United States v. Yi-Chi Shih ( 2023 )


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  •                 FOR PUBLICATION
    UNITED STATES COURT OF APPEALS
    FOR THE NINTH CIRCUIT
    UNITED STATES OF AMERICA,                No. 20-50144
    Plaintiff-Appellant,          D.C. Nos.
    2:18-cr-00050-
    v.                                         JAK-1
    2:18-cr-00050-
    YI-CHI SHIH, AKA Yugi Shi, AKA               JAK
    Yichi Shih,
    Defendant-Appellee.           OPINION
    UNITED STATES OF AMERICA,                No. 21-50175
    Plaintiff-Appellee,           D.C. No.
    2:18-cr-00050-
    v.                                         JAK-1
    YI-CHI SHIH, AKA Yugi Shi, AKA
    Yichi Shih,
    Defendant-Appellant.
    Appeal from the United States District Court
    for the Central District of California
    John A. Kronstadt, District Judge, Presiding
    2                      UNITED STATES V. SHIH
    Argued and Submitted May 10, 2023
    Pasadena, California
    Filed July 18, 2023
    Before: Andrew D. Hurwitz and Ryan D. Nelson, Circuit
    Judges. ∗
    Opinion by Judge Hurwitz
    SUMMARY **
    Criminal Law
    In a case in which a jury returned a guilty verdict on all
    counts in an indictment charging Yi-Chi Shih with various
    offenses arising out of the export of monolithic microwave
    integrated circuits (MMICs) to the People’s Republic of
    China, the panel reversed the district court’s judgment of
    acquittal on one count, affirmed Shih’s other convictions,
    and remanded.
    The Export Administration Regulations (EARs),
    administered by the Department of Commerce’s Bureau of
    Industry and Security, impose controls on certain exports to
    “serve the national security, foreign policy, nonproliferation
    of weapons of mass destruction, and other interests of the
    ∗
    This case was decided by quorum of the panel. See 
    28 U.S.C. § 46
    (d);
    Ninth Circuit General Order 3.2(h).
    **
    This summary constitutes no part of the opinion of the court. It has
    been prepared by court staff for the convenience of the reader.
    UNITED STATES V. SHIH                    3
    United States.” After the expiration of the Export
    Administration Act of 1979, the EARs were continued
    pursuant to Executive Order 13,222, which declared a
    national emergency under the International Emergency
    Economic Powers Act (IEEPA).
    The panel rejected Shih’s argument that Executive Order
    13,222 was an improper invocation of presidential
    authority. The panel also rejected Shih’s argument argued
    that IEEPA violates the nondelegation doctrine.
    The judgment of acquittal on Count 2 (exporting MMICs
    without first having obtained the required license) rested on
    the district court’s construction of the term “rated for
    operation” in Export Control Classification Numbers
    3A001.b.2.b and 3A001.b.2.c. The panel held that the
    district court erred in concluding that this term requires post-
    manufacture, pre-export testing. The panel therefore
    ordered reinstatement of the jury verdict on that count.
    Shih argued that the district court erred by failing to give
    his proposed jury instruction on the fundamental research
    exemption. The panel rejected this argument because other
    instructions given in their entirety cover the defense theory.
    The panel found no error in the district court’s
    evidentiary rulings because they were well within the district
    court’s discretion and Shih was able to present the substance
    of his defense. The panel found no reversible error in the
    admission of expert testimony. The panel held that even
    assuming Shih’s objection was timely, he did not establish
    that statements by the prosecutor during rebuttal argument
    so infected the trial with unfairness as to make the conviction
    a denial of due process. The panel found any error in the
    wire and mail fraud instructions harmless.
    4                    UNITED STATES V. SHIH
    Addressing sufficiency of the evidence, the panel held:
    (1) as to Counts 1 and 2, a rational factfinder could find that
    the exported MMICs were not exempt from the EARs as
    fundamental research; (2) as to Counts 3 through 8, a
    reasonable factfinder could find Shih’s misrepresentations
    material, and that the evidence supports a finding that Shih
    deprived a manufacturer of confidential information, a
    cognizable property interest under mail and wire fraud
    statutes; (3) the wire and mail fraud convictions were not
    based upon the invalidated right-to-control property theory;
    (4) as to computer fraud (Count 9), a rational factfinder
    could find unauthorized access to a web portal in furtherance
    of a specified crime; and (5) Shih’s attacks on Count 10
    (money laundering) fail because the panel rejected his
    attacks on the underlying counts.
    The district court rejected Shih’s contention that he was
    denied due process in connection with the district court’s
    determination—on the government’s ex parte, in camera
    motion—that none of certain allegedly classified material
    was discoverable.
    COUNSEL
    Khaldoun Shobaki (argued), Assistant United States
    Attorney, Cyber & I.P. Crimes Section Deputy Chief; James
    C. Hughes and Melanie A. Sartoris, Assistant United States
    Attorneys; Bram M. Alden, Assistant United States
    Attorney, Criminal Appeals Section Chief; E. Martin
    Estrada, United States Attorney of Central District of
    California; Office of the United States Attorney; Los
    Angeles, California; Virginia M. Vander Jagt and Joseph F.
    Palmer, Appellate Counsels, National Security Division;
    UNITED STATES V. SHIH                           5
    Steven M. Dunne, Appellate Unit Chief; Matthew G. Olsen,
    Assistant Attorney General for National Security; United
    States Department of Justice; Washington, D.C.; for
    Plaintiff-Appellant.
    James W. Spertus (argued), M. Anthony Brown, and Christa
    Culver, Spertus Landes & Umhofer LLP, Los Angeles,
    California, for Defendant-Appellee.
    OPINION
    HURWITZ, Circuit Judge:
    After Yi-Chi Shih was indicted for various offenses
    arising out of the export of semiconductors to the People’s
    Republic of China, a jury returned guilty verdicts on all
    counts. The district court subsequently entered a judgment
    of acquittal on one count. The government appeals that
    acquittal, and Shih appeals his convictions on the other
    counts. We reverse the judgment of acquittal, affirm Shih’s
    other convictions, and remand.
    BACKGROUND
    I. The Regulatory Scheme
    The Export Administration Regulations (“EARs”),
    administered by the Department of Commerce’s Bureau of
    Industry and Security (“BIS”), impose controls on certain
    exports to “serve the national security, foreign policy,
    nonproliferation of weapons of mass destruction, and other
    interests of the United States.” 
    15 C.F.R. §§ 730.1
    , 730.6. 1
    1
    All citations are to the 2014 version of the Code of Federal Regulations.
