .
    The analysis must be one that “tries, as best as possible, to
    recreate the ex ante licensing negotiation scenario and to
    describe the resulting agreement,” recognizing that some
    steps in a sound analysis may involve unavoidable “approx-
    imation and uncertainty.” 
    Id. at 1325
     (internal quotations
    omitted); see Dowagiac, 
    235 U.S. at 647
    . Substantively,
    subject to conditions not in dispute here, “the core economic
    question is what the infringer” in the hypothetical negoti-
    ation “would have anticipated the profit-making potential
    of use of the patented technology to be, compared to using
    non-infringing alternatives.” Aqua Shield, 
    774 F.3d at 770
    (italicization of “anticipated” removed); see Carnegie
    Mellon University v. Marvell Technology Group, Ltd., 
    807 F.3d 1283
    , 1304 (Fed. Cir. 2015) (“A key inquiry in the
    analysis is what it would have been worth to the defendant,
    as it saw things at the time, to obtain the authority to use
    Case: 22-1906    Document: 72      Page: 22     Filed: 12/04/2023
    22                VLSI TECHNOLOGY LLC v. INTEL CORPORATION
    the patented technology, considering the benefits it would
    expect to receive from using the technology and the alter-
    natives it might have pursued.”).
    Also of relevance to the appeal before us is what we
    have said about the use of licenses in a royalty analysis.
    We have recognized that prices paid in actual licenses may
    have a proper role to play in valuing the patented technol-
    ogy at issue in a case, see Apple Inc. v. Wi-LAN Inc., 
    25 F.4th 960
    , 971 (Fed. Cir. 2022); Prism Technologies LLC v.
    Sprint Spectrum L.P., 
    849 F.3d 1360
    , 1368–69 (Fed. Cir.
    2017), but the basic evidentiary precondition is that such
    licenses be “sufficient[ly] comparab[le]” to the royalty pro-
    posed by a party for the technology at issue, Apple, 25 F.4th
    at 971 n.5 (citing Elbit Systems Land & C41 Ltd. v. Hughes
    Network Systems, LLC, 
    927 F.3d 1292
    , 1299 (Fed. Cir.
    2019)). That requirement often precludes use of other li-
    censes that involve (only or even partly) technology other
    than the patented technology at issue in the case at hand,
    e.g., where there is an inadequate basis for soundly extract-
    ing from such licenses information that is truly informative
    about the value of the technology in the case at hand. See,
    e.g., Apple, 25 F.4th at 973–74; LaserDynamics, Inc. v.
    Quanta Computer, Inc., 
    694 F.3d 51
    , 81 (Fed. Cir. 2012);
    ResQNet.com, Inc. v. Lansa, Inc., 
    594 F.3d 860
    , 872–73
    (Fed. Cir. 2010).
    B
    In the present case, Intel, for its part, presented a dam-
    ages theory based on a comparable-license analysis, J.A.
    2776–84, but we have no issue before us about whether In-
    tel’s analysis met the requirement of comparability in
    terms of the basic economic inquiry into value over alter-
    natives, which could differ from technology to technology.
    Rather, what is before us is VLSI’s damages proof, which
    led to a figure close to what the jury awarded. Intel’s prin-
    cipal challenge to that proof is to the analysis developed by
    VLSI’s experts, which, in four steps, sought, without
    Case: 22-1906    Document: 72     Page: 23    Filed: 12/04/2023
    VLSI TECHNOLOGY LLC v. INTEL CORPORATION                  23
    reliance on licenses, to identify the incremental value over
    non-infringing alternatives added to Intel’s accused prod-
    ucts by use of the asserted patents and the share of that
    value that Intel and VLSI would have agreed Intel would
    pay in a start-of-infringement hypothetical negotiation.
