United States V Ruvi Beaney Pacheco

NOT RECOMMENDED FOR PUBLICATION
File Name: 25a0364n.06

Case Nos. 23-5762/5819

UNITED STATES COURT OF APPEALS
FOR THE SIXTH CIRCUIT

FILED
Jul 23, 2025
)
UNITED STATES OF AMERICA, KELLY L. STEPHENS, Clerk
)
Plaintiff-Appellee, )
) ON APPEAL FROM THE
v. ) UNITED STATES DISTRICT
) COURT FOR THE EASTERN
RUVI BEANEY PACHECO (23-5762); ) DISTRICT OF KENTUCKY
CLAUDIO EVERARDO CABRERA, JR. (23- )
5819),
)
Defendants-Appellants. ) OPINION
)

Before: BOGGS, McKEAGUE, and MATHIS, Circuit Judges.

BOGGS, Circuit Judge. In this conspiracy case, romantic partners Ruvi Beaney Pacheco

and Claudio Everardo Cabrera, Jr. (“Appellants”), were convicted of money laundering and

conspiracy to commit money laundering. They were sentenced to 110 months in prison. In this

consolidated appeal, we are faced with four arguments: one alleging error in a supplemental jury

instruction at trial, and three alleging procedural unreasonableness at sentencing. We reject all

four arguments and affirm.

Lexington, Kentucky, was the center of a global drug-trafficking conspiracy that ran from

December 2020 to August 2024. Appellants, though not charged with participating in the drug

trafficking, were among various individuals charged with participating in the connected

money-laundering conspiracy, which ran from about December 2020 to about August 2022.
Nos. 23-5762/5819, United States v. Pacheco et al.

Appellants were also charged with having engaged in an unlawful financial transaction intended

to promote drug trafficking. This appeal concerns the criminal activity underlying and highlighted

by events in Lexington on three dates — December 7, 2020; December 20, 2020; and February 1,

2021 — though Appellants also likely laundered money in various other states, including

Michigan, California, North Carolina, Texas, Florida, Georgia, Pennsylvania, Connecticut, Ohio,

and Arizona.

First, a primer on Appellants’ usual game plan. Pacheco and Cabrera would purchase

expensive one-way tickets — either the day before or the day of flights — to a wide array of cities

where they participated in “money pickups” arranged by various drug-trafficking brokers. For

example, Cabrera admitted that on one occasion “he was instructed to travel to Kentucky, pickup

the money, and return it to Los Angeles, California, in exchange for payment.” When they pursued

this enterprise in Lexington, Appellants always stayed at the same hotel: the Marriott TownePlace

Suites Lexington Keeneland/Airport. And though Demarkus Nemetz — one of the conspirators

charged with the underlying drug-trafficking crime — was the only person that Appellants ever

met with while in Lexington, Appellants always told the hotel that they were in town to visit family

and provided at check-in the same home address: 13014 Sweetspice Street, Moreno Valley, CA

92553. Appellants never left the hotel, except for one time when they Ubered to a restaurant to

pick up a pizza; Nemetz always delivered drug proceeds to them in their hotel room. According

to flight records and the testimony of a DEA agent, Appellants then “flew out the next morning”

after they collected the money and received “the next phone call or the next contract to find out

what city they would go to after that to pick up more bulk currency.” There was a third player in

the enterprise: Pacheco’s brother Giovanni, who — just like Appellants — stayed at the Marriott

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TownePlace Suites Lexington Keeneland/Airport, received drug-fund deliveries from Nemetz in

his hotel room, told the hotel that he was just in town to visit family and that his home address was

13014 Sweetspice Street, and flew out the next morning.

Three instances and ascertained quantities of money laundering are our focus today.

On December 7, 2020, Nemetz delivered $80,000 to Pacheco’s brother, who was in his

room at the Marriott TownePlace Suites. The $80,000 was part of a $180,000 delivery that a DEA

agent (undercover as a courier) had arranged to participate in. That agent had already received

most of the other $100,000, and a DEA investigation suggested that the remainder was delivered

to Pacheco’s brother. Though Pacheco argues that “there was and is no evidence that Pacheco and

her brother ever traveled together,” trial evidence showed that Pacheco’s brother exactly followed

Appellants’ usual plan in Lexington, even providing the same home address as Appellants’ to the

hotel at registration. The money was concealed in a red Nike shoebox, a federal agent testified

that it was common to find drug proceeds concealed in shoeboxes for transfer or storage, and

Nemetz was no longer holding the shoebox when he left Pacheco’s brother’s hotel room.

