United States v. Bradley Cox ( 2022 )


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  •                                In the
    United States Court of Appeals
    For the Seventh Circuit
    ____________________
    No. 21-1744
    UNITED STATES OF AMERICA,
    Plaintiff-Appellee,
    v.
    BRADLEY M. COX,
    Defendant-Appellant.
    ____________________
    Appeal from the United States District Court for the
    Northern District of Indiana, Fort Wayne Division.
    No. 18-cr-00083 — Holly A. Brady, Judge.
    ____________________
    ARGUED OCTOBER 25, 2022 — DECIDED NOVEMBER 23, 2022
    ____________________
    Before SYKES, Chief Judge, and FLAUM and LEE, Circuit
    Judges.
    FLAUM, Circuit Judge. A jury convicted Bradley Cox of sex-
    torting and exploiting multiple victims, including minors,
    and receiving child pornography. Cox now raises several is-
    sues for our consideration. On the constitutional front, Cox
    claims Fourth Amendment violations based on the FBI
    agents’ warrantless search, Fifth Amendment violations
    based on the agents’ failure to give Miranda warnings during
    2                                                  No. 21-1744
    two interrogations, and Sixth Amendment violations based
    on the district court’s evidentiary and procedural decisions.
    In addition, Cox argues that the government did not intro-
    duce sufficient evidence to support his convictions. We affirm
    on all counts.
    I. Background
    In 2018, the FBI was alerted to a predatory scheme involv-
    ing various Facebook accounts and (apparently) many vic-
    tims. This case concerns four particular victims, two of them
    minors. For three of the victims, the pattern was similar. The
    perpetrator reached out using a Facebook account under a
    false name and directed the victims to contact the same, unfa-
    miliar phone number. He informed the victims that he had
    nude photos of them, taken from the stash of a Facebook ac-
    count he had previously “hacked.” He said he would leak the
    photos if the victims did not meet his demands—chiefly,
    sending more explicit material. When they did not comply, he
    followed through on his threat. The fourth victim was a mi-
    nor. After making contact through Facebook, the perpetrator
    took a slightly different tact; he never gave the victim the
    phone number to contact and did not have photos from the
    other account to use as blackmail. All the same, he manipu-
    lated and bullied her until she sent him explicit material. The
    perpetrator did not tell any of the victims his real name.
    Special Agent Jason Stewart led the FBI’s investigation.
    Eventually, the FBI tracked the internet address associated
    with some of the offending messages to a family business
    called Burns Construction Company, where Bradley Cox
    worked. Stewart and his colleague, Special Agent Joseph
    Gass, made their way over to Burns Construction without a
    No. 21-1744                                                  3
    search warrant. Upon arriving, they spoke with Michael
    Burns, a part-owner of the company. The agents asked if they
    could search and image the computer in Cox’s office, and
    Burns agreed. (Cox had already left for the day.) The com-
    puter’s browsing history contained traces of a specific “Vir-
    tual Private Network” (VPN). Generally speaking, VPNs can
    facilitate discreet internet browsing by disguising the user’s
    identity. The same VPN found on Cox’s work computer had
    been used to cover up the perpetrator’s tracks in this case.
    Right after leaving Burns Construction, Stewart and Gass
    made their way to Cox’s home. Cox agreed to speak with
    them outside. It was evening. The agents assured Cox that he
    could end the conversation at any time and that he would not
    be arrested that night. When Cox proposed helping the FBI
    investigate the broader sextortion network in exchange for le-
    niency, the agents responded that such an arrangement was
    out of their control. Cox still decided to talk. He made numer-
    ous incriminating statements. Among other things, Cox ad-
    mitted to accessing certain of the offending Facebook ac-
    counts, owning the phone number that three of the victims
    had contacted, using the VPN found on the work computer,
    and messaging some of the victims. Also, Cox agreed to let
    the agents take his personal laptop, which Gass retrieved
    from the house. The agents left after a couple hours.
    The next day, Stewart and a local police detective went
    back to Burns Construction to return the now-imaged work
    computer. While there, they spoke with Cox, who made more
    incriminating statements. Cox admitted to other communica-
    tions with the victims and showed them his online storage
    system, which contained many explicit images.
    4                                                   No. 21-1744
    A couple weeks later, Cox was arrested. A grand jury
    charged him with three counts of extorting people with
    threats to share their sexually explicit images (
    18 U.S.C. § 875
    ), two counts of coercing (or attempting to coerce) mi-
    nors to engage in sexually explicit conduct, resulting in a vis-
    ual depiction, (Id. § 2251), and one count of receiving child
    pornography (Id. § 2252A). During pretrial proceedings, Cox
    decided to represent himself pro se. His appointed counsel
    stayed on in a standby role.