    The first step in VLSI’s royalty calculation, as applied
    to the ʼ373 patent, was to quantify the effect of use of the
    ʼ373 patent technology on the speed of Intel’s Broadwell
    and Haswell microprocessors, derived from quantifying its
    effect on power savings. J.A. 3446. This quantification was
    based on testing done by one of VLSI’s experts, Dr. Annav-
    aram. See J.A. 1525–87. He tested Intel’s Broadwell and
    Haswell microprocessors and determined that the power
    savings attributable to the ʼ373 patent technology was
    5.45%. J.A. 1593, 2681–82. Dr. Conte (the VLSI expert
    whose testimony on equivalents was discussed supra) then
    translated this power savings benefit into a speed benefit,
    finding a one-to-one ratio for Intel’s Broadwell and Haswell
    microprocessors, so that the 5.45% power savings from use
    of ’373 patent technology provided a 5.45% speed benefit.
    J.A. 2682–83.
    Next, VLSI calculated the effect of a speed improve-
    ment on the price Intel could fetch for its products, includ-
    ing in its study a number of Intel products, not only the
    Broadwell and Haswell microprocessors. VLSI’s damages
    expert, Dr. Sullivan, used a regression model to measure
    this effect of a speed improvement on price. J.A. 1609–13.
    Dr. Sullivan found that, as relevant here, each 1% improve-
    ment in speed was associated with a 0.764% increase in
    price for Intel’s products. J.A. 1613–14, 15277–78.
    Then, based on the quantified effect of the ʼ373 patent
    technology on the speed of Intel’s Broadwell and Haswell
    microprocessors and the calculated effect of a speed im-
    provement on price for Intel’s products, VLSI made a cal-
    culation of the incremental revenue attributable to Intel’s
    use of the ’373 patent technology in its Broadwell and
    Case: 22-1906    Document: 72     Page: 24   Filed: 12/04/2023
    24               VLSI TECHNOLOGY LLC v. INTEL CORPORATION
    Haswell microprocessors. Specifically, Dr. Sullivan multi-
    plied the 5.45% speed benefit, by the 0.764% price benefit,
    by the known total infringing revenues for Intel’s Haswell
    and Broadwell microprocessors. J.A. 1655–1656, 15290.
    Dr. Sullivan determined the incremental revenue attribut-
    able to use of the ʼ373 patent technology to be
    $2,115,862,744. J.A. 15290.
    Finally, VLSI had to determine how Intel and VLSI
    would have divided up the calculated incremental revenues
    to set a royalty Intel would have paid VLSI for the right to
    use the patent technology. Reflecting the role of profits
    (not revenues per se) in the inquiry, J.A. 1658–59, 3449,
    Dr. Sullivan concluded that there were no incremental
    manufacturing costs incurred by adopting the technology,
    only other small, incremental costs, e.g., costs of making
    sales, J.A. 1659–60, 3450–51. He then inquired into the
    “relative contributions” of Intel and VLSI to the production
    of the incremental revenues (and hence profits). J.A. 1660;
    see J.A. 3452–53. He did so by considering Intel’s “total
    spending,” including sales and marketing, research and de-
    velopment (R&D), and general and administrative (G&A)
    costs, seemingly allocating a proportionate share to the
    products at issue, and on that basis making “a reasonable
    estimate of Intel’s contribution for purposes of the contri-
    bution apportionment.” J.A. 3453, 1661–62; see J.A. 3461.
    The Intel contribution figure was 23.8% of total revenue for
    the two products, with a 76.2% contribution figure for VLSI
    (actually, VLSI’s predecessor in interest, Freescale). J.A.
    1662, 3461–62. Multiplying the VLSI figure by the incre-
    mental revenue gave the reasonably royalty. J.A. 1662–64,
    3461–62, 15301–03. The net result was a proposed royalty
    of $1,611,609,964. J.A 15303. The jury awarded $1.5 bil-
    lion. J.A. 13.
