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Home Source documents Court filing — No. 2:24-cr-00366 (Dkt. 24, E.D.N.Y.)

Court filing — No. 2:24-cr-00366 (Dkt. 24, E.D.N.Y.)

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Case 2:24-cr-00366-NJC        Document 24       Filed 03/11/26      Page 1 of 79 PageID #: 116




United States District Court
Eastern District of New York


UNITED STATES OF AMERICA,


               -v-
                                                        Case No.: 2:24-CR-00366

CARMINE G. AGNELLO,

                      Defendant.



              SENTENCING MEMORANDUM FOR DEFENDANT
                        CARMINE AGNELLO



                                                            TO BE FILED UNDER SEAL

                                                            STEVEN A. METCALF II, ESQ.
                                                            Metcalf & Metcalf, P.C.
                                                            99 Park Avenue, Suite 810
                                                            New York, NY 10016
                                                            Office 646.253.0514
                                                            Fax 646.219.2012
                                                            metcalflawnyc@gmail.com




               “[W]e treat departures and variances like two roads, one of which
                  can always get you to every place that the other may lead,
                  yet each of which has acquired its own set of directions.”

United States v. Fletcher, 56 F.4th 179, 187 (1st Cir. 2022), cert. denied, No. 22-7130 (U.S. Apr.
24, 2023).

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                          I.      PRELIMINARY STATEMENT

      The most important task in determining one’s prison sentence, and what is

just, necessary, not greater than sufficient: is to determine one’s true heart based on

what that individual has endured, how he handled the cards he was dealt, and

whether he has made positive choices with such cards.

      A person’s true heart is where that person truly resides and where we discover

what Justice represents in their case. During sentencing, judges perform a

quintessential task constantly and effectively utilizing their own humanity and

experience, in assessing that of the person standing before them – ready to be

sentenced to potentially years in prison. Depending on that person’s age, family

circumstances, mental health, continued education – a careful balance few years

make all the difference.

      This memorandum explores the life of Carmine Agnello, who before he

actually grew up – his childhood was in the spotlight for the world to watch him

grow; I guess hence the name of the show. Decades later, Carmine, approaching his

40th birthday, stands before this Court to be sentenced, but has one priority to take

care during this time –

                    .1

1




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      Born April 8, 1986, Carmine entered a world where he was quickly in front

of a camera – leading to public fascination, and family legacy that was absolutely

unavoidable – and a topic for daily discussion. Even as a child, he showed a calm,

maintained composure that stood out even in a family where everyone in the house

had a strong personality. His mother, Victoria, often highlighted her sons as her

greatest accomplishments and “three fine young men,” emphasizing their kindness

and character despite the pressures around them. (See Victoria Gotti letter attached

as Exhibit A at p. SE0003). Growing up, Carmine learned early that family is both

a responsibility and a source of strength. His mother’s devotion and belief in her

sons shaped him deeply, grounding him in loyalty, resilience, and compassion.

      Carmine became a fan favorite after “Growing Up Gotti” aired. Viewing in

hindsight, the world saw a charismatic, stylish, soft‑spoken young man who treated

his family with respect. Despite being thrust into fame as a teenager, Carmine carried

himself with surprising humility. Years later, those who have known Carmine can

say that he resisted being defined by the show, and has strived to make his own

stamp. He always sought out his own career path, and a way to hone his skills, where

those skills are manifested in body building, music, or his passion for cars. At a

young age he understood that reality TV was entertainment, not identity — and he

wanted to keep improving himself.




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      Even when facing challenges as an adult, Carmine showed something

admirable: he never hid, never ran, and never stopped trying to better himself. He

remained close to his family, maintained dignity in public, and continued striving

for a life built on his own choices rather than inherited expectations. Even on pretrial

supervision, not a single complaint has been brought to counsel’s attention. The

noticeable shift has been Carmine’s ability to assess the gravity of this case, and

harness that to never make the same mistakes. Then literally out of nowhere, a

unique medical situation arose in his immediate family, and Carmine immediately

stepped up.