    6                   UNITED STATES V. SHIH
    After the expiration of the Export Administration Act of
    1979, see 
    50 U.S.C. § 2419
     (2001), the EARs were
    continued pursuant to Executive Order 13,222, which
    declared a national emergency under the International
    Emergency Economic Powers Act (“IEEPA”), 
    50 U.S.C. § 1702
    , and provided that
    [a]ll rules and regulations issued or continued
    in effect by the Secretary of Commerce under
    the authority of the Export Administration
    Act of 1979 . . . and all orders, regulations,
    licenses, and other forms of administrative
    action issued, taken, or continued in effect
    pursuant thereto, shall . . . remain in full force
    and effect as if issued or taken pursuant to
    this order.
    Exec. Order No. 13,222, 
    66 Fed. Reg. 44025
     (Aug. 17,
    2001). A violation of the EARs is a violation of IEEPA. 
    50 U.S.C. § 1705
    (a), (c).
    Most items subject to the EARs are identified on a BIS
    Commerce Control List and given an Export Control
    Classification Number (“ECCN”). 15 C.F.R. Pt. 774, Supp.
    1. An exporter of these items must obtain a license from the
    BIS, 
    15 C.F.R. § 736.2
    (b)(1), and file an Electronic Export
    Information (“EEI”), 
    15 C.F.R. § 758.1
    (b)(2).
    The ECCNs relevant to this case are 3A001.b.2.b and
    3A001.b.2.c, which apply to a monolithic microwave
    integrated circuit (“MMIC”) that is either:
    b.2.b. Rated for operation at frequencies
    exceeding 6.8 GHz up to and including 16
    GHz and with an average output greater than
    UNITED STATES V. SHIH                   7
    1W (30 dBm) with a “fractional bandwidth”
    greater than 10%;
    b.2.c. Rated for operation at frequencies
    exceeding 16 GHz up to and including 31.8
    GHz and with an average output power
    greater than 0.8 W (29 dBm) with a
    “fractional bandwidth” greater than 10%.
    15 C.F.R. Pt. 774, Supp. 1. MMICs are integrated circuits,
    or “chips,” that operate at microwave frequencies. The
    foundries that manufacture MMICs typically provide
    designers with kits that can be rearranged to achieve
    performance specifications and with software to run pre-
    manufacture simulations. Final designs are collected on
    reticles, pieces of glass whose patterns are stamped onto
    wafers by the foundry. The wafers are then divided into
    individual MMICs.
    A catch-all “EAR99” basket applies the EARs to some
    items without an ECCN. 
    15 C.F.R. § 732.3
    (b)(3). Although
    export licenses are not required for EAR99 items not
    destined for a recipient on a BIS “Entity List,” see 15 C.F.R.
    Pt. 774, Supp. 4, an exporter must file an EEI if the items are
    valued at more than $2,500 and destined for a country other
    than Canada, 
    15 C.F.R. § 758.1
    (b).
    “Publicly available technology” that “arise[s] during, or
    result[s] from, fundamental research” is not subject to the
    EARs. 
    15 C.F.R. § 734.3
    (b)(3)(ii). “Technology” is defined
    as “information necessary for the ‘development,’
    ‘production,’ or ‘use’ of a product”; that information can
    take the form of “technical data,” which includes
    “blueprints, plans, diagrams, models, formulae, tables,
    engineering designs and specifications, [or] manuals and
    8                   UNITED STATES V. SHIH
    instructions written or recorded on other media or devices
    such as disk, tape, [and] read-only memories.” 
    15 C.F.R. § 772.1
    . “Fundamental research” is “basic and applied
    research in science and engineering, where the resulting
    information is ordinarily published and shared broadly
    within the scientific community.” 
    15 C.F.R. § 734.8
    (a).
    II. Export of the MMICs
    The charges against Shih arose out of the export of
    MMICs to China. In September 2012, Shih and his
    colleagues at Chengdu RML, a China-based company,
    began conducting research for China Avionics Systems
    (“AVIC 607”), a Chinese state-owned enterprise that
    develops military weapons. In early 2013, Kiet Mai agreed
    to help Shih procure MMIC foundry services from Cree, Inc.
    Cree required Mai to submit an export compliance
    questionnaire, which Shih completed. The completed
    questionnaire indicated that (1) Cree’s customer was
    MicroEx Engineering, a Los Angeles–based company run
    by Mai; (2) the approximate frequency of the MMICs would
    be “up to 18 GHz” and the approximate power “up to 10W”;
    and (3) the product was neither subject to export control
    regulations nor to be shipped overseas.
    After Mai submitted the questionnaire and signed Cree’s
    Process Design Kit Agreement, Cree gave him access to a
    web portal that included the design kit, data reports, and
    other materials. Although Cree creates unique login
    credentials for each authorized user, Mai requested only one
    set, which he emailed to Shih. Shih shared Mai’s username
    and password with his Chengdu RML colleagues, who used
    the Cree software to design the MMICs, respond to feedback
    from Cree engineers, and run simulations to ensure that the
    MMICs would meet performance goals.
    UNITED STATES V. SHIH                   9
    Cree manufactured the RML-designed MMICs on
    wafers suited for high-power microwave applications. On
    December 26, 2013, Cree shipped four wafers to MicroEx.
    In early 2014, Shih allegedly shipped them to China through
    several intermediaries.     Post-export testing in China
    confirmed that the MMICs performed consistently with pre-
    manufacture simulations.
    III. Proceedings Below
    In February 2018, a grand jury returned a ten-count
    indictment against Shih, Mai, and a third codefendant.
    Counts 1 and 2 charged conspiracy to violate and violation
    of export control laws, 
    50 U.S.C. § 1705
    (a), (c); 
    18 U.S.C. § 2
    (b); Counts 3 through 6 charged mail fraud, 
    18 U.S.C. § 1341
    ; Counts 7 and 8 charged wire fraud, 
    18 U.S.C. §§ 1343
    , 2(b); Count 9 charged conspiracy to defraud the
    U.S. government and a violation of the Computer Fraud and
    Abuse Act, 
    18 U.S.C. §§ 371
    , 1030; and Count 10 charged
    money laundering, 
    18 U.S.C. §§ 1956
    (a)(2)(A), 2(a). In
    October 2018, the grand jury returned a first superseding
    indictment charging four additional defendants under Count
    1, extending the conspiracy timeframe, and adding eight new
    counts against Shih. A second superseding indictment
    amended Counts 12 through 14. In June 2019, after a 22-
    day trial, a jury returned guilty verdicts against Shih on all
    counts.