    C
    Intel challenges several aspects of the foregoing analy-
    sis, but it suffices for vacatur of the award that, in
    Case: 22-1906    Document: 72     Page: 25    Filed: 12/04/2023
    VLSI TECHNOLOGY LLC v. INTEL CORPORATION                  25
    determining the power savings attributable to use of the
    ʼ373 patent, Dr. Annavaram made a readily identifiable er-
    ror. The step at issue departed from the essential logic of
    the value-of-the-patented-technology assessment. It is not
    a matter of choosing one reasonable step over another or of
    estimation in the face of acceptable imprecision or uncer-
    tainty.
    VLSI’s damages model required VLSI to calculate the
    incremental technical benefit attributable to Intel’s in-
    fringement. For the ʼ373 patent, Dr. Annavaram pur-
    ported to calculate this benefit by calculating the power-
    savings benefit attributable to the accused processor func-
    tion of using the multiplexer to change the source of voltage
    to the C6 SRAM (allowing all cores to go to sleep without
    loss of re-startup data, thereby saving power)—what the
    parties before us call using the C6 SRAM. J.A. 1557–58.
    It is undisputed that when Intel’s accused microprocessor
    enters the Package C7 sleep state, in which all cores are
    asleep, that function is performed (the C6 SRAM is used),
    but that it is not performed when Intel’s accused micropro-
    cessor enters the Core C7 sleep state, in which individual
    cores are asleep. J.A. 1559–60. Thus, Core C7 and Pack-
    age C7 are different states, and only the latter reflects the
    benefits of the infringement at issue. Nevertheless, Dr.
    Annavaram made use of Core C7 state residency data—
    data on how much time a processor spends in a given
    state—in making a choice of inputs into his calculation.
    Specifically, he ran experiments on six Intel devices,
    two with accused Broadwell processors (the other four not
    accused of infringement of the ’373 patent), to collect data
    on the residency of the devices in particular states when he
    put them through selected workloads. He compiled the re-
    sults in a table, one line of which showed residency in the
    Core C7 state, while another line residency in the Package
    C7 state. See J.A. 3132–33. The residency figures for the
    former (where any core is shut down, J.A. 18670–71) were
    close to double those of the latter (where all cores are shut
    Case: 22-1906    Document: 72      Page: 26    Filed: 12/04/2023
    26                VLSI TECHNOLOGY LLC v. INTEL CORPORATION
    down, J.A. 18671–72). Then, in the next stage of his anal-
    ysis, which was to employ an Intel analytic tool (Power
    Model) that estimates power use (and hence power savings)
    under specified conditions (including residency and work-
    load), Dr. Annavaram used at least the Core C7 figures,
    and perhaps also the Package C7 figures, in carrying out
    some kind of “match[ing]” process in order “to select the
    residency and workload settings in the Intel Power Model.”
    J.A. 1580–81; see J.A. 1533–34, 1555–61, 3137–41. 3
    The results of using the Power Model with the selected
    inputs were the power savings that were crucial to VLSI’s
    damages calculation. Yet to produce the power-savings re-
    sults, Dr. Annavaram used inputs that he chose by trying
    to match (only or in part) data not from use of infringing
    functionality. That step undermines the reliability of the
    results as a calculation of power savings from use of the
    infringing functionality.
    We cannot say that this error “could not have changed
    the result,” namely, the precise amount of damages, so as
    to render it harmless. See Wright & Miller § 2886; Voda v.
    Cordis Corp., 
    536 F.3d 1311
    , 1328 (Fed. Cir. 2008); Cy-
    toLogix Corp. v. Ventana Medical Systems, Inc., 
    424 F.3d 1168
    , 1174 (Fed. Cir. 2005); Ecolab, Inc. v. Paraclipse, Inc.,
    
    285 F.3d 1362
    , 1374 (Fed. Cir. 2002). The difference be-
    tween the Core C7 residency data and the Package C7 res-
    idency data is on its face significant—75.86% and 75.95%
    for the Core C7 state versus 41.01% and 57.49% for the
    Package C7 state. J.A. 3132. Residency in particular
    states matters to the power savings, see J.A. 3138, and res-
    idency inputs chosen in an effort to match non-infringing-
    3Dr. Annavaram stated at least once that the Core C7
    state was “the one” state he used from his experiment-re-
    sults table. J.A. 1579–81. The problem we identify exists
    even if Dr. Annavaram used that state along with the Pack-
    age C7 state (or others).