      Recently, when his family learned of Victoria’s pressing medical situation,

for Carmine, less words and more actions has been his response. Immediately, he

went for testing, and obtained his own advocate upon receiving the results that he is

a               h. Carmine has spent months

                                                                 , and to verify that he




      However, undergoing this transplant means that custody in the BOP is a huge

risk. A custody sentence –                                                       . After


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                     there is still a                           , where an

could be life threatening, or his blood levels can suggest immediate treatment.

Therefore, regularly treating with specialists will be required to monitor if Carmine

is                           ,                               , and

      . If anything happens then he will be in the worst place to handle such a

problem, BOP custody.

      Mr. Agnello’s extreme family circumstances will be explored, first, regarding



                                 . Second, this same transplant will be analyzed from

Defendants perspective, and how residing in BOP custody essentially equates to

little to no medical treatment if needed. To Carmine,                        he never

questioned the right choice; and has held the answer, which was he was going to be

                                            .

      Actions speak louder than words, and Carmine’s actions as of late are fueled

from the love and respect for his family instilled in him from a very young age.

Despite growing up in one of America’s most scrutinized families, Carmine

exhibited the importance of creativity, reinventing oneself, and always personal

growth. His journey is far more uplifting than the one found with a quick google

search, where the headlines naturally suggest something scandalous.




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       Growing up, Carmine learned early that family is both a responsibility and a

source of strength. His mother’s devotion and belief in her sons shaped him deeply,

grounding him in loyalty, resilience, and compassion. Through actions instead of

words, he has proven to be a devoted son, a man who worked hard to develop real

skills, a man who matured beyond his public image, and a figure who continues to

evolve, learn, and redefine himself. His story is not one of perfection — it’s one of

perseverance. And that is what makes Carmine at his core a positive person on all

those in his life.

       What remains from all this is Carmine will be standing before this Court in

2026 to be sentenced. Regardless, of whether such factors are denominated as

History, Background, and Characteristics, or any other 18 U.S.C. §3553(a) factor,

or if derived from the amendments in federal sentencing, a person’s true heart is not

going to be found in any law book.

       At the end, I ask the Court to consider his actions on other matters, not the just

on the worse allegations in his life. First, he was born into one of the most publicly

scrutinized families in America. Despite that, the record will be devoid of an

example that Carmine developed into an arrogant, entitled, or hostile adult. Rather,

his personality is respectful, uninterested in exploiting notoriety, and one extremely

protective of his family. Carmine’s values may be uncommon to others of recent

generations, where it’s great to see that these fundamental values of being humble


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and valuing privacy still exist. Second, there is a special relationship between a

mother and her sons that is a constant reference in this memorandum. Having been

raised by just my mother, it’s worth mentioning the same characteristics Carmine

displays, Victoria has also shown on her own. For example, any article you read

about Victoria you can easily take away that she is protective of her sons. The

importance here is that as a public figure she does not give generic praise and never

speaks for fame or personal image.

      Her praise of Carmine has always been about his behavior, whether she is

quoted saying Carmine is “a good boy with a good heart”, or “a respectful young

man” – its Carmine’s actions that I ask be considered. I can continue to make

reference after reference, but I will only touch on two other examples of where

Carmine’s actions or inactions are admirable. Carmine played musical instruments

not for ego or fame, but for the discipline of the craft. Lastly, he remains loyal to his

family name, and his actions establish he never sought to exploit his family name

for fame, money, or any other personal gain. Carmine is the opposite of hundreds if

not thousands of examples, where a family member will betray his own family in

seeking to capitalize on notoriety of such family’s name. Again, any record created

on Carmine would be devoid of such examples or characteristics.

      Even though Carmine will turn 40 years-old right after sentencing, he is still

a young man with the rest of his life ahead of him. He took responsibility for his


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actions that landed him before this Court, but his true heart is even at a cross-roads.

One direction is where he stands for sentencing and serves his time as quickly as

possible. The other road is one of sacrifice and bravery, which will be explained -

never came with a moment of hesitation. Instead, he aggressively

                                                                                     . Surely, fast

forward six months and

       When I write about a person’s true heart, Carmine’s current situation is the

definition of what I have been searching for in years of writing sentencing

memorandums. I say that because for Carmine the only thing that matters at this

moment is that from a son to his mother, he has a gift. Carmine, in gifting his kidney

means he has the gift of life, for however long, for his mother.