    Shih then moved for a judgment of acquittal on Counts
    1 through 10. In April 2020, the district court granted a
    judgment of acquittal on Counts 1 and 2. Although rejecting
    Shih’s argument that the MMICs were fundamental research
    exempt from the EARs, the court held that they were not
    “rated for operation” under ECCNs 3A001.b.2b.b and
    3A001.b.2.c., 15 C.F.R. Pt. 774, Supp. 1, because they had
    10                  UNITED STATES V. SHIH
    not been “tested and thereby confirmed to operate reliably
    within the specified parameters” before export. It denied
    Shih’s motion as to the remaining counts as well as his
    motion for a new trial.
    Upon reconsideration, the district court reinstated the
    guilty verdict on Count 1, finding that overwhelming
    evidence supported a conviction for conspiring to export an
    item without filing a required EEI (Object C of Count 1’s
    multi-object conspiracy) even if an export license were not
    required (Object A). The court denied Shih’s renewed
    motion for a new trial on Counts 3 through 8 and again
    declined to grant a judgment of acquittal on Counts 9 and 10.
    The district court issued a second amended judgment and
    commitment order on July 28, 2021. The government had
    in the meantime timely appealed the judgment of acquittal
    on Count 2. Shih then timely appealed the second amended
    judgment, and we consolidated the two appeals.
    DISCUSSION
    I. Constitutionality of the EARs
    Shih argues that the EARs are invalid because Executive
    Order 13,222 was an improper invocation of presidential
    authority.   He also argues that IEEPA violates the
    nondelegation doctrine.
    We start our analysis of the Executive Order from the
    settled premise that courts must be hesitant to review the
    executive’s declaration of a national emergency. See Haig
    v. Agee, 
    453 U.S. 280
    , 292 (1981). Given that maxim, we
    have previously rejected a similar claim challenging
    continued enforcement of the EARs through executive
    orders after previous lapses in the Export Administration
    Act. See United States v. Spawr Optical Rsch, Inc., 685 F.2d
    UNITED STATES V. SHIH                  11
    1076, 1081–82 (9th Cir. 1982). Although the prior executive
    orders were issued under the Trading with the Enemy Act,
    we see no reason to treat one issued pursuant to IEEPA any
    differently. Compare 
    50 U.S.C. § 1701
    , with 
    50 U.S.C. § 4305
    .
    Nor does IEEPA run afoul of the nondelegation doctrine.
    The statute “meaningfully constrains” the executive’s
    “discretion to define criminal conduct.” Touby v. United
    States, 
    500 U.S. 160
    , 166 (1991). It specifies the steps the
    President must take before invoking an emergency,
    including consultation with Congress, and establishes
    reporting requirements. See 
    50 U.S.C. § 1703
    . It also limits
    the President’s authority to prohibit certain types of
    transactions, see 
    50 U.S.C. § 1702
    (b), and prohibits the
    punishment of unwitting violators, see 
    50 U.S.C. § 1705
    (c).
    Because these statutory restrictions strike “a careful balance
    between affording the President a degree of authority to
    address the exigencies of national emergencies and
    restraining his ability to perpetuate emergency situations
    indefinitely by creating more opportunities for congressional
    input,” we agree with every Circuit to have considered the
    issue that IEEPA is constitutional. United States v.
    Amirnazmi, 
    645 F.3d 564
    , 577 (3d Cir. 2011); see also
    United States v. Dhafir, 
    461 F.3d 211
    , 215–17 (2d Cir.
    2006); United States v. Arch Trading Co., 
    987 F.2d 1087
    ,
    1092–94 (4th Cir. 1993); United States v. Mirza, 
    454 F. App’x 249
    , 255–56 (5th Cir. 2011).
    II. Construction of “Rated for Operation”
    The judgment of acquittal on Count 2 rested on the
    district court’s construction of the term “rated for operation”
    in ECCNs 3A001.b.2.b and 3A001.b.2.c. See 15 C.F.R. Pt.
    774, Supp. 1. We hold that the district court erred in
    12                      UNITED STATES V. SHIH
    concluding that this term requires post-manufacture, pre-
    export testing.
    “Regulations are interpreted according to the same rules
    as statutes, applying traditional rules of construction.”
    Minnick v. Comm’r, 
    796 F.3d 1156
    , 1159 (9th Cir. 2015).
    The starting point is the “plain language,” United States v.
    Bucher, 
    375 F.3d 929
    , 932 (9th Cir. 2004), and we give
    undefined terms their ordinary meaning, see FCC v. AT&T
    Inc., 
    562 U.S. 397
    , 403 (2011). “Ordinarily, a word’s usage
    accords with its dictionary definition.” Yates v. United
    States, 
    574 U.S. 528
    , 537 (2015).
    The district court correctly recognized that numerous
    dictionary definitions teach that the term “rated” means
    “designed.” 2 It rejected these definitions, however, because
    the EARs elsewhere include the phrase “designed or rated,”
    see, e.g., ECCN 3A001.a.1, 15 C.F.R. Pt. 774, Supp. 1. The
    2
    See Rate, Webster’s Third New International Dictionary, Unabridged
    (1961) (“to set an estimate on” or “to estimate the normal capacity or
    power of (current flowing at the rated capacity)”); Rate, Oxford English
    Dictionary Online, https://perma.cc/3T9H-FJK8 (“To estimate or assess
    the . . . value” or “To assign a standard, optimal, or limiting rating”);
    Rate, Vocabulary.com, https://perma.cc/2RFL-5GXZ (“estimate the value
    of” or “assign a rank or rating to”); Rate, Dictionary.com,
    https://perma.cc/RQ7Y-R9DU (“to estimate the value or worth of; appraise”
    or “to esteem, consider, or account”); Rated Frequency, Electropedia,
    https://perma.cc/EZ8X-VV4Z (“the frequency at which the transformer or
    reactor is designed to operate”); Rated Voltage, Electrical Engineering
    Dictionary (2000) (“the voltage at which a power line or electrical
    equipment is designed to operate”); Rating, Oxford Dictionary of
    Electronics and Electrical Engineering (5th ed. 2018) (“Stipulating or
    the stipulation of operating conditions for a machine, transformer, or
    other device or circuit and stating the performance limitations of such
    equipment . . . . The designated limits to the operating conditions within
    which the device or equipment functions satisfactorily are the rated
    conditions . . . .”).
    UNITED STATES V. SHIH                  13
    court therefore concluded that “rated” would be surplusage
    unless it meant something other than “designed” and—
    relying on testimony by experts in electrical engineering—
    held that “rated for operation” means “that a manufactured
    item has been tested, with the results confirming that it
    operates within the specified parameters.” Because there
    was no evidence that the MMICs were so tested before
    export, the court held that the government failed to establish
    that they were covered by ECCNs 3A001.b.2.b and
    3A001.b.2.c.