    Case: 22-1906    Document: 72      Page: 27    Filed: 12/04/2023
    VLSI TECHNOLOGY LLC v. INTEL CORPORATION                   27
    state numbers (at least in part) could well affect the bottom
    line. See also J.A. 1975–76, 1994 (testimony of Intel’s ex-
    pert, Dr. Sylvester). On this record, we cannot deem this
    step in the damages calculation harmless as to the bottom-
    line amount of damages. The damages award must be set
    aside, without our adjudicating Intel’s other allegations of
    error bearing on the damages.
    D
    The proper relief is a remand for a new trial on the is-
    sue of damages. We see no sound basis, given the nature
    of the error found or of the other errors alleged, for denying
    VLSI an opportunity to provide a corrected damages case.
    Nor do we see a sound basis, in the error found or the other
    errors alleged, for setting aside the liability verdict as in-
    fected by the damages verdict.
    We do not address Intel’s other allegations of error in
    VLSI’s damages case, except to state the following, which
    bears on what should occur on remand. First, Intel chal-
    lenges VLSI’s introduction of certain concededly noncom-
    parable licenses in the trial, which were not part of the
    experts’ damages calculation described supra. Given the
    conceded noncomparability, the law restricting use of
    noncomparable licenses, see supra p. 22, would clearly bar
    admission of that evidence unless admission of the evi-
    dence could be justified on the ground—which VLSI urges
    here and which we read the district court as having
    adopted—that the evidence was a proper response to Intel’s
    presentation, through cross-examination of VLSI’s expert,
    of prices at which certain sports teams were sold. See J.A.
    2328–29; J.A. 17. The Intel line of questioning was allowed
    over VLSI’s objection and unavoidably conveyed a message
    of relevance of the sheer size of the proposed award,
    through facts (about sports teams) self-evidently uncon-
    nected to the question of the value of the specific technology
    at issue. We do not decide whether VLSI’s evidence of
    noncomparable licenses, itself focusing only on sheer size
    Case: 22-1906     Document: 72      Page: 28    Filed: 12/04/2023
    28                VLSI TECHNOLOGY LLC v. INTEL CORPORATION
    (in VLSI’s case, of license payments Intel made for other
    technology), could be admitted as a response to Intel’s
    presentation. And we need not do so. We expect that, on
    remand, there will be no recurrence of comparable refer-
    ences, to sports-team prices or other facts about size of a
    proposed award alone (one way or the other), not focused
    on answering the question of the value of the specific tech-
    nology at issue.
    Second, we similarly do not adjudicate the merits of In-
    tel’s other challenges to VLSI’s damages-calculation meth-
    odology. We note only this: Intel, in this court, has not
    persuasively shown that the regression analysis used to de-
    termine price effects of speed improvements is an improper
    or unreasonable one, and VLSI has not adequately eluci-
    dated how the last-step cost-and-contribution analysis (see
    supra, section III.B) reasonably establishes the choice Intel
    and VLSI would have made in the hypothetical negotiation
    about the sharing of the incremental benefits of implemen-
    tation of the patent technology. On remand, the oppor-
    tunity to provide better explanations should be made
    available.
    IV
    We address, finally, Intel’s license defense.
    On September 4, 2020, as the case was approaching
    trial (which began in late February 2021), Intel filed a mo-
    tion to stay the litigation, arguing that it had newly ac-
    quired a license defense to the alleged infringement. Intel
    alleged that it had a license to practice VLSI’s asserted pa-
    tents because, as relevant, (a) in 2012, Intel entered into
    an agreement with Finjan, in which Finjan granted Intel a
    perpetual and irrevocable license to patents owned and
    controlled by Finjan’s “affiliates” and (b) in July 2020, For-
    tress acquired “control” of Finjan, through funds Fortress
    manages, making VLSI and Finjan “affiliates” under the
    license agreement. J.A. 3005–06; see J.A. 65–66. On No-
    vember 10, 2020, Intel filed the motion now at issue: It
    Case: 22-1906    Document: 72      Page: 29    Filed: 12/04/2023
    VLSI TECHNOLOGY LLC v. INTEL CORPORATION                   29
    sought leave to amend its answer in this case to add the
    license defense, and it requested that the defense be sev-
    ered from the rest of the case and its adjudication stayed.