    The government’s trial strategy centered on Cox’s confes-
    sions and a slew of forensic, technical evidence. For instance,
    the government aligned his internet usage at home, during
    his commute, and at work with the activity of the phone num-
    ber that had sent many of the extortionist messages. Shianna
    Waller’s testimony also played an important role. Waller had
    been in contact with one of the offending Facebook accounts
    and was soon recruited to help collect explicit images. She tes-
    tified that she had arranged to meet the user of the account in
    person and, when a car arrived to pick her up, Cox was be-
    hind the wheel.
    For his part, Cox’s primary defense was shifting the blame
    to others. In his own words to the jury, “If someone else did
    it, then Bradley Cox didn’t.” As Cox would tell it, although
    that “someone” could have been multiple people, the most
    important suspect of all was David Kilcline. Kilcline had po-
    tential ties to the broader sextortion scheme. Waller testified
    about Kilcline’s affiliation with one of the offending accounts,
    and Stewart had even interviewed him at one point. Yet
    Kilcline himself did not testify.
    No. 21-1744                                                      5
    Faced with this evidence, the jury convicted Cox on all
    charges. Cox filed a couple post-trial motions, which the dis-
    trict court denied. He then appealed.
    II. Discussion
    Cox brings myriad arguments predicated on alleged vio-
    lations of the Fourth, Fifth, and Sixth Amendments, as well as
    an argument that there was insufficient evidence to support
    the jury’s verdict. We address each issue below.
    Fourth Amendment
    First, Cox contends that Stewart and Gass violated his
    Fourth Amendment rights by searching his work computer
    (and his office, where the computer was located) without a
    warrant and that the district court should have suppressed
    any evidence obtained as a result. The government responds
    that Cox waived this argument.
    Motions to suppress must be made before trial “if the basis
    for the motion is then reasonably available.” Fed. R. Crim. P.
    12(b)(3)(C). When a party fails to meet this deadline, courts
    may still consider the issue upon a showing of good cause for
    the party’s tardiness. Id. R. 12(c)(3). When the party further
    fails to present good cause to the district court, “we examine
    whether, if a motion for relief had been made and denied, the
    district court would have abused its discretion in concluding
    that the defense lacked good cause.” United States v. Vizcarra-
    Millan, 
    15 F.4th 473
    , 500 (7th Cir. 2021) (quoting United States
    v. Adame, 
    827 F.3d 637
    , 647 (7th Cir. 2016)), cert. denied sub nom.
    Grundy v. United States, 
    142 S. Ct. 838
     (2022). This review is
    “hyper-deferential.” 
    Id.
    6                                                    No. 21-1744
    Cox did not timely present his motion to suppress evi-
    dence related to the warrantless search. Rather, in the middle
    of cross-examining Burns at trial—to be precise, right after
    Burns said he consented to the agents’ search—Cox asked for
    a sidebar. At that point, Cox orally moved to suppress “any
    evidence obtained from the work computer.” The court de-
    nied his motion as untimely. Cox asked for and received an-
    other sidebar, but the court rebuffed him again.
    Cox never provided good cause to the district court for his
    untimeliness. He points out on appeal that the court did not
    give him much of an opportunity to present good cause, and
    this is true—to an extent. Although the court did quickly deny
    Cox’s motion as untimely without mentioning a good-cause
    exception, Cox consulted with his standby counsel before the
    second sidebar. In these circumstances, it is not unreasonable
    to burden Cox with raising good cause himself.
    We therefore review Cox’s hypothetical good-cause prof-
    fer under the abuse-of-discretion standard. See Vizcarra-Mil-
    lan, 15 F.4th at 500. On appeal, Cox provides two explanations
    for his failure to timely file the suppression motion. Mainly,
    he says that, as a pro se litigant, he should be held to a lower
    bar than we would otherwise impose. We do tend to apply
    more liberal standards to litigants proceeding pro se, includ-
    ing (maybe especially) in the procedural context. See, e.g.,
    Blitch v. United States, 
    39 F.4th 827
    , 833 & n.2 (7th Cir. 2022)
    (concluding that the defendant’s pro se status “tip[ped] the
    scales” in his favor for a close procedural call). That said, “pro
    se litigants are generally subject to the same waiver rules as
    those who are represented by counsel.” Johnson v. Prentice,
    
    29 F.4th 895
    , 903 (7th Cir. 2022).