    We disagree. “The canon against surplusage is not an
    absolute rule.” Marx v. Gen. Revenue Corp., 
    568 U.S. 371
    ,
    385 (2013). “Sometimes the better overall reading of the
    statute contains some redundancy,” Rimini St., Inc. v. Oracle
    USA, Inc., 
    139 S. Ct. 873
    , 881 (2019), and “[i]t is appropriate
    to tolerate a degree of surplusage rather than adopt a
    textually dubious construction,” United States v. Atl. Rsch.
    Corp., 
    551 U.S. 128
    , 137 (2007).
    This is the paradigm of such a case. In applying the
    canon against surplusage, the district court created a gaping
    loophole in the EARs that plainly contravenes their purpose.
    The EARs
    are intended to serve the national security,
    foreign policy, nonproliferation of weapons
    of mass destruction, and other interests of the
    United States . . . . Some controls are
    designed to restrict access to items subject to
    the EAR by countries or persons that might
    apply such items to uses inimical to U.S.
    interests.    These include . . . controls
    14                       UNITED STATES V. SHIH
    designed to limit the military . . . support
    capability of certain countries.
    
    15 C.F.R. § 730.6
    . If “rated for operation” requires post-
    manufacture, pre-export testing, one seeking to evade the
    EARs could simply design an export-controlled item, run
    reliable pre-manufacture simulations, freely export the item,
    and then test it only after export to confirm that its
    performance is consistent with the simulations. Although
    Shih suggests that the district court’s interpretation ensures
    that mere prototypes or research models are not subject to
    the EARs, its holding sweeps far more broadly, exempting
    all items not tested before export from the EARs. Moreover,
    this reading is not necessary; the EARs expressly exempt
    certain technology arising from fundamental research. See
    
    15 C.F.R. § 734.3
    (b)(3)(ii).
    By “reading words or elements into a [regulation] that do
    not appear on its face,” Bates v. United States, 
    522 U.S. 23
    ,
    29 (1997), the district court’s construction also contravenes
    a basic principle of statutory interpretation. Moreover, the
    court improperly relied on witness testimony. See Teva
    Pharms. USA, Inc. v. Sandoz, Inc., 
    574 U.S. 318
    , 332 (2015)
    (noting that expert testimony about terms of art “cannot be
    used to prove the proper or legal construction of any
    instrument of writing” (cleaned up)). 3
    Nor, as Shih claims, does an ordinary meaning
    interpretation of “rated for operation” render the EARs
    3
    Although the government failed to raise this argument below, because
    the argument “is a matter of statutory construction, and the record has
    been fully developed, we exercise our discretion to address it.” El Paso
    v. Am. W. Airlines, Inc. (In re Am. W. Airlines, Inc.), 
    217 F.3d 1161
    , 1165
    (9th Cir. 2000).
    UNITED STATES V. SHIH                   15
    unconstitutionally vague. The regulations “describe in detail
    the technologies subject to export control” and thus “provide
    law enforcement with clear guidance as to what technologies
    they may police.” United States v. Zhi Yong Guo, 
    634 F.3d 1119
    , 1123 (9th Cir. 2011). “Moreover, the scienter
    requirement in [IEEPA] further alleviates any concern over
    the complexity of the regulatory scheme” because “the
    government [is] required to prove beyond a reasonable doubt
    that Defendant knew that a license was required for [ ]
    export.” 
    Id.
    III. Fundamental Research Instructions
    Shih argues that the district court erred by failing to give
    his proposed jury instructions on the fundamental research
    exemption. We reject that argument because “other
    instructions given in their entirety cover the defense theory.”
    United States v. Tucker, 
    641 F.3d 1110
    , 1122 (9th Cir. 2011).
    Shih proposed the following general instruction:
    Publicly available technology and software
    are excluded from the Export Administration
    Regulations, and therefore neither a license
    nor an Electronic Export information filing is
    required for the export of such materials.
    Technology and software are “publicly
    available” when they (i) Are already
    published or will be published; OR (ii) Arise
    during or result from fundamental research;
    OR (iii) Are educational; OR (iv) Are
    included in certain patent applications. The
    government bears the burden of proving
    beyond a reasonable doubt that the items at
    issue in Counts One and Two were not
    16                  UNITED STATES V. SHIH
    “publicly available” in any of these four
    ways.
    Shih also requested instructions defining “fundamental
    research” as including “[r]esearch conducted by scientists,
    or students at a university, a Federal agency, or a business
    entity,” and “technology” as “technical data that may take
    the form of models and/or engineering designs.”
    Even assuming that Shih’s proposed instructions were
    accurate, a defendant “is not entitled to an instruction in a
    particular form,” and there is no reversible error if the
    defense theory was “fairly and adequately covered” by other
    instructions. United States v. Keyser, 
    704 F.3d 631
    , 641–42
    (9th Cir. 2012). That was the case here. Instruction 21 stated
    that the EARs “provide for certain exclusions and exceptions
    to the requirements to obtain a license and to file Electronic
    Export Information.” Instruction 29 then stated:
    Certain evidence has been presented that
    items involved in this case were classified
    with ECCNs in the 3A001 category. In
    determining whether the 3A001 category
    applies, you should consider the following
    matters: 1) the 3A001 category applies to
    “commodities,” but not to “technology.”
    “Commodities” are articles, materials, or
    supplies other than technology or software.
    “Technology” is specific information
    necessary for the development, production,
    UNITED STATES V. SHIH                  17
    or use of a product. This includes such
    information that is publicly available.
    The jury thus was told that if it found the MMICs to be
    “technology,” neither a license nor an EEI filing was
    required. 
    15 C.F.R. § 734.3
    (b)(3)(ii). And, the district court
    accurately defined both “technology” and “commodity.”
    See 
    15 C.F.R. § 772.1
    . Although the court did not enumerate
    the various forms that technology can take nor provide
    examples of when fundamental research results in a
    commodity rather than technology, the instructions
    addressed the key jury questions and allowed Shih to argue
    that the MMICs were not covered by the EARs because they
    were publicly available technology arising from
    fundamental research.
    IV. Right to Present a Defense
    The defendant has a constitutional “right to put before a
    jury evidence that might influence the determination of
    guilt.” United States v. Stever, 
    603 F.3d 747
    , 755 (9th Cir.
    2010) (cleaned up). But this is not “an unfettered right to
    offer evidence that is incompetent, privileged, or otherwise
    inadmissible under standard rules of evidence.” Montana v.