On December 20, 2020, Nemetz delivered a bag to Cabrera in Cabrera’s Marriott

TownePlace Suites room. In his testimony, DEA agent Elijah Morris estimated “[b]ased upon the

money pickups that [the DEA] had done with Mr. Nemetz prior to and what’s been after” that the

amount in that bag was “nothing lower than 50,000” but “estimate[d] . . . between 100,000 to

$200,000.” The district court determined that Morris’s testimony and “other information in the

case” showed that, “typically, the amounts that were being picked up and delivered were in the

range of $100,000 at a lower number and in most cases higher than that.” Accordingly, the district

court made a “reasonable calculation based upon all the evidence” that “the conservative number

of $100,000” was appropriate for sentencing purposes.

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On February 1, 2021, Appellants flew into Lexington, Kentucky, from different locations.

They checked into the Marriott TownePlace Suites together, and later that evening Nemetz was

followed by federal agents to the hotel. Nemetz was seen entering the hotel while carrying an

orange Nike bag. Video footage from inside the hotel showed him entering the room occupied by

Appellants while carrying the bag before exiting a minute later without it. The emptied bag was

recovered from the hotel room’s trash can the next day. Appellants were stopped the next morning

at the Lexington airport by law-enforcement agents whose drug dog alerted to the odor of narcotics

in Appellants’ luggage. Appellants consented to a search that uncovered $196,870 but no drugs.

At the airport, Pacheco said that they had come to visit family, had stayed in a hotel, and were

flying back out. But she declined to make any other statement. Cabrera, however, gave agents his

phone and stated that he had come to Kentucky at the direction of an uncle to pick up an unknown

amount of money for the uncle from a “black male” in Lexington. Cabrera told agents that he had

met this man at a Subway in Lexington and received a black backpack with currency in it.

Testimony at trial revealed that Nemetz was this man.

However, there was no evidence that Cabrera ever met anyone at a Subway, and no black

backpack was ever found in Appellants’ hotel room. Cabrera also stated that Appellants had

“flown in from Los Angeles to pick up money.” Ultimately, Cabrera’s statement did not inculpate

Pacheco, and there was no evidence of texts to or from Pacheco. It was later confirmed at trial

that the government had no information concerning what anyone may have told Pacheco regarding

the origin of the money.

A few hours into jury deliberations at trial, the jury sent the judge this question: “Was there

a drug dog/K-9 unit utilized in the airport search of Cabrera and Pacheco’s luggage, in relation to

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[Task Force Officer (“TFO”)] Hart’s testimony, on February 2, 2021?” Through their counsel, all

parties agreed that, though “the answer” was that “there was testimony that [an officer’s drug dog]

alerted to the luggage,” the appropriate response was that the jury “ha[d] to refer to their memories,

their notes of the testimony. . . . [T]he Court can [not] specifically answer the question.”

The trial judge disagreed. In his view, there was no problem with the jury “ask[ing] to

have a portion of the transcript read” because there was no “dispute about the testimony on this

issue.” He first asked if the “parties dispute that . . . the testimony of Officer Hart” confirmed that

a drug dog was used in the airport search. All parties agreed that “[t]hat was [Hart’s] testimony,

that a drug dog was present,” and the trial judge then instructed the security officer to deliver to

the jury the following response: “Members of the jury, in response to your question, testimony

was presented by TFO Officer Hart that a drug dog/K-9 unit was used in the airport search of

Defendants Cabrera’s and Pacheco’s luggage on February 2nd, 2021.” When the jury was brought

in, 24 minutes later, the trial judge gave the following as a “further cautionary instruction”:

“[P]lease keep in mind that you should consider the testimony on the issue that you raised together

with all the other testimony and evidence presented in the case. Do not consider it by itself, out of

context. Consider all the evidence together as a whole.”

In the presentence report, the probation officer calculated Appellants’ total offense level to

be 34. The base offense level was 24: 8 per Guidelines § 2S1.1(a)(2) plus 16 per Guidelines

§ 2B1.1(b)(1)(I) because “the defendant laundered more than $1,500,000.” The officer also

applied two increases for specific offense characteristics: (1) six points per Guidelines

§ 2S1.1(b)(1) because Appellants knew or believed that any of the laundered funds were the

“proceeds of, or were intended to promote . . . an offense involving the manufacture, importation,

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or distribution of a controlled substance,” and (2) four points per Guidelines § 2S1.1(b)(2)(C)

because Appellants were “in the business of laundering funds.” Both Appellants objected,

claiming that the only amount attributable to them was $196,870 — seized from them in Lexington

on February 2, 2021 — and that they had not been in the business of laundering funds.