    No. 21-1744                                                    7
    In United States v. Young, 
    955 F.3d 608
     (7th Cir. 2020), this
    Court rejected an argument like the one Cox makes now. The
    defendant in that case contended that the district court should
    suppress evidence from a search, but only did so “during the
    trial after the prosecution introduced the evidence.” 
    Id. at 615
    .
    We disagreed that the defendant’s pro se status justified his
    untimely motion, citing his discussions with his attorney be-
    fore going pro se and the “several other pretrial motions” he
    filed afterwards. 
    Id.
     As such, we held that the district court
    had not abused its discretion by denying the motion. 
    Id.
    Here, Cox filed his first motion to suppress before he de-
    cided to proceed pro se. His previous attorney remained on as
    standby counsel even after Cox went pro se. What is more, Cox
    then filed more motions to suppress before the trial. His
    demonstrated ability to comply with the pretrial deadline un-
    dermines his argument that he should now be afforded
    greater latitude.
    Cox offers Bates v. Jean, 
    745 F.2d 1146
     (7th Cir. 1984), as a
    model for this Court to follow, but to no avail. There, the de-
    fendants argued for waiver based on the judge asking the pro
    se plaintiff a vague question about a confusing procedural
    rule and the plaintiff answering that he had no objections. 
    Id. at 1150
    . Noting the fact-specific limitations of our holding, we
    concluded that the plaintiff “in all probability did not under-
    stand the judge’s question” and declined to apply waiver. 
    Id.
    In contrast, Cox does not appear to have been confused by
    the relatively straightforward application of Rule 12(b)(3)(C).
    Again, he complied with its mandate by timely filing his other
    suppression motions. The district court thus would not have
    abused its discretion had it declined to find good cause based
    on Cox’s pro se status.
    8                                                    No. 21-1744
    Briefly, Cox raises another potential justification for his
    untimely motion. In a single sentence, he says that he was
    “not at least initially aware [that] Michael Burns was the indi-
    vidual who permitted [the agents] to search Cox’s computer.”
    Cox does not explain when, exactly, he learned about Burns’s
    involvement and offers no reason for not discovering it
    sooner. In light of the paltry presentment of the issue on ap-
    peal and our hyper-deferential review, the district court
    would not have abused its discretion had it denied Cox’s mo-
    tion on this ground either.
    As such, Cox has not presented good cause for failing to
    comply with the Rule 12(b)(3)(C) deadline. We need not reach
    the merits of his Fourth Amendment arguments.
    Fifth Amendment
    Next, Cox argues that he did not receive the necessary Mi-
    randa warnings during two interviews with authorities: first,
    at night outside his home, and second, the following day at
    his office. Miranda warnings are required when a suspect is
    interrogated while in custody. United States v. Leal, 
    1 F.4th 545
    ,
    549 (7th Cir. 2021). In this case, the parties agree that Cox
    never received a Miranda warning. They also agree that each
    interview constituted an interrogation. So, the only issue we
    must decide is whether Cox was “in custody.”
    “We review the district court’s determination that [Cox]
    was not in custody de novo and the district court’s factual find-
    ings for clear error.” United States v. Patterson, 
    826 F.3d 450
    ,
    454–55 (7th Cir. 2016). Whether a person is “in custody” is an
    objective test. Leal, 1 F.4th at 549. We ask “whether ‘a reason-
    able person [would] have felt he or she was not at liberty to
    terminate the interrogation and leave.’” Id. (alteration in orig-
    inal) (quoting Howes v. Fields, 
    565 U.S. 499
    , 509 (2012)). This
    No. 21-1744                                                    9
    inquiry draws from the surrounding circumstances, includ-
    ing “the location of the questioning, its duration, statements
    made during the interview, the presence or absence of physi-
    cal restraints during the questioning, and the release of the
    interviewee at the end of the questioning.” Lentz v. Kennedy,
    
    967 F.3d 675
    , 689 (7th Cir. 2020) (quoting Howes, 
    565 U.S. at 509
    ); see also Patterson, 826 F.3d at 455 (“We have provided a
    non-exhaustive list of example factors, which includes:
    ‘whether the encounter occurred in a public place; whether
    the suspect consented to speak with the officers; whether the
    officers informed the individual that he was not under arrest
    and was free to leave; whether the individual was moved to
    another area; whether there was a threatening presence of
    several officers and a display of weapons or physical force;
    and whether the officers’ tone of voice was such that their re-
    quests were likely to be obeyed.’” (quoting United States v. Lit-
    tledale, 
    652 F.3d 698
    , 701 (7th Cir. 2011))).