    Egelhoff, 
    518 U.S. 37
    , 42 (1996) (cleaned up). Because the
    district court’s evidentiary rulings were “well within its
    discretion” and Shih was able to “present the substance” of
    his defense, we find no error. United States v. Waters, 
    627 F.3d 345
    , 353–54 (9th Cir. 2010).
    A. Cross-Examination
    A trial judge “has considerable discretion in restricting
    cross-examination.” United States v. Bensimon, 
    172 F.3d 1121
    , 1128 (9th Cir. 1999). The judge “may limit cross-
    examination in order to preclude repetitive questioning,
    18                   UNITED STATES V. SHIH
    upon determining that a particular subject has been
    exhausted, or to avoid extensive and time-wasting
    exploration of collateral matters.” United States v. Weiner,
    
    578 F.2d 757
    , 766 (9th Cir. 1978) (per curiam).
    1. FBI Special Agent Miller
    Special Agent Maureen Miller supervised the execution
    of a search warrant at Shih’s house. On direct examination,
    Miller testified that the agents conducting the search found
    no Cree MMICs. On cross-examination, Shih sought to
    establish that the agents had overlooked two boxes in an
    upstairs office containing such MMICs.
    The district court sustained the government’s objections
    to questions posed to Miller that it found argumentative,
    asked and answered, speculative, or about agent “error” or
    “mistakes.” Shih’s counsel nonetheless extensively cross-
    examined Miller on the search, and Miller admitted that her
    team would have seized any boxes from Cree, addressed to
    Mai, or containing MMICs.
    The district court did not abuse its discretion. In
    sustaining objections to questions about agent error, the
    district court correctly noted that defense counsel had “asked
    the question repeatedly” and it had already permitted
    questions about whether the boxes “would . . . have been
    material, if identified.” The court also reasonably found that
    questions about “what constitutes an error . . . could open
    other issues in terms of how to evaluate that term,” and that
    defense counsel already had “a sufficient foundational basis
    to make arguments . . . as to . . . the quality or error in the
    work.” Indeed, defense counsel drew from this cross-
    examination to challenge the quality of the agents’ search in
    closing argument.
    UNITED STATES V. SHIH                  19
    2. Codefendant Mai
    Shih contends that the district court abused its discretion
    by restricting on relevance grounds testimony by Mai about
    Shih’s reputation for truthfulness. Even assuming that
    testimony was relevant to Shih’s intent to defraud, see Fed.
    R. Evid. 401(a), 404(a)(2)(A), any error was harmless.
    During cross-examination, Mai stated that Shih had never
    asked him to say anything untruthful to Cree. Additional
    testimony about Shih’s general reputation for truthfulness
    was unlikely to affect the verdict.
    B. Admission of Evidence
    Determining the admissibility of evidence “is a matter
    first for the district court’s sound judgment under Rules 401
    and 403.” Sprint/United Mgmt. Co. v. Mendelsohn, 
    552 U.S. 379
    , 384 (2008) (cleaned up). We review the district court’s
    evidentiary rulings for abuse of discretion. See United States
    v. Cherer, 
    513 F.3d 1150
    , 1157 (9th Cir. 2008). “Harmless
    errors do not warrant reversal.” Id.
    1. UCLA Personnel File
    Shih attempted to introduce portions of his UCLA
    personnel file during the cross-examination of FBI Agent
    Alexander Storino. However, Storino had never seen the file
    and could not provide the foundation necessary for
    admission. The district court acknowledged that items in the
    file might be relevant to Shih’s fundamental research
    defense and, after defense counsel conferred with the
    government, admitted a page of the file without objection.
    Shih’s counsel renewed the request to publish other
    portions of the file near the end of the defense case. After
    the district court indicated a reluctance to admit the entire
    file, defense counsel agreed to confer with the government
    20                   UNITED STATES V. SHIH
    and bring any disputes to the court. But Shih did not seek to
    publish any other part of the file before resting, instead
    simply moving for their admission into evidence. The
    district court admitted the exhibits after the close of evidence
    but before closing arguments.
    Any error in not admitting the evidence earlier was
    harmless. Defense counsel did not seek to publish the
    portions of the file later admitted before resting and freely
    referred to them during closing argument. Moreover, neither
    party disputed the facts established by these portions of the
    personnel file—Shih was an acclaimed researcher, UCLA
    knew about his affiliation with a Chinese company, and he
    was integrated into the UCLA community. Nor were those
    facts central questions for the jury.
    2. Cree Boxes
    The district court also acted within its discretion by
    delaying the admission of two boxes that were purportedly
    found in Shih’s home after the government’s search
    allegedly containing Cree MMICs. The court declined to
    admit the boxes during the cross-examination of Special
    Agent Miller because her testimony failed to establish either
    authenticity or chain of custody. That foundational ruling
    was well within the court’s discretion. See United States v.
    Edwards, 
    235 F.3d 1173
    , 1178 (9th Cir. 2000) (requiring
    “sufficient proof so that a reasonable juror could find that the
    evidence is in substantially the same condition as when it
    was seized” (cleaned up)).
    And although initially denying admission of the boxes,
    the court nonetheless allowed defense counsel to extensively
    cross-examine Miller about her team’s failure to find them.
    The boxes were later conditionally admitted after the
    foundational testimony of a defense paralegal who claimed
    UNITED STATES V. SHIH                  21
    to have found them and Dr. Jeffrey Barner (a Cree manager)
    testified as to the MMICs’ authenticity. The boxes were
    fully admitted before closing arguments and Shih referred to
    them in his closing, arguing that the alleged MMICs were
    never sent to China and that the government’s failure to seize
    the boxes casts doubt on its investigation. Thus, the court’s
    reluctance to admit the boxes earlier did not prejudice Shih.
    3. Cree Internal Emails
    During the cross-examination of Dr. Barner, Shih sought
    to admit internal Cree emails to establish that “Cree’s
    concern is getting paid for the work it does rather than any
    export compliance or other issues.” The district court denied
    admission, finding the emails cumulative and only
    minimally probative because they concerned the “assurance
    of payment for services that are going to be provided,”
    something “distant from the issue of compliance and
    knowledge of the export regulations.” The emails were
    admitted into evidence before closing arguments.
    The court did not abuse its broad discretion in these
    evidentiary rulings. In any event, there was no prejudice to
    Shih; the emails were published to the jury and referred to
    by defense counsel during closing.