    J.A. 3635–36. The district court ruled on the motion only
    after trial, denying it on March 18, 2022. J.A. 65. We now
    reverse that denial.
    The license agreement invoked by Intel was entered
    into on November 20, 2012, between Intel, on one side, and
    Finjan Software, Inc. and Finjan, Inc., on the other, and in
    the license agreement “Finjan” granted to Intel a broad li-
    cense to “Finjan’s Patents.” J.A. 3684–96. The license
    agreement defines “Finjan” as Finjan Software, Inc., Fin-
    jan, Inc., and their “Affiliates”; it defines “Affiliates” as
    “any Person that, now or hereafter, directly or indirectly
    through one or more entities, controls or is controlled by, or
    is under common control with” “Finjan”; and it defines
    “control” to mean “the possession, direct or indirect, of the
    power to direct the management and policies of a Person,
    whether through the ownership of any percentage of voting
    interests of such Person, through contract or otherwise.”
    J.A. 3684. The license agreement also broadly defines “Fin-
    jan’s Patents” as “all Patent Rights that are owned or con-
    trolled at any time on or after November 6, 2012[,] by
    Finjan.” J.A. 3685. Intel alleged that on July 24, 2020,
    Fortress “funds acquired Finjan, Inc., causing Finjan and
    VLSI to be under the common control of Fortress, and
    therefore ‘affiliates’ under the provisions of the license.”
    J.A. 3635.
    Addressing Intel’s motion, the district court applied the
    four-factor approach set forth in Meaux Surface Protection,
    Inc. v. Fogleman, 
    607 F.3d 161
    , 167 (5th Cir. 2010), consid-
    ering (1) the explanation for the failure to timely move for
    leave to amend; (2) the importance of the amendment; (3)
    potential prejudice in allowing the amendment; and (4) the
    availability of a continuance to cure such prejudice. J.A.
    67–72. The district court denied the motion on the grounds
    Case: 22-1906    Document: 72      Page: 30    Filed: 12/04/2023
    30                VLSI TECHNOLOGY LLC v. INTEL CORPORATION
    of untimeliness, prejudice, and—most significantly—unim-
    portance because of the futility of the defense. 
    Id.
    We follow regional circuit law in reviewing the denial
    of a motion to amend, Healthier Choices Management Corp.
    v. Philip Morris USA, Inc., 
    65 F.4th 667
    , 675 (Fed. Cir.
    2023), and Fifth Circuit law provides for review here for
    abuse of discretion, Meaux, 
    607 F.3d at 167
    . A district
    court abuses its discretion if it bases its ruling on an erro-
    neous view of the law or on a clearly erroneous assessment
    of the evidence. Cooter & Gell v. Hartmarx Corp., 
    496 U.S. 384
    , 405 (1990). We find such an abuse of discretion.
    We conclude that the district court’s conclusion that In-
    tel unduly delayed filing its motion—between the time of
    the July 24 acquisition and the filing of the November 10
    motion—was an abuse of discretion. Intel was required by
    the 2012 license agreement to follow certain procedures,
    J.A. 3694, and Intel acted with diligence in doing so. On
    August 17, 2020, in accordance with the process require-
    ments, Intel sent a letter to Finjan, VLSI, and Fortress
    stating that Intel holds a license to VLSI’s patents under
    the 2012 Intel-Finjan license agreement and that Intel
    would like to begin the dispute resolution process. J.A.