    We must analyze the totality of the circumstances, not just
    one particular factor. Patterson, 826 F.3d at 455. In the end,
    there is no custody unless “the relevant environment presents
    the same inherently coercive pressures as the type of station
    house questioning at issue in Miranda.” Lentz, 967 F.3d at 689
    (quoting Howes, 
    565 U.S. at 509
    ).
    1. The Interrogation at Cox’s Home
    Cox argues that he was in custody during the interroga-
    tion outside his home. He points to numerous factors, such as
    Stewart and Gass showing up in the evening unannounced;
    the interrogation taking place outside, separated from his
    family; the interrogation lasting a couple hours; Stewart and
    Gass not explicitly discounting the possibility of Cox cooper-
    10                                                  No. 21-1744
    ating with the FBI in exchange for leniency; and Gass’s state-
    ment during the suppression hearing that he would have ac-
    companied Cox into the house had Cox tried to retrieve his
    personal computer himself.
    This Court’s Patterson decision illustrates just how much
    is required to show custody. In that case, two agents wearing
    street clothes approached a suspect in a driveway and asked
    if he would go with them to the local FBI office to “clear his
    name.” Patterson, 826 F.3d at 452. The suspect agreed. Id. The
    agents performed a brief pat-down, then they all piled in a
    single car to make the drive over. Id. at 453. Upon arriving at
    the office, the group made their way through two secure
    doors before settling in a conference room. Id. No force, hand-
    cuffs, or threats were used. Id. at 458. Over the next two hours,
    the suspect divulged incriminating information. Id. at 453–54.
    The agents assured the suspect he would not be arrested that
    day, and true to their word, they gave him a ride to a destina-
    tion of his choosing after the interview. Id. We concluded that
    a reasonable person would not have felt “in custody” under
    these circumstances. Id. at 459.
    With Patterson in mind, we turn to the interrogation at is-
    sue. The agents spoke with Cox on the sidewalk and porch
    outside his home—places where, presumably, Cox would
    have felt comfortable. See United States v. Borostowski, 
    775 F.3d 851
    , 862 (7th Cir. 2014) (explaining that, when an interroga-
    tion takes place “in familiar surroundings,” that factor “gen-
    erally weighs in favor” of determining there was no custody).
    In addition, the interrogation occurred in public. See United
    States v. Ambrose, 
    668 F.3d 943
    , 957 (7th Cir. 2012) (“Where an
    encounter with law enforcement occurs in a public place, the
    Court has recognized that the public nature of the interaction
    No. 21-1744                                                   11
    and the ease of leaving limit the coercive impact.” (citing
    Berkemer v. McCarty, 
    468 U.S. 420
    , 438 (1984))). Even if people
    were not milling around Cox’s yard during the interrogation,
    it remained open to the surrounding neighborhood. Cf. Pat-
    terson, 826 F.3d at 455 (noting that “a driveway on a public
    street” was “a public setting”).
    Cox counters that the location of the interrogation sepa-
    rated him from his family. We considered this factor in Boro-
    stowski, but there, the suspect had been “forcefully separated
    from family members,” handcuffed, and escorted around the
    house with “agents at his side.” 775 F.3d at 862–63. The inter-
    rogation here pales in comparison. Cox freely consented to
    speaking with the agents outside, and he was never hand-
    cuffed or threatened with handcuffs. Cf. Leal, 1 F.4th at 551–
    52 (determining the suspect was not in custody when he “vol-
    untarily consented at every stage” and the officers “did not
    use physical restraint”).
    Other circumstances also compel the conclusion that Cox
    was not in custody. The agents wore street clothes and kept
    their weapons at bay. Cf. Patterson, 826 F.3d at 452, 457 (noting
    that both agents “were wearing casual street clothes” and that
    neither “dr[ew] or actively use[d] their weapons to assert au-
    thority”). Stewart and Gass were the only agents there. Cf. id.
    at 458 (“There were only two agents.”). The interrogation ap-
    pears to have been non-confrontational. Cf. Leal, 1 F.4th at 552
    (observing that the agents did not “flaunt a threatening pres-
    ence ‘such that their requests were likely to be obeyed’” (quot-
    ing Littledale, 
    652 F.3d at 701
    )). The agents asked Cox if he
    wanted to talk (he did) and said that he could end the inter-
    rogation at any time (he did not). Cf. id. at 551 (“Leal neither
    12                                                  No. 21-1744
    asked the agents to stop the encounter and interview nor in-
    dicated he wanted the investigation to stop.”). Indeed, the
    agents gave Cox no reason to think he was facing imminent
    arrest; they truthfully told him that he would be free to go at
    the end of the interrogation. Cf. Ambrose, 
    668 F.3d at 958
     (em-
    phasizing the interviewer’s “statement that [the suspect] was
    not under arrest and his reference only to the possibility of
    future charges”). A reasonable person facing these circum-
    stances would not consider himself in custody.