    4. YouTube Videos
    Defense counsel sought to introduce seven YouTube
    videos during Dr. Barner’s cross-examination to challenge
    his testimony that access to the Cree portal was limited and
    that its functionality was hidden from the public. The
    government objected, noting that the videos did not
    contradict Barner’s testimony and only three included Cree
    employees. Although defense counsel offered to limit his
    request to those with Cree employees, he also indicated that
    22                      UNITED STATES V. SHIH
    he might not need the videos. The parties reargued
    admissibility near the end of the defense case, but defense
    counsel again decided to reserve the issue. At the close of
    evidence but before closing arguments, the court admitted
    two Cree videos and a third that mentioned Cree. It denied
    admission of the other videos as cumulative and because it
    was not clear that they related to the Cree web portal.
    District courts have “considerable latitude even with
    admittedly relevant evidence in rejecting that which is
    cumulative.” Hamling v. United States, 
    418 U.S. 87
    , 127
    (1974). The court did not abuse that discretion here. And,
    any supposed error was clearly harmless. Barner confirmed
    the existence of YouTube videos showing features of the
    Cree portal and how it can be used to design MMICs during
    his cross-examination, and Shih does not explain how the
    excluded videos contradict any testimony. 4
    V. Expert Testimony
    Peter Mattis, a Research Fellow in China Studies at the
    Victims of Communism Memorial Foundation, testified
    during the government’s case that state-owned AVIC 607
    “seems to be focused on electrical components that might
    . . . be used in missiles or missile guidance systems.” Shih
    contends that this testimony was (1) not properly disclosed;
    (2) unreliable; (3) had no probative value or was unfairly
    prejudicial; and (4) violated the Confrontation Clause.
    Reviewing the first three challenges for abuse of discretion,
    see United States v. Danielson, 
    325 F.3d 1054
    , 1074 (9th
    4
    We are not persuaded by Shih’s perfunctory argument on appeal that
    the district court abused its discretion by delaying admission of dozens
    of patents and scholarly articles authored by Shih and alleged co-
    conspirators until the close of evidence. See United Nurses Ass’ns of
    Cal. v. NLRB, 
    871 F.3d 767
    , 780 (9th Cir. 2017).
    UNITED STATES V. SHIH                     23
    Cir. 2003); United States v. Aubrey, 
    800 F.3d 1115
    , 1129
    (9th Cir. 2015), and the Confrontation Clause claim de novo,
    see United States v. Vera, 
    770 F.3d 1232
    , 1237 (9th Cir.
    2014), we find no reversible error.
    A. Rule 16
    The government must disclose information about
    intended expert testimony “sufficiently before trial to
    provide a fair opportunity for the defendant to meet the
    government’s evidence.” Fed. R. Crim. P. 16(a)(1)(G). The
    disclosure must contain “a complete statement of all
    opinions that the government will elicit from the witness . . .
    ; the bases and reasons for them; the witness’s qualifications
    . . . ; and a list of all other cases in which, during the previous
    4 years, the witness has testified as an expert.” 
    Id.
     The rule
    “is intended to minimize surprise that often results from
    unexpected expert testimony” and to enable the defendant
    “to test the merit of the expert’s testimony through focused
    cross-examination.” 
    Id.
     advisory committee’s note to 1993
    amendment.
    Although the government likely failed to comply with
    Rule 16 by not making complete disclosure about Mattis’s
    testimony before trial, Shih has not demonstrated a
    “likelihood that the verdict would have been different had
    the government complied with the discovery rules.” United
    States v. Mendoza-Paz, 
    286 F.3d 1104
    , 1111 (9th Cir. 2002)
    (cleaned up). The district court held a Daubert hearing
    during trial at which Shih cross-examined Mattis. After that
    hearing, the court concluded that Mattis qualified as an
    expert, used a sufficiently reliable methodology, and that
    Shih had sufficient notice of the witness and the subjects of
    his testimony. The court ruled that Mattis could not testify
    24                   UNITED STATES V. SHIH
    about the Chinese military but could explain that AVIC
    607’s business involved missiles.
    Although Shih argues that he did not receive a “fair
    opportunity to test the merit of the expert’s testimony
    through focused cross-examination” at trial, he does not
    explain how he would have cross-examined Mattis
    differently than at the Daubert hearing, nor did he later pose
    any questions he now claims were improperly excluded.
    Shih never sought to recall Mattis during his case-in-chief,
    even though the court indicated it might be willing to allow
    this. And, he neither disputes that he had business dealings
    with AVIC 607 nor the accuracy of Mattis’s testimony about
    that entity.
    B. Reliability
    Expert testimony is admissible if
    (a) the expert’s scientific, technical, or other
    specialized knowledge will help the trier of
    fact to understand the evidence or to
    determine a fact in issue; (b) the testimony is
    based on sufficient facts or data; (c) the
    testimony is the product of reliable principles
    and methods; and (d) the expert has reliably
    applied the principles and methods to the
    facts of the case.
    Fed R. Evid. 702. An expert can rely on information
    reasonably relied upon by experts in their fields, Fed. R.
    Evid. 703, but must be “more than a conduit or transmitter
    for testimonial hearsay,” Vera, 
    770 F.3d at 1237
     (cleaned
    up).
    UNITED STATES V. SHIH                   25
    At the Daubert hearing, Mattis explained that his
    opinions were based on
    open-source research, looking at company
    websites, following individuals associated
    with that company to look at what kind of
    events they showed up at, looking through
    the files and books that I’ve collected related
    to the issues of China’s tech transfer [ ] or . . .
    Chinese military modernization, as well as
    conversations or questions to friends who
    have followed these same organizations or
    the same general area of organization.
    Those files included news articles and publicly available
    government documents discussing export-control violations.
    During cross-examination, Mattis noted that the entities he
    would testify about were mentioned in his forthcoming book
    and that he primarily relied on Chinese- and English-
    language publications and websites to develop his opinions.
    On redirect, Mattis confirmed that it is “normal to rely on
    publications and written works to help guide . . . opinions
    and views,” which were also informed by his life experience
    with China.
    Although Mattis’s methodology relied in part on his
    personal experiences, the district court did not abuse its
    discretion in concluding that he properly applied those
    experiences to open sources “in a manner that is beyond
    what a typical layperson could do.” See United States v.
    Damrah, 
    412 F.3d 618
    , 625 & n.4 (6th Cir. 2005). For the
    same reason, the district court did not err in rejecting Shih’s
    Confrontation Clause argument. See Vera, 
    770 F.3d at
    1237–40 (“The key question for determining whether an
    26                  UNITED STATES V. SHIH
    expert has complied with [the Confrontation Clause] is the
    same as for evaluating expert opinion generally: whether the
    expert has developed his opinion by applying his extensive
    experience and a reliable methodology.” (cleaned up)).