    3018. Then, on September 2, 2020, Intel filed its motion to
    stay in light of the new license defense. J.A. 3001. This
    motion to stay was in accordance with the contract’s choice
    of law and venue provisions. J.A. 3696. VLSI opposed the
    motion on September 18, 2020, see J.A. 156, and when the
    district court had not ruled by early November, Intel filed
    the motion now at issue on November 10, 2020, stating that
    it moved to amend its answer “[t]o avoid any doubt that
    Intel has preserved its defense of license in this case.” J.A.
    3635. Considering timing alone, we see no reasonable ba-
    sis for a determination of undue delay.
    Regarding prejudice, the district court, which expressly
    considered its futility conclusion in addressing this factor,
    did not conclude that, even if the defense was meritorious,
    Case: 22-1906    Document: 72      Page: 31     Filed: 12/04/2023
    VLSI TECHNOLOGY LLC v. INTEL CORPORATION                    31
    it would deny the motion because of prejudice to VLSI
    alone. J.A. 71. And we see no basis on which prejudice
    alone could support denial of the motion. Intel requested
    severance of the defense from the rest of the case and a stay
    of its adjudication, so trial of the other issues was not to be
    delayed. Although entry of a final judgment in the district
    court for appeal might have been delayed, the district court
    said nothing about how long such a delay would have been.
    The court said that having a district court judgment sooner
    rather than later (subject to appeal) would help VLSI se-
    cure licenses, but it offered no basis for that conclusion that
    is independent of the merits of the defense. Nor did the
    district court consider that it was Fortress (with its close
    relationship to VLSI), not Intel, that was responsible for
    the action creating the possibility of the license defense:
    “Fortress acquired Finjan,” J.A. 70. The district court con-
    sidered relevant to the prejudice factor Intel’s interest in
    not being liable if its defense is valid, but it dismissed that
    interest only by an unelaborated reference to the possibil-
    ity of a contract action by Intel against Finjan as an alter-
    native remedy for Intel, without explaining why that was
    a meaningful avenue (legally or practically) for recovering
    from Finjan the damages Intel would pay in this case (in-
    correctly if the license defense was valid). For such rea-
    sons, we see no basis on which, futility aside, prejudice
    could sustain the denial of Intel’s motion.
    What is determinative, then, is the soundness of the
    district court’s conclusion that the record developed makes
    the license defense so clearly meritless that allowing it
    even to be pleaded is a futile act. We hold that conclusion
    to be wrong as a matter of law. This is a very narrow hold-
    ing. We do not conclude that the license defense is merito-
    rious. We conclude only that the governing law is such that
    the defense requires additional litigation of the sort that
    begins once it is added to the case, whether that process is
    a fully developed motion to dismiss, with fuller analysis of
    the governing law than has yet occurred, or more fact-
    Case: 22-1906    Document: 72      Page: 32    Filed: 12/04/2023
    32                VLSI TECHNOLOGY LLC v. INTEL CORPORATION
    based litigation. Intel might well fail to sustain the de-
    fense, but we do not see failure as foreordained on the ma-
    terial supplied to date.
    The district court turned to Delaware law, which, sub-
    ject to any overriding federal law, is the applicable law cho-
    sen by the 2012 license agreement. J.A. 3696. The district
    court stated, without qualifiers, that “Delaware law pro-
    vides that a non-party to a contract is not bound by that
    contract.” J.A. 70. But the precedential authority cited in
    support states the principle as only “the ordinary rule,”
    subject to exceptions for “unusual circumstances.” Alliance
    Data Systems Corp. v. Blackstone Capital Partners V L.P.,
    
    963 A.2d 746
    , 760 & n.47 (Del. Ch. 2009), affʼd, 
    976 A.2d 170
     (Del. 2009) (footnote quoting statement from Wallace
    ex rel. Cencom Cable Income Partners II, Inc., v. Wood, 
    752 A.2d 1175
    , 1180 (Del. Ch. 1999), that this is “a general prin-
    ciple”). Three cited nonprecedential decisions are to the
    same effect. Sheehan v. AssuredPartners, Inc., No. 2019-
    0333-AML, 
    2020 WL 2838575
    , at *9 (Del. Ch. May 29,
    2020) (“‘ordinary rule,’” quoting Alliance Data, 
    963 A.2d at
    760–61); Wenske v. Blue Bell Creameries, Inc., No. 2017-
    0699-JRS, 
    2018 WL 5994971
    , at *3 (Del. Ch. Nov. 13, 2018)
    (“ordinarily”); Kuroda v. SPJS Holdings, L.L.C., No. 4030-
    CC, 
    2010 WL 4880659
    , at *3 (Del. Ch. Nov. 30, 2010)
    (“[g]enerally”).