    Cox’s remaining arguments cannot overcome these fac-
    tors. The length of the interrogation, which arguably does fa-
    vor custody here, is just one consideration. See Howes, 
    565 U.S. at 515
     (characterizing an interview’s duration of “between
    five and seven hours in the evening” as lending only “some
    support” to a determination of custody (emphasis added)).
    Nor can Cox hang his hat on the agents’ failure to outright
    discount his proposal of cooperating with the FBI; a reasona-
    ble person would not take that omission to mean they were in
    custody. See Ambrose, 
    668 F.3d at 959
     (explaining that courts
    must consider “a reasonable person’s perception”). Further,
    we take no import from Gass’s testimony that he would have
    gone with Cox into his home had Cox tried to retrieve his
    computer himself. Gass never said this to Cox, who never at-
    tempted to go inside. See 
    id. at 954
     (“Neither the subjective
    views of the suspect being questioned nor that of the officer
    engaging in the questioning is considered.”).
    Finally, Cox suggests that the agents should have realized
    he was in custody once he began answering their questions
    with incriminating information. Not so. Miranda is not re-
    quired whenever agents hold a productive interrogation. See
    No. 21-1744                                                     13
    Leal, 1 F.4th at 550 (“[A] suspect’s guilty conscience does not
    turn every police encounter into a custodial interrogation.”).
    The factors attending the interrogation outside Cox’s
    home therefore indicate that Cox was not in custody. The dis-
    trict court was correct to deny the motion to suppress Cox’s
    statements.
    2. The Interrogation in Cox’s Office
    The second interrogation occurred the next day in Cox’s
    office at Burns Construction. At the outset, we must deter-
    mine whether we should analyze this interrogation in the first
    place. The government insists we should not because Cox
    failed to object to the office interview before the district court
    when he contested the magistrate judge’s report and recom-
    mendation. The district court agreed that Cox had only ob-
    jected to the home interrogation. Even Cox’s counsel concedes
    this point, arguing that we should review the office interview
    regardless given Cox’s pro se status.
    Our “general rule” is that a party waives the right to ap-
    peal an issue “first decided by a magistrate judge” if he “fails
    to file an objection with the district court.” United States v.
    Charles, 
    476 F.3d 492
    , 495–96 (7th Cir. 2007) (quoting United
    States v. Hernandez-Rivas, 
    348 F.3d 595
    , 598 (7th Cir. 2003)).
    The limited exception when waiver would “defeat the ends of
    justice,” Hernandez-Rivas, 
    348 F.3d at 598
    , is not available here;
    as mentioned above, waiver rules apply to represented and
    pro se litigants alike, Johnson, 29 F.4th at 903. Thus, Cox’s fail-
    ure to object to the magistrate judge’s finding about the office
    interview constitutes a waiver.
    14                                                  No. 21-1744
    In short, Cox was not in custody during the interrogation
    outside his home and waived his argument as to the office in-
    terview. We affirm the district court’s disposition of the Fifth
    Amendment issues.
    Sixth Amendment
    Cox raises two Sixth Amendment arguments, both related
    to his chief defense that Kilcline, not he, committed the
    charged offenses. First, Cox takes issue with the district court
    prohibiting two witnesses from testifying as to Kilcline’s pre-
    vious bad acts. Second, Cox contests the district court’s re-
    fusal to compel the attendance of Kilcline himself. According
    to Cox, these decisions prevented him from presenting a com-
    plete defense. See Crane v. Kentucky, 
    476 U.S. 683
    , 690 (1986)
    (“Whether rooted directly in the Due Process Clause of the
    Fourteenth Amendment, or in the Compulsory Process or
    Confrontation clauses of the Sixth Amendment, the Constitu-
    tion guarantees criminal defendants ‘a meaningful oppor-
    tunity to present a complete defense.’” (citations omitted)
    (quoting California v. Trombetta, 
    467 U.S. 479
    , 485 (1984))); see
    also Taylor v. Illinois, 
    484 U.S. 400
    , 409 (1988) (“The right to
    compel a witness’ presence in the courtroom could not protect
    the integrity of the adversary process if it did not embrace the
    right to have the witness’ testimony heard by the trier of fact.