The district court sustained the objection in part. It first determined that the amount

attributable to Pacheco was $276,870 — the $196,870 seized on February 2, 2021, plus the $80,000

that Nemetz delivered to Pacheco’s brother on December 7, 2020. The court reasoned that trial

testimony had shown extensive contact and coordination between Pacheco, Cabrera, and

Pacheco’s brother, and thus that the $80,000 delivery was attributable to Pacheco because it was a

reasonably foreseeable part of the overall crime. The district court then determined that the amount

attributable to Cabrera was $376,870 — the $196,870 seized on February 2, 2021, plus the $80,000

that Nemetz delivered to Pacheco’s brother on December 7, 2020, plus the $100,000 that Nemetz

delivered to Cabrera on December 20, 2020. Regarding the latter, the court reasoned that trial

testimony had shown that $100,000 was a conservative estimate of the amounts that were usually

picked up and delivered in transactions during the course of the conspiracy.

Next, the district court squarely rejected the objection to the four-level enhancement per

Guidelines § 2S1.1(b)(2)(C) for being in the business of laundering funds, emphasizing that

Appellants were “operating in the way in which money launderers operate, and . . . caught . . .

engaging in money laundering activities.” The court emphasized that Appellants satisfied the

factors required under § 2S1.1(b)(2)(C) because it appeared from the evidence that they “regularly

engaged in laundering of funds,” “engaged for an extended period of time,” and laundered money

“from multiple sources.” The district court emphasized that the money laundering in this case was

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not only repeated, but was also Appellants’ nearly exclusive source of income (though there was

no direct evidence of their income from their crimes).

Ultimately, Appellants were each convicted of conspiring to commit money laundering and

committing promotional money laundering. Pacheco was held responsible for laundering

$276,870 of drug proceeds. Cabrera was held responsible for laundering $376,870 of drug

proceeds. This adjusted Appellants’ offense levels down from the presentence report’s 34 to a

final 30: (1) a reduced base offense level of 20 (8 per Guidelines § 2S1.1(a)(2) plus 12 per

Guidelines § 2B1.1(b)(1)(G) for loss more than $250,000, rather than the presentence report’s 16

per § 2B1.1(b)(1)(I) for loss more than $1,500,000), (2) the unappealed six-point increase per

§ 2S1.1(b)(1) for connection to drug trafficking, and (3) the sustained four-point increase per

§ 2S1.1(b)(2)(C) for being in the business of money laundering. Because both Appellants had no

criminal-history points, their guideline range was 97 to 121 months; both were ultimately

sentenced to 110 months of imprisonment and timely appealed.

First, Appellants argue that the district court erred in answering the jury’s factual question

about the drug-dog testimony. We reject this argument.

We review a judge’s decision to give a supplemental instruction for abuse of discretion.

United States v. Giacalone, 588 F.2d 1158, 1166 (6th Cir. 1978). Though review is for plain error

if Appellants “[did] not object to the jury instructions at trial,” United States v. Harvey, 653 F.3d

388, 395 (6th Cir. 2011), we decline to address the parties’ disagreement on the applicability of

plain error — Appellants already fail under the abuse-of-discretion standard, which is more lenient.

“[A] district court’s response to the jury’s factual questions during deliberations [is] . . . .

not an abuse of discretion” if it “read[s] only those portions of the record responsive to the

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questions and refocuse[s] the jury on its recollection of the evidence as a whole.” Id. at 396–97.

Harvey involved a defendant who was convicted of making a false statement during the purchase

of firearms. Id. at 391. During jury deliberations, the jurors wanted to hear again a recording of a

law-enforcement interview of the defendant, to have “the dates that the purchased guns were

confiscated,” and to hear again the testimony about the interview and “whether notes were taken

and when money was exchanged.” Id. at 397. The district court read back discrete and responsive

portions of trial testimony with the “cautionary instruction” that “[j]ust because the Court is

responding to these particular questions with these particular pieces of testimony does not mean

that you should give it any more or less weight than you believe it deserves.” Ibid.