    C. Relevance and Prejudice
    The district court also acted within its discretion in
    finding Mattis’s testimony relevant and likely helpful to the
    jury. Fed. R. Evid. 401, 702(a). The testimony described
    the objectives of companies that Shih was involved with,
    information with which a lay juror would be unfamiliar. Nor
    was a statement by Mattis regarding AVIC 607’s “focus[ ]
    on electronic components that might . . . be used in missiles
    or missiles guidance systems” unfairly prejudicial. Fed. R.
    Evid. 703. The district court limited Mattis’s testimony
    about the Chinese military in general, and Shih’s own
    documents identified AVIC 607, his other customers, and
    the military applications of MMICs. See United States v. El-
    Mezain, 
    664 F.3d 467
    , 509 (5th Cir. 2011) (“Evidence which
    tends to rebut a defendant’s claim of innocent action is
    unlikely to be unduly prejudicial.”). Moreover, other experts
    testified without objection about the MMICs’ potential
    military applications.
    VI. Prosecutorial Misconduct
    The prosecutor stated in rebuttal argument that “the
    customer for the Cree chip was AVIC 607, which you heard
    develops missiles and missile guidance systems for China”;
    mentioned the military, missiles, or AVIC 607 sixteen times;
    called Shih’s position at UCLA the “perfect cover” for his
    scheme; and described the evidence as “scary.” Although
    Shih did not object during the argument, he filed a written
    objection five days later, citing the district court’s
    UNITED STATES V. SHIH                  27
    “preference . . . not to have counsel interrupt each other with
    objections during argument.”
    Even assuming that the objection was timely, Shih has
    not established that the statements “so infected the trial with
    unfairness as to make the resulting conviction a denial of due
    process.” Darden v. Wainwright, 
    477 U.S. 168
    , 181 (1986)
    (cleaned up). The statements about AVIC 607 were
    supported by the record. Mattis testified that the company
    was focused on electronic components that could be used in
    missiles, Exhibit 2106A identified AVIC 607 as a probable
    customer, and other experts testified about the MMICs’
    military applications.
    Nor did the prosecutor inappropriately appeal to the
    jurors’ fears. “A prosecutor may respond in rebuttal to an
    attack made in the defendant’s closing argument.” United
    States v. Hui Hsiung, 
    778 F.3d 738
    , 746 (9th Cir. 2015).
    References to the military were in response to the defense
    closing or came from the evidence, including Shih’s own
    documents. The government’s two uses of the word “scary”
    were a “fair response,” see United States v. Lopez-Alvarez,
    
    970 F.2d 583
    , 597 (9th Cir. 1992), to defense counsel’s
    closing, which accused the prosecution of a “distraction with
    fear” and trying to “scare” the jurors.
    VII. Wire and Mail Fraud Instructions
    The parties do not dispute that the jurors were
    improperly instructed on the wire and mail fraud charges
    (Counts 3 through 8) because they were asked to find
    whether Shih intended to deceive or cheat Cree, rather than
    to deceive and cheat. See United States v. Miller, 
    953 F.3d 1095
    , 1098 (9th Cir. 2020). Even assuming arguendo that
    Shih preserved his challenge to the instructions, as in Miller,
    see 
    id. at 1103
    , we find any error harmless.
    28                   UNITED STATES V. SHIH
    The “harmless error inquiry [ ] focuses on what the
    evidence showed regarding [Shih’s] intent to defraud and
    whether we can conclude beyond a reasonable doubt that the
    jury verdict would have been the same absent the error.”
    United States v. Saini, 
    23 F.4th 1155
    , 1164 (9th Cir. 2022)
    (cleaned up). We find the instructions here harmless for
    many of the same reasons as we did in Miller. Like the
    instructions in Miller, 953 F.3d at 1103, the district court’s
    instruction on the “scheme to defraud” element required the
    jury to find that Shih “knowingly participated in a scheme or
    plan to defraud Cree, or a scheme or plan for obtaining
    money or property from Cree by means of false or fraudulent
    pretenses, representations, or promises.” Miller noted that
    “a scheme . . . to defraud or obtain money or property”
    encompasses “the intent not only to make false statements or
    utilize other forms of deception, but also to deprive a victim
    of money or property by means of those deceptions.” Id. at
    1101. Here, as in Miller, “[i]f the jury had believed that there
    was any inconsistency between this language and the
    subsequent language about ‘deceive or cheat,’ they
    undoubtedly would have sought further instruction, which
    they did not.” Id. at 1103.
    Moreover, there was powerful evidence that Shih
    intended to defraud Cree. See Saini, 23 F.4th at 1164. In
    completing the export compliance questionnaire, Shih
    obscured the identity of both the customer and end user and
    stated that the MMICs would not be shipped abroad. Mai
    falsely told Cree that MicroEx would design, test, and use
    the MMICs. And Shih used Mai to obtain login credentials
    without letting Cree know that he would be using them.
    UNITED STATES V. SHIH                          29
    VIII. Sufficiency of the Evidence
    “There is sufficient evidence to support a conviction if,
    reviewing the evidence in the light most favorable to the
    prosecution, any rational trier of fact could have found the
    essential elements of the crime beyond a reasonable doubt.”
    United States v. Ross, 
    123 F.3d 1181
    , 1184 (9th Cir. 1997).
    Sufficient evidence supports the convictions on the ten
    counts that Shih challenges.
    A. Violation of the EARs
    As to Counts 1 and 2, a rational factfinder could find that
    the exported MMICs were not exempt from the EARs as
    fundamental research. There was sufficient evidence to
    allow a jury to find that the Cree MMICs were
    “commodities” rather than “[p]ublicly available technology”
    that “ar[o]se during, or result[ed] from, fundamental
    research.” 
    15 C.F.R. § 743.3
    (b)(3)(ii); see also 
    15 C.F.R. § 772.1
     (defining “commodity,” “technology,” and
    “technical data”). Multiple witnesses explained that the
    MMICs had various practical applications. Shih’s business
    plans suggested that the MMICs would be used by a specific
    customer for such applications, and were thus not “specific
    information necessary for the ‘development’, ‘production’,
    or ‘use’ of a product.” 
    15 C.F.R. § 772.1
     (defining
    “technology”). 5
    5
    Shih also contends that the evidence is insufficient to support the guilty
    verdicts on these counts because the MMICs did not undergo post-
    manufacture, pre-export testing. We reject this contention because it
    relies upon the district court’s erroneous construction of the relevant
    EARs. See supra Discussion Part II.
    30                  UNITED STATES V. SHIH
    B. Mail and Wire Fraud
    Sufficient evidence also supports the verdicts on Counts
    3 through 8. To establish mail and wire fraud, the
    government must prove “1) a scheme to defraud, 2) a use of
    the mails or wires in furtherance of the scheme, and 3) a
    specific intent to deceive or defraud.” United States v.