    In 2019, the Delaware Supreme Court stated that
    “[c]ontracts may impose obligations on affiliates” in certain
    contexts, and it affirmed the Delaware Chancery Court’s
    determination that the case before it involved such a con-
    text. In re Shorenstein Hays-Nederlander Theatres LLC
    Appeals, 
    213 A.3d 39
    , 57 (Del. 2019). In so ruling, the Del-
    aware Supreme Court cited, 
    id.
     at 57 n.86, two nonprece-
    dential decisions of the Delaware Chancery Court that are
    to the same effect, describing them as involving contract
    provisions covering certain affiliates and non-signatories
    who were, or came to be, owned or under the control of a
    signatory party.        Medicalgorithmics S.A. v. AMI
    Case: 22-1906    Document: 72     Page: 33    Filed: 12/04/2023
    VLSI TECHNOLOGY LLC v. INTEL CORPORATION                  33
    Monitoring, Inc., No. 10948-CB, 
    2016 WL 4401038
    , at *18
    (Del. Ch. Aug. 18, 2016); MicroStrategy Inc. v. Acacia Re-
    search Corp., No. 5735-VCP, 
    2010 WL 5550455
    , at *12 (Del.
    Ch. Dec. 30, 2010).
    This case law does not definitively enough answer
    questions of potential significance here to make the license
    defense proposed by Intel futile. Perhaps it makes a differ-
    ence whether the affiliate sought to be bound was an affil-
    iate at the time of contract or whether it controlled or was
    controlled by the signatory, rather than merely under com-
    mon control, even when the contractual definition of “affil-
    iate” includes the common-control situation. Under the
    authorities presented and arguments made on whether
    VLSI, as a non-party, could be bound by the 2012 license
    agreement, we do not think that there is a sufficiently clear
    answer for there to be a determination of futility. See
    Stripling v. Jordan Production Co., LLC, 
    234 F.3d 863
    ,
    872–73 (5th Cir. 2000).
    In so concluding, we do not prejudge the answer to that
    question or the answer to other questions about whether
    VLSI’s particular circumstances bring it within the con-
    tract’s terms. Nor do we prejudge the appropriate pro-
    cesses for deciding the merits of the license defense, e.g.,
    whether a motion to dismiss may suffice, whether discov-
    ery is warranted, or whether summary judgment may be
    justified. Nor do we prejudge whether certification of a le-
    gal question to the Delaware Supreme Court is appropriate
    or whether any federal patent-law question is involved.
    See, e.g., 
    35 U.S.C. § 261
    . We hold only that it was error to
    deny the motion to add the license defense to the case.
    V
    The judgment of infringement of the ʼ373 patent is af-
    firmed. The judgment of infringement of the ʼ759 patent is
    reversed. The damages award for the ʼ373 patent is va-
    cated. The denial of the motion for leave to amend is
    Case: 22-1906     Document: 72    Page: 34      Filed: 12/04/2023
    34                VLSI TECHNOLOGY LLC v. INTEL CORPORATION
    reversed. The matter is remanded for further proceedings
    consistent with this opinion.
    The parties shall bear their own costs.
    AFFIRMED IN PART, REVERSED IN PART,
    VACATED IN PART, AND REMANDED
    

Document Info

Docket Number: 22-1906

Filed Date: 12/4/2023

Precedential Status: Precedential

Modified Date: 12/4/2023