We held in Harvey that the district court’s response was not an abuse of discretion. “[T]he

court read only those portions of the record responsive to the questions and refocused the jury on

its recollection of the evidence as a whole.” Ibid. Instead of “paraphras[ing] the record or

inject[ing] its own view of the testimony into its response[, t]he court conferred with the parties as

to whether the selected portions of the record were responsive to the jury’s question.” Ibid. And

“the court’s cautionary instruction mitigated any indication that the jurors should place more

weight on [the particular] testimony merely because the court read it back to them.” Ibid.

For the same reasons, there was no abuse of discretion here. Though the trial judge did not

literally read the specifically responsive testimony back to the jurors, he accomplished the same

confirmatory effect while leaving no room for inappropriate juror reliance on the supplemental

instruction. All he did was recognize the fact that certain testimony had confirmed the use of a

drug dog in the airport search: “Members of the jury, in response to your question, testimony was

presented by . . . TFO Officer Hart that a drug dog/K-9 unit was used in the airport search of

Defendants Cabrera’s and Pacheco’s luggage on February 2nd, 2021.” There was no paraphrasing

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the record or injecting his own view of the testimony. He conferred with the parties to confirm

that this testimony was responsive to the jury’s question. And he ultimately gave the jury a detailed

cautionary instruction emphasizing that the jury was to consider its collective knowledge of the

evidence as a whole: “[I]n response to your earlier question and my response, please keep in mind

that you should consider the testimony on the issue that you raised together with all other testimony

and evidence presented in the case. Do not consider it by itself, out of context. Consider all the

evidence together as a whole.”

Our circuit recognizes “two inherent dangers” with “reading testimony to a jury during its

deliberations”: “first, that the jury may give undue emphasis to such testimony, and second, that

the testimony may be taken out of context.” Ibid. (citation modified). However, these dangers

“are minimized where the jury’s factual questions are very specific and definitive answers can be

easily located in the record.” Id. at 398. “And the dangers are further minimized where, as here,

the trial court takes precautionary measures to preserve the context of the testimony and lessen the

risk of undue emphasis, such as involving the parties in crafting a response and issuing a

supplemental instruction that urges the jury to rely primarily on its collective memory.” Ibid.

Thus, the dangers here were greatly minimized based on our precedent. There was no

abuse of discretion in the district court’s supplemental jury instruction, which was a specific

verification from the record of the use of a particular dog on a particular date and accompanied by

a precautionary instruction reminding the jury to focus on its collective knowledge.

III

Next, Appellants challenge their sentences as procedurally unreasonable on two grounds:

the amount of loss attributable to them and the enhancement for being in the business of money

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laundering. Cabrera separately challenges his sentence as procedurally unreasonable on yet a third

ground: the lack of a reduction for being a minor participant. We reject all three arguments.

“Sentencing challenges are reviewed for abuse of discretion.” United States v. Coppenger,

775 F.3d 799, 802 (6th Cir. 2015). A court has abused discretion by imposing a procedurally

unreasonable sentence if the court “failed to calculate the Guidelines range properly; treated the

Guidelines as mandatory; failed to consider the factors prescribed at 18 U.S.C. § 3553(a); based

the sentence on clearly erroneous facts; or failed to adequately explain the sentence.” Id. at 803.

“In evaluating the procedural reasonableness of a defendant’s sentence, we review a district court’s

findings of fact for clear error and its legal conclusions de novo.” United States v. Donadeo, 910

F.3d 886, 893 (6th Cir. 2018) (citation modified).

The district court correctly calculated the money-laundering funds attributable to

Appellants and the appropriate sentencing ranges. Appellants argue that their sentences were

procedurally unreasonable because the sentences were based on clearly erroneous facts.

Appellants also argue that, “as a result,” the district court incorrectly calculated the ranges.

“In determining the amount of loss attributable to a defendant pursuant to Guidelines

§ 2B1.1(b), the district court may consider any ‘relevant conduct.’” Id. at 894 (quoting USSG

§ 1B1.3(a) (2021)). Where, as here, there is “jointly undertaken criminal activity[,] . . . . the

amount of loss attributable to a defendant may include any loss that resulted from his/her own

conduct, as well as any loss that resulted from certain conduct of others.” Ibid. (citation modified).