    The right to offer testimony is thus grounded in the Sixth
    Amendment even though it is not expressly described in so
    many words ….”).
    1. Wolfe and Hazelwood’s Testimony
    At trial, Cox sought to call Hailey Wolfe and Marc Hazel-
    wood to testify about their previous experiences with
    Kilcline—to establish Kilcline’s “modus operandi,” as Cox
    frames it on appeal. The district court denied these proffers
    No. 21-1744                                                    15
    on the ground that the testimonies would be irrelevant and
    would confuse the issues.
    We review the district court’s evidentiary rulings for an
    abuse of discretion. United States v. Bonin, 
    932 F.3d 523
    , 543
    (7th Cir. 2019). We will reverse only if “no reasonable person
    could agree with the district court.” United States v. Harden,
    
    893 F.3d 434
    , 450 (7th Cir. 2018) (quoting Jenkins v. Chrysler
    Motors Corp., 
    316 F.3d 663
    , 664 (7th Cir. 2002)). Whether a rul-
    ing infringed the defendant’s constitutional right to present a
    defense is a separate question; we review that issue de novo.
    Bonin, 932 F.3d at 543.
    Cox contends that Wolfe and Hazelwood’s testimonies
    were both admissible under Federal Rule of Evidence 404(b).
    Rule 404(b) bars evidence of prior bad acts to show a person
    “had a propensity to commit a crime” but permits it for other
    purposes. United States v. Edwards, 
    26 F.4th 449
    , 454 (7th Cir.
    2022). Although the rule normally serves as a shield for the
    defense, its role can flip, like when a defendant tries to intro-
    duce evidence of someone else’s “prior bad acts if that evi-
    dence tends to negate the defendant’s guilt.” United States v.
    Sanders, 
    708 F.3d 976
    , 992 (7th Cir. 2013). Cox’s attempt to
    show Kilcline’s modus operandi qualifies as this so-called “re-
    verse” 404(b) evidence. See United States v. Murray, 
    474 F.3d 938
    , 939 (7th Cir. 2007) (describing a defendant’s attempt to
    use “‘other crimes’ of another person to try to shift the blame
    to that person”).
    In such a scenario, we are less concerned with improper
    character implications because “the jury is not being asked to
    judge” the subject of the evidence. 
    Id.
     Still, the defendant must
    clear the hurdles posed by other rules of evidence. United
    States v. Alayeto, 
    628 F.3d 917
    , 921 (7th Cir. 2010). For example,
    16                                                  No. 21-1744
    Rule 401 bars irrelevant evidence. Fed. R. Evid. 401. And as
    often arises in the reverse 404(b) context, Murray, 
    474 F.3d at 939
    , Rule 403 bars evidence when the risks of its admission
    “substantially outweigh[]” its probative value, Fed. R. Evid.
    403. “[U]nless the other crime and the present crime are suffi-
    ciently alike to make it likely that the same person committed
    both crimes, so that if the defendant did not commit the other
    crime he probably did not commit this one, the evidence will
    flunk Rule 403’s test.” Murray, 
    474 F.3d at 939
    .
    Here, Kilcline’s proffered prior bad acts share only generic
    similarities with the at-issue conduct. Wolfe would have re-
    counted how she previously sent Kilcline (her boyfriend at
    the time) nude photos of herself, which he distributed online
    after she refused his demands for more material. Hazelwood
    would have described Kilcline’s predatory practices growing
    up and how Kilcline had recently “hacked” the Facebook ac-
    count of Hazelwood’s ex-girlfriend and used it for blackmail.
    Neither Wolfe nor Hazelwood proffered that Kilcline relied
    on the same phone and VPN tactics that the perpetrator of
    these crimes used. In fact, anonymity seems to have been the
    least of Kilcline’s worries; Wolfe sent her photos directly to
    his personal Facebook account, and he told Hazelwood’s ex-
    girlfriend his full name.
    Even assuming Wolfe and Hazelwood’s proffered testi-
    monies can meet the low bar for relevance, they are barely
    probative. Reverse 404(b) evidence requires “something dis-
    tinctive about all the crimes that makes them form a pattern,
    rather than their having merely a chance resemblance.” Mur-
    ray, 
    474 F.3d at 941
    . That Kilcline may have sought explicit
    photos from other women and “hacked” other Facebook ac-
    counts is not enough to show that he committed the offenses
    No. 21-1744                                                    17
    at issue. What is more, admitting this testimony likely would
    have added even more confusion to an already-complex fact
    pattern. See Alayeto, 
    628 F.3d at 922
     (explaining that Rule 403
    helps to exclude evidence that might “distract[]” jurors from
    “the central issue in the case,” especially when that evidence
    has “minimal relevance”); Murray, 
    474 F.3d at 941
     (“Without
    insistence on more than mere ‘similarity,’ criminal trials may
    get out of hand, as defendants cast for other criminals—fish-
    ing in a vast sea—on whom to pin their crime.”).