    Bonallo, 
    858 F.2d 1427
    , 1433 (9th Cir. 1988).
    Misrepresentations must be material. See United States v.
    Brugnara, 
    856 F.3d 1198
    , 1207–08 (9th Cir. 2017).
    Shih plainly made misrepresentations to Cree. On
    Cree’s export compliance questionnaire, Shih falsely listed
    MicroEx as the customer. And, the jury could infer that Mai
    spoke on Shih’s behalf when falsely telling Cree that
    MicroEx would be “doing the design, testing and use of the
    MMICs.”
    A     reasonable    factfinder     could    find     those
    misrepresentations material. Dr. Barner testified that Cree
    typically does not provide its foundry materials to customers
    in China and would not ship wafers to China that contain
    proprietary technology. He also testified that access to
    Cree’s design portal was limited to authorized users covered
    by the Portal Design Kit Agreement and that Cree would
    have cut off Mai’s access had it known that Mai had shared
    his login credentials with third parties who had not signed
    the agreement.
    The evidence also supports a finding that Cree was
    deprived of confidential information, a cognizable property
    interest under the mail and wire fraud statutes. See
    Carpenter v. United States, 
    484 U.S. 19
    , 22–26 (1987). Cree
    limited access to its portal—which contained confidential
    information about Cree’s design process—to authorized
    users. A rational factfinder could find that Shih deprived
    UNITED STATES V. SHIH                  31
    Cree of that information when Mai shared his login
    credentials with Shih and other unauthorized users.
    Nor were the wire and mail fraud convictions based upon
    a right-to-control-property theory, an invalidated theory
    under which a defendant could be found “guilty of wire fraud
    if he schemes to deprive the victim of potentially valuable
    economic information necessary to make economic
    decisions.” Ciminelli v. United States, 
    143 S. Ct. 1121
    , 1124
    (2023) (cleaned up). The government’s second superseding
    indictment and trial strategy did not rest on that theory. Cf.
    
    id. at 1125
    . Rather, the government has always argued that
    Cree was deprived of its confidential information because it
    would not have provided the information but for Shih’s
    fraud. Nor was the jury improperly instructed about what
    constitutes “property.” Cf. 
    id.
    C. Computer Fraud
    To establish computer fraud, the government was
    required to prove that Shih conspired to (1) intentionally
    access Cree’s portal without authorization, (2) in furtherance
    of a criminal act.       See 
    18 U.S.C. § 1030
    (a)(2)(C),
    (c)(2)(B)(iii).
    A rational factfinder could find that Shih and his
    Chengdu RML colleagues were not authorized to access the
    Cree web portal. The evidence was also sufficient to
    establish that Shih gained unauthorized access to the portal
    through Mai by hiding his identity from Cree, despite his
    familiarity with the Portal Design Kit Agreement.
    Moreover, a rational factfinder could reject Shih’s argument
    that he was authorized to access the portal as a consultant for
    JYS Technologies. Although Shih argues that JYS had
    agreements with MicroEx, Mai testified that MicroEx never
    did any work for JYS. Because sufficient evidence also
    32                     UNITED STATES V. SHIH
    supports the verdict on at least one of Counts 1 through 8, a
    rational factfinder could find that the unauthorized computer
    fraud access was in furtherance of a specified crime.
    D. Money Laundering
    Shih contends that the Count 10 conviction cannot stand
    because the money laundering was alleged to further the
    unlawful activity specified in Counts 1 through 9, which he
    argues that the government did not prove. Because we reject
    his attacks on those counts, we affirm the conviction on
    Count 10. 6
    IX. Classified Information Procedures Act
    Before trial, the government filed an ex parte, in camera
    motion requesting that the court find certain classified
    information not discoverable or, in the alternative, that the
    information need not be disclosed under Section 4 of the
    Classified Information Procedures Act (“CIPA”), 18 U.S.C.
    app. 3.
    When considering a motion to withhold
    classified information from discovery, a
    district court must first determine whether . . .
    the information at issue is discoverable at all.
    If the material at issue is discoverable, the
    court must next determine whether the
    government has made a formal claim of the
    state secrets privileges, lodged by the head of
    6
    Shih also argues that the convictions on Counts 1, 9, and 10 should be
    vacated because they included a legally invalid object or predicate
    offense. See Skilling v. United States, 
    561 U.S. 358
    , 414 (2010).
    Because we find no legal flaw underlying those counts, we reject the
    argument.
    UNITED STATES V. SHIH                        33
    the department which has actual control over
    the matter, after actual personal consideration
    by that officer.
    United States v. Sedaghaty, 
    728 F.3d 885
    , 904 (9th Cir.
    2013) (cleaned up).
    The district court followed this procedure and
    determined that none of the allegedly classified material was
    discoverable. Shih contends that he was denied due process.
    However, we have stated that precisely such a “challenge . . .
    is a battle already lost in the federal courts,” noting that “in
    a case involving classified documents, [ ] ex parte, in camera
    hearings in which government counsel participates to the
    exclusion of defense counsel are part of the process that the
    district court may use in order to decide the relevancy of the
    information.” 
    Id. at 908
     (cleaned up). 7
    X. Cumulative Error
    “In some cases, although no single trial error examined
    in isolation is sufficiently prejudicial to warrant reversal, the
    cumulative effect of multiple errors may still prejudice a
    defendant.” United States v. Frederick, 
    78 F.3d 1370
    , 1381
    (9th Cir. 1996). But, “many of [Shih’s] alleged errors are
    not errors at all.” United States v. Lindsey, 
    634 F.3d 541
    ,
    555 (9th Cir. 2011). And, Shih has not established that any
    errors made his defense “far less persuasive than it might
    7
    Shih also asserts that “the district court incorrectly found that the
    submitted classified information was not ‘material to preparing the
    defense.’” We decline to consider this argument because it was first
    raised in Shih’s reply brief. See Cedano-Viera v. Ashcroft, 
    324 F.3d 1062
    , 1066 n.5 (9th Cir. 2003).
    34                    UNITED STATES V. SHIH
    otherwise have been.” Parle v. Runnels, 
    505 F.3d 922
    , 927
    (9th Cir. 2007) (cleaned up).
    CONCLUSION
    We REVERSE the judgment of acquittal on Count 2 and
    order reinstatement of the guilty verdict on that count,
    AFFIRM the convictions on all other counts, and
    REMAND for further proceedings consistent with this
    opinion. 8
    8
    Shih’s motion for judicial notice of two government manuals and two
    agency specifications, Dkt. 92, is GRANTED.