“Conduct of others that . . . is within the scope of, in furtherance of, and reasonably foreseeable in

connection with jointly undertaken criminal activity . . . is relevant conduct . . . for which a

defendant may be held accountable.” Ibid. (citation modified).

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We affirm the district court’s decision on the attributed loss as a matter of both law and

fact. We review both aspects of the decision because the ambiguity of Appellants’ “as a result”

language renders unclear whether they are appealing the district court’s legal conclusions or just

noting alleged legal errors as the de facto effect of alleged factual errors. This ambiguity is

worsened by the juxtaposition of Appellants’ singular focus on clear error (which is applied to

findings of fact) as the standard of review and their sudden invoking of alleged legal errors.

On both the law and the facts, the $80,000 delivered on December 7, 2020, by Nemetz to

Pacheco’s brother was correctly attributed to Appellants. And on both the law and the facts, the

$100,000 estimated to have been delivered on December 20, 2020, by Nemetz to Cabrera was

correctly attributed to Cabrera. Appellants do not contest the district court’s consideration of the

$196,870 that law enforcement seized from Appellants on February 2, 2021.

There was no error in the court’s legal conclusions about the loss attributable to Appellants.

First, under our de novo analysis of “relevant conduct,” we include all criminal acts and

omissions of the defendant. Ibid. Because the December 20, 2020, delivery from Nemetz to

Cabrera was attributed to Cabrera, the inclusion of this delivery as a matter of law in the loss

attributable to Cabrera was clearly correct.

But in the case of jointly undertaken criminal activity, we also add all other conduct that is

(1) within the scope of, (2) in furtherance of, and (3) reasonably foreseeable in connection with,

that jointly undertaken criminal activity. Ibid. This analysis has two steps. First, we “determine

the scope of the criminal activity the particular defendant agreed to jointly undertake.” Ibid.

(quoting USSG § 1B1.3 cmt. n.3(B)). This step is limited to “the scope of the specific conduct

and objectives embraced by the defendant’s agreement,” but “any explicit agreement [and any]

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implicit agreement fairly inferred from the conduct of the defendant and others may be

considered.” Id. at 895 (citation modified). We look to: “(1) the existence of a single scheme; (2)

similarities in modus operandi; (3) coordination of activities among schemers; (4) pooling of

resources or profits; (5) knowledge of the scope of the scheme; and (6) length and degree of the

defendant’s participation in the scheme.” Ibid. (quoting and adopting United States v. Salem, 657

F.3d 560, 564 (7th Cir. 2011)). Second, we “determine if the conduct of others at issue was ‘in

furtherance’ of that activity and ‘reasonably foreseeable’ in connection with that activity.” Ibid.

Step One is satisfied here. The December 7, 2020, delivery was within the scope of the

criminal activity that Appellants agreed to jointly undertake.

In Donadeo, the defendant was part of a mail-fraud and money-laundering conspiracy that

relied on one of its members, a school district’s IT director, to funnel the school district’s money

via fake invoices to five shell corporations. Id. at 890. Two of these shell corporations were

established and owned by a conspiracy member named Palazzo, the third was established and

owned by a conspiracy member named Boyles, the fourth was established and owned by the

defendant, and the fifth was jointly established and owned by Palazzo and the defendant. Ibid.

We held, based on the six factors, that “the scope of [the defendant’s] jointly undertaken

criminal activity was broad enough to include the conduct of” Palazzo and Boyles. Id. at 896.

First, “[t]he scheme to defraud the [school district] had a single, unlawful objective — to obtain

as much money from the [school district] as possible.” Ibid. (attributing conduct of both Palazzo

and Boyles). Second, “[t]he group . . . all defrauded the [school district] in the exact same manner

— by establishing and owning shell corporations that purported to provide IT-related goods and

services.” Ibid. (attributing conduct of both Palazzo and Boyles). Third, “[t]he scheme . . .

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required at least some coordination among all of the co-conspirators” and “[a]ll of the individuals

involved coordinated with . . . Palazzo.” Id. at 897 (attributing conduct of Palazzo). Fourth, there

was pooling of resources or profits because Palazzo used his money to open the corporate bank

account for the shell corporation that he jointly established and owned with the defendant, and

Palazzo and the defendant both deposited checks into and generally used that account. Ibid.