    Essentially, Cox proffered Wolfe and Hazelwood’s testi-
    monies as a means of “pointing a finger at someone else
    who … might have committed” the charged offenses. Murray,
    
    474 F.3d at 939
    . The district court did not abuse its discretion
    by preventing this tactic.
    Moving to the constitutional question, the Supreme Court
    has expressly approved limitations on a defendant’s ability to
    introduce evidence “show[ing] that someone else committed
    the crime with which they are charged.” Holmes v. South Car-
    olina, 
    547 U.S. 319
    , 327 (2006). Also, Cox could still present his
    defense without these two particular witnesses. The district
    court allowed a different witness to testify about her experi-
    ence with an online predator going by “David” (Kilcline’s first
    name), and Stewart and Waller spoke to potential ties be-
    tween Kilcline and these offenses. See Bonin, 932 F.3d at 543–
    44 (determining there was no violation when the defendant
    “presented a defense” on all contested issues). This was suffi-
    cient to satisfy Cox’s rights.
    2. Kilcline’s Attendance
    In the same vein, Cox argues that the district court erred
    by refusing to compel Kilcline’s attendance at trial. Cox had
    18                                                    No. 21-1744
    previously tried to serve Kilcline three times. Each attempt
    was technically improper due to the lack of witness and mile-
    age fees. See Fed. R. Crim. P. 17(d). On the third day of trial,
    Cox orally requested the district court’s help.
    The district court reasoned that Cox was effectively asking
    for a new, court-ordered subpoena under Federal Rule of
    Criminal Procedure 17(b). Rule 17(b) requires district courts
    to issue a witness subpoena on behalf of the defendant “if the
    defendant shows an inability to pay the witness’s fees and the
    necessity of the witness’s presence for an adequate defense.”
    Fed. R. Crim. P. 17(b). We will not reverse unless the district
    court’s denial of the motion was an abuse of its “wide discre-
    tion” over such matters. See United States v. Chapman, 
    954 F.2d 1352
    , 1362 (7th Cir. 1992) (quoting United States v. Garza,
    
    664 F.2d 135
    , 141 (7th Cir. 1981)).
    Although the district court gave a couple reasons for
    denying Cox’s request, we need only address one of them:
    timeliness. Cox made his request three days into trial. This is
    especially notable as the court had already deemed his previ-
    ous Rule 17(b) motion (concerning other witnesses) untimely
    when it was brought five days before trial. Other circuits have
    approved the consideration of timeliness when deciding Rule
    17(b) motions. See, e.g., United States v. Muho, 
    978 F.3d 1212
    ,
    1219 (11th Cir. 2020), cert. denied, 
    141 S. Ct. 2613
     (2021); United
    States v. Orr, 
    692 F.3d 1079
    , 1095 (10th Cir. 2012). We now
    chart the same course. Cox’s motion in the midst of trial was
    untimely, and he does not offer a good reason for not bringing
    No. 21-1744                                                              19
    it earlier.1 The district court acted within its wide discretion
    by denying the motion.
    Thus, none of the district court’s decisions violated Cox’s
    Sixth Amendment rights. The substantial evidence support-
    ing the jury’s verdict, described next, provides further sup-
    port. See United States v. Hart, 
    995 F.3d 584
    , 590 (7th Cir. 2021)
    (explaining that “[a] defendant’s right to compulsory pro-
    cess” is not abridged unless the omitted testimony would
    have been “material,” meaning there is a “‘reasonable likeli-
    hood’ … that it ‘could have affected the judgment of the trier
    of fact’” (citations omitted)).
    Sufficiency of the Evidence
    Cox’s final argument is that the government did not pre-
    sent sufficient evidence to convict him. Recall that Cox was
    convicted of three types of crimes: (1) extorting people with
    threats to share their sexually explicit images, (2) coercing (or
    attempting to coerce) minors to engage in sexually explicit
    conduct, resulting in a visual depiction, and (3) receiving
    child pornography.2
    Overturning a jury verdict for insufficient evidence is a
    “steep, uphill battle.” United States v. Farris, 
    532 F.3d 615
    , 618
    (7th Cir. 2008). The evidence, as viewed in the “light most fa-
    vorable to the government,” must be so lacking that no “ra-
    tional trier of fact” could have decided to convict. United
    1  Cox notes that he was actively trying to serve Kilcline (as opposed
    to sitting on his hands), but that does not adequately explain why he
    waited so long to bring this issue to the district court’s attention.