(attributing conduct of Palazzo). Fifth, the defendant “knew at the time he joined in the scheme to

defraud the [school district] that . . . Palazzo had established and owned at least one other shell

corporation that he was using for that purpose.” Id. at 898 (attributing conduct of Palazzo). Sixth,

while the defendant was “not the architect of the scheme[,] . . . he participated for over two years

during which he established and owned two shell corporations that were responsible for almost

one-third of the total loss that resulted from the entire four-year conspiracy.” Ibid. (attributing

conduct of both Palazzo and Boyles).

Here, Nemetz’s delivery to Pacheco’s brother satisfied nearly all these factors. The entire

scheme here had the single, unlawful objective of laundering the funds from the underlying

drug-trafficking conspiracy. The modus operandi of the delivery to Pacheco’s brother was exactly

like that of the deliveries to Appellants, and, without coordination of activities between Appellants

and Pacheco’s brother, the similarity of the modus operandi is too strong to be coincidental.

All the deliveries at issue in this case happened at the same Marriott TownePlace Suites.

Money couriers tend to locate near the airport, and this hotel is “one of the closest hotels to the

[Lexington] airport.” Pacheco argues that “there was and is no evidence that Pacheco and her

brother ever traveled together.” But trial evidence confirmed that Pacheco’s brother, just like

Appellants, checked into the Marriott TownePlace Suites, provided 13014 Sweetspice Street as his

home address, said that he was just in town to visit family, received the drug funds from Nemetz

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in his hotel room, and flew out the next morning. Like the district court, we see “evidence of a

short visit earlier by a person or relative living at the same address in California, traveling in the

same manner, staying at the same hotel, and using the same excuse.” “The closeness in time would

certainly indicate that [Pacheco] would have known of [her brother’s] activities, especially if she

was in this business of laundering funds.” And given that Pacheco and Cabrera were partners in

both romance and crime throughout this entire operation, the December 7 delivery was correctly

attributed to Cabrera. Indeed, Morris confirmed that an “intel analyst” conducted a “toll analysis”

showing that Cabrera and Pacheco’s brother had messaged each other “back and forth” on their

phones. All the evidence shows that both Appellants were extensively and knowledgeably

involved in this scheme, of which Nemetz’s delivery to Pacheco’s brother was just one small and

identical part.

Step Two is also satisfied here: the December 7, 2020, delivery was in furtherance of and

reasonably foreseeable in connection with Appellants’ jointly undertaken criminal activity.

Because the delivery was money laundering, it was clearly in furtherance of the jointly undertaken

criminal activity. For the reasons that follow, the delivery was also reasonably foreseeable.

In Donadeo, we held that, because the defendant had “jointly established and owned” a

shell corporation with Palazzo, “it was reasonably foreseeable that” Palazzo had other shell

corporations that “he was similarly using to defraud the [school district].” Id. at 899. We then

held that, as to Boyles’s shell corporation, because the defendant was recruited to join in the

scheme by Palazzo, “it was reasonably foreseeable that . . . Palazzo had recruited or would in the

future recruit others . . . to do the same.” Ibid.

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Here, too, Appellants had worked with Nemetz, receiving deliveries from him in the exact

same Marriott TownePlace Suites when they were in Lexington. Even if we were to close our

eyes to the obvious fact that Pacheco’s brother was following Appellants’ exact Lexington-

laundering playbook — even giving the exact same home address that Appellants did — and even

suppose that Nemetz’s delivery had been to a stranger, it was reasonably foreseeable that Nemetz

was a central conspiratorial figure who was going to carry out such similar deliveries.

The district court thus properly found as a matter of law that the December 7 delivery was

attributable to Appellants and that the December 20 delivery was attributable to Cabrera.

Next, the district court made no clear error in its factual findings regarding the loss

attributable to Appellants. “[T]he underlying factual findings regarding whether [particular]

conduct is ‘within the scope’ of, ‘in furtherance’ of, and ‘reasonably foreseeable’ in connection

with jointly undertaken criminal activity are reviewed for clear error.” Id. at 893 (quoting USSG

§ 1B1.3(a)(1)(B)). “A finding of fact is clearly erroneous when, although there is evidence to

support it, the reviewing court on the entire evidence is left with the definite and firm conviction

that a mistake has been committed.” Ibid. (citation modified).

First, we conclude that the factual findings regarding the December 20, 2020, delivery pass

muster under clear-error review. Cabrera argues that, though he appeared in Lexington on that

day, he “was never stopped at the airport when he flew out . . . and there was no evidence of any

amount of money or money transaction.” He also argues that DEA Agent Morris “speculate[d]

and estimate[d]” that Cabrera transported $100,000 because “no money was actually seized.”

But Cabrera conveniently ignores the part of Morris’s testimony that the district court relied

on: the DEA had “surveillance video from inside the hotel . . . show[ing] . . . Nemetz entering the

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hotel with a gift bag, going to . . . Cabrera’s room, staying for a very short time” before leaving

emptyhanded. This video footage — combined with Morris’s other testimony and other

information in the case that showed that the Nemetz money pickups ranged from $50,000 to

$200,000 but “typically . . . were in the range of $100,000 at a lower number and in most cases

higher than that” — was why the district court made the reasonable estimate of $100,000 based on

the facts that it had before it. A reasonable estimate is all that is needed, not mathematical proof.

USSG § 2B1.1 cmt. 3(C) (“The court need only make a reasonable estimate of the loss. The

sentencing judge is in a unique position to assess the evidence and estimate the loss based upon

that evidence.”).

And, in any event, given that we hold in this case that the $276,870 apart from this delivery

was properly attributed to Cabrera, Cabrera would still be subject to a 12-level increase even if we

only attributed the lowest possible amount ($50,000) rather than $100,000 because that would still

bring him to “[m]ore than $250,000” but less than $550,000 in loss. Id. § 2B1.1(b)(1)(G).

We turn now to the December 7, 2020, delivery. When it comes to jointly undertaken

criminal activity, “[a] district court must make particularized findings with respect to both the

scope of the defendant’s agreement to engage in jointly undertaken criminal activity and the

foreseeability of his co-conspirators’ conduct before holding the defendant accountable for that

conduct.” Donadeo, 910 F.3d at 899 (citation modified). And, of course, fundamentally there

must be evidence to support the $80,000 attributed to Appellants. We now review the December

7, 2020, delivery by Nemetz to Pacheco’s brother under this standard.

In Donadeo, we held that the particularized-findings requirement for the scope of jointly

undertaken criminal activity had been satisfied as to quantity of drugs purchased where “witnesses

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testified that the total amount of [drugs] purchased by [a defendant] and his coconspirators . . . was

somewhere between 50 kilograms and 60 kilograms,” and also in general where jointly undertaken

criminal activity was suggested through “documents . . . in evidence . . . and . . . the testimony of

[a law-enforcement] [a]gent.” Id. at 899–900 (first quoting United States v. Valentine, 553 F.

App’x 591, 597 (6th Cir. 2014); and then quoting United States v. Labib, 38 F. App’x 257, 261

(6th Cir. 2002)).

The district court made particularized findings that the scope of Appellants’ jointly

undertaken criminal activity covered Nemetz’s delivery to Pacheco’s brother. The procedure of

Nemetz’s delivery to Pacheco’s brother exactly tracked the procedure of Nemetz’s deliveries to

Appellants: same hotel, same flight pattern, and even same address and reason for visit provided

to the hotel at check-in. All these findings were made clear at trial through sources blessed in

Donadeo: witness testimony, documents in evidence (such as flight records), and testimony from

law-enforcement agents.

In Donadeo, we next held that the particularized-findings requirement for the foreseeability

of a co-conspirator’s conduct was satisfied if there was a finding “that the defendant was aware

that the conspiracy was broader than merely the three transactions with which he was involved.”

Id. at 900. This low bar is easily cleared here. The court made particularized findings that the

December 7 delivery was foreseeable to the Appellants. Appellants were far from being one-off

criminals. Law-enforcement testimony at trial emphasized that Appellants’ flight records

indicated a pattern of “[p]icking up bulk cash.” And Appellants’ “regular, multiple trips” across

many different states exhibited their high “level[s] of trust with [the criminal] organization as . . .

courier[s].” Pacheco and Cabrera knew that this broad conspiracy could cover other money

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laundering in Lexington, especially deliveries involving Pacheco’s brother, who followed

Appellants’ exact modus operandi.

We are left with Appellants’ argument that there was no direct testimony that Nemetz

delivered $80,000 to Pacheco’s brother on December 7. But while such a sum wasn’t seized by

law enforcement, the district court had sufficient evidence supporting the sum’s existence. On that

day, a DEA agent (undercover as a courier) had arranged to deliver $180,000 for a member of the

underlying drug-trafficking conspiracy. The agent, trying to establish credibility, said that he

could only handle $100,000. Nemetz delivered “just shy of” $100,000 to the undercover DEA

agent that day, and then was followed by other DEA agents to the Marriott TownePlace Suites

where Pacheco’s brother was. Nemetz was holding a red Nike shoebox — trial testimony showed

that it was common for law-enforcement agents to find drug proceeds concealed in shoe boxes for

transfer and storage — and delivered the shoebox to Room 206, which Pacheco’s brother had

rented. And then Nemetz left the hotel without the shoebox.