    2 It is unclear whether Cox is challenging the extortionist convictions.
    At any rate, the evidence supported all the convictions, including those
    ones, for the reasons discussed here.
    20                                                           No. 21-1744
    States v. Faulkner, 
    885 F.3d 488
    , 492 (7th Cir. 2018) (quoting
    United States v. Webster, 
    775 F.3d 897
    , 904–05 (7th Cir. 2015)).
    This burden is “nearly insurmountable.” United States v. Gray-
    son Enters., Inc., 
    950 F.3d 386
    , 405 (7th Cir. 2020) (quoting
    Faulkner, 885 F.3d at 492); see also Vizcarra-Millan, 15 F.4th at
    506 (“[T]he height of the hurdle the defendant must overcome
    depends directly on the strength of the government’s evi-
    dence.”). If the defendant forfeited his claim by failing to
    properly move for acquittal before the district court, his odds
    grow fainter still. See United States v. Lundberg, 
    990 F.3d 1087
    ,
    1095 (7th Cir. 2021) (explaining that we review such chal-
    lenges for plain error).
    After concluding that Cox’s motion for acquittal was un-
    timely, the district court explained that it would have sus-
    tained the jury’s verdict on the merits anyway. We may simi-
    larly treat the issue as preserved, regardless of whether Cox
    properly brought his motion below, because he cannot suc-
    ceed under the more forgiving standard. Cf. Farris, 
    532 F.3d at 619
     (holding that application of the “heightened standard of
    review” would have “no impact on the merits” given the am-
    ple evidence supporting the jury’s verdict).
    Cox deploys a two-pronged attack, offering on the one
    hand evidence he says exonerates him and, on the other, evi-
    dence he says shifts the blame to third parties. 3
    As for the first strategy, Cox mostly relies on various bits
    of technical evidence, like logs of his internet history that do
    3Cox also makes a conclusory, single-sentence argument about the
    evidence supporting a nexus to interstate commerce. This undeveloped
    argument does not suffice on appeal. See Vesey v. Envoy Air, Inc., 
    999 F.3d 456
    , 464 (7th Cir. 2021), cert. denied, 
    142 S. Ct. 401
     (2021).
    No. 21-1744                                                   21
    not link his personal devices to certain offending Facebook
    accounts. The jury considered this evidence but decided to in-
    stead credit the other, plentiful ties to Cox, including that the
    phone number used to commit the offenses was registered
    through Burns Construction’s internet connection; that the ac-
    tivity for this phone number aligned with Cox’s home, com-
    mute, and work habits; that Cox met Waller in person after
    making arrangements through one of the offending accounts;
    and that Cox confessed to the FBI multiple times. In response
    to that last point, Cox contends that Stewart’s recollection of
    their conversations should not be trusted. But it is “well set-
    tled” that this Court does not weigh in on credibility issues
    when reviewing a verdict. Farris, 
    532 F.3d at 619
    . The jury rea-
    sonably favored all this condemnatory evidence over the evi-
    dence Cox presented.
    Cox focuses most of his attention on the evidence suggest-
    ing that another person (or persons) could have committed
    the charged offenses. For one thing, as already mentioned,
    Kilcline may have some ties to the relevant Facebook ac-
    counts. Waller also admitted that she had logged into the ac-
    counts to collect explicit photos. In fact, the district court
    agreed there was “little question” multiple people used one
    account in particular. And Cox points to other events suggest-
    ing that the sextortion scheme remained active after his arrest.
    Nonetheless, “[w]e cannot re-weigh the evidence” at this
    stage. Faulkner, 885 F.3d at 492. Given all the evidence listed
    above, indications that other people may have committed
    similar crimes and theoretically could be to blame for the at-
    issue offenses do not render the jury’s decision irrational. Cf.
    United States v. Rogers, 
    387 F.3d 925
    , 936 (7th Cir. 2004) (hold-
    22                                                  No. 21-1744
    ing there was sufficient evidence to support the conviction de-
    spite the defendant’s argument that the “evidence did not
    rule out the possibility that another person used his cellular
    telephone [in furtherance of the crime] that day”). The evi-
    dence against Cox was substantial, and he does not under-
    mine it on appeal.
    III. Conclusion
    For these reasons, we   AFFIRM   the judgment of the district
    court.