All things considered, we do not have a “definite and firm conviction that a mistake has

been committed” regarding the facts. Id. at 893. The district court made sufficient factual findings

in attributing the respective amounts of loss to Appellants.

We reject Appellants’ argument that the district court incorrectly applied a four-level

Guidelines enhancement for their being “in the business of” money laundering. Appellants do not

challenge the district court’s factual findings. They argue instead purely on the law that their

misdeeds do not rise to the level of being “professional” money launderers. But this argument

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mistakenly manufactures an artificially higher bar, and we therefore hold that this enhancement

was appropriate.

A four-level Guidelines enhancement is warranted if USSG § 2S1.1(a)(2) applies and the

defendant was “in the business of laundering funds.” USSG § 2S1.1(b)(2)(C). The former is

uncontested here. And the latter is assessed by “consider[ing] the totality of the circumstances.”

Id. § 2S1.1 cmt. 4(A). We consider six “non-exhaustive . . . factors that may indicate the defendant

was in the business for laundering funds” — whether the defendant: (1) “regularly engaged in

laundering funds,” (2) “engaged in laundering funds during an extended period of time,” (3)

“engaged in laundering funds from multiple sources,” (4) “generated a substantial amount of

revenue in return for laundering funds,” (5) “had one or more prior convictions for an offense

under 18 U.S.C. § 1956 or § 1957, or under 31 U.S.C. § 5313, § 5314, § 5316, § 5324 or § 5326,

or any similar offense under state law, or an attempt or conspiracy to commit any such federal or

state offense” at the time that the defendant committed the instant offense, and/or (6) “[d]uring the

course of an undercover government investigation, . . . made statements that the defendant engaged

in any of the conduct described in [(1) through (4) above].” Id. § 2S1.1 cmt. 4(B).

Appellants thus incorrectly argue that they can only be subjected to this enhancement if

their activities “were similar to those of a professional ‘fence’ that routinely engaged in the

laundering of monies and gained therefrom substantial financial gain.” They have improperly

collapsed together two separate factors — routine or regular engagement (Factor 1 above) and

generation of substantial revenue (Factor 3 above) — to erect a higher bar to the enhancement.

Viewing instead the factors as separate contributors to the totality of the money-laundering

circumstances, the four-level Guidelines enhancement was warranted. Evidence from undercover

agents shows that Appellants “regularly engaged in laundering funds” during the “extended period

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of time” of at least December 7, 2020, to October 28, 2021. Id. § 2S1.1 cmt. 4(B)(i)–(ii).

Appellants also “engaged in laundering funds from multiple sources” — the brokers in Mexico

who arranged money pickups for the Lara-Garcia drug-trafficking organization were not the same

brokers who arranged for money pickups by Pacheco in New Jersey and Los Angeles. Id. § 2S1.1

cmt. 4(B)(iii). And at multiple times Cabrera “made statements that [he] engaged in” money

laundering to DEA agents who were in “the course of an undercover government investigation.”

Id. § 2S1.1 cmt. 4(B)(vi). Given that these factors are “non-exhaustive,” the biggest overarching

consideration is that Appellants had their system so regularized. They purchased one-way flight

tickets the day of or just one day before their travel. They would fly into particular airports, then

fly out from different airports by adding intermediary legs of travel. And Appellants would

habitually stay at a hotel near an airport — rarely for longer than a night — while waiting for their

next laundering contract. All the facts show that Appellants were “in the business of laundering

funds.” Id. § 2S1.1 cmt. 4(B).

Finally, we reject Cabrera’s argument that the district court should have applied a two-level

Guidelines reduction in his offense level because he was a minor participant. Cabrera included

this argument in his statement of the issues but did not discuss it further in his brief. But “an issue

is deemed forfeited on appeal if it is merely mentioned and not developed.” United States v. Clark,

469 F.3d 568, 570 (6th Cir. 2006).

* * *

For the foregoing reasons, we AFFIRM on all grounds.