       While on pretrial supervision, Carmine has been a model thus far during the

pendency of this case, and the public can be safe and secure if probation is sentenced.

There are alternatives to incarceration in the case of Carmine Agnello, where a

majority of the time he will be dealing with the surgery, recovery, and ability to treat

if an emergency emerges as a result of being a donor.2




2
  Addressed herein is the case of Mississippi sisters, Jamie and Gladys Scott, who were released
from prison in 2011 after 16 years of a double life sentence involving a 1994 armed robbery. The
governor of Mississippi at the time “suspended their sentences” with a condition: Gladys, the
younger sister, had to donate her kidney to her older sister, Jamie. Although this was a state case,
the governor of Mississippi knew the severity of being a donor while in prison.
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      We hereby, respectfully request this honorable Court take into consideration

the contents of this submission with the letters submitted in support.

                               II.    BACKGROUND

      First, the PSR points out that the guideline provisions for a total offense level

of 20 and a criminal history category of I, the guideline imprisonment range is 33

months to 41 months. (See PSR, Part D. Sentencing Options, at p. 13, ¶ 59).

However, when factors are considered that may warrant departure/variance, the

answer is one word, “None”. (Id. at p. 14, ¶ 71). This memorandum sets forth the

reasons for a variance to apply.

       It is understood that as of 2026, the most significant change regarding federal

sentencing 2025 amendment, which relates to “departures” and “variances” to

remove the departure provisions from the Guidelines Manual. The 2025 amendment

reflects a shift in the federal sentencing framework, emphasizing variances under 18

U.S.C. § 3553.

      The Commission removed specific “departure provisions” and policy

statements related to personal characteristics, as previously outlined in the

Guidelines Manual. The understanding is in emphasizing variances, sentencing is

intending to align with the post-Booker framework, which allows courts to impose

sentences outside the guideline range based on broader considerations, including

individual characteristics and circumstances . 18 USC, Ch. ONE, Pt. A.


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       The broader consideration we ask this Court to consider and impose is an

 extraordinary family circumstances, involving a son and his mother, where she has

 been resented with a medical emergency and the son stepped up to the plates without

 a question – and happens to be                                      that needs to be

 conducted within the next two-three months.

                          III.   LAW AND ARGUMENT

       “The Commission envisioned and framed this 2025 amendment to be

 outcome neutral, intending that judges who would have relied upon facts

 previously identified as a basis for a departure would continue to have the authority

 to rely upon such facts to impose a sentence outside of the applicable guideline

 range as a variance under 18 U.S.C. § 3553(a).”

                                 POINT ONE:

      THE COURT SHOULD IMPOSE A NON-CUSTODIAL
      SENTENCE   BASED   ON EXTRAORDINARY FAMILY
      CIRCUMSTANCES UNDER 18 U.S.C. § 3553(a)(1): MR.
      AGNELLO IS THE SOLE                         FOR
                            KIDNEY TRANSPLANT

       The Court should grant a significant downward variance pursuant to 18 U.S.C.

 § 3553(a)(1) based on the extraordinary and unprecedented family circumstances

 present in this case. Carmine Gotti Agnello, is the only identified compatible donor

 for his mother, Victoria Gotti, who faces an imminent terminal condition or

 permanent debilitation without an urgent kidney transplant. (See CARSWELL, John


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 Gotti’s Daughter Victoria to Undergo Kidney Transplant with Her Son as Donor

 (Exclusive), PEOPLE MAGAZINE, (Nov. 25, 2025) attached as Exhibit E at p.

 SA0087). While family responsibilities are typically insufficient to warrant

 sentencing reductions, the specific and extraordinary nature of this case—where Mr.

 Agnello’s immediate availability can literally be classified along the lines of a matter

 of life and death for an innocent third party—places it squarely outside the

 “heartland” of cases. With the broader considerations of variances to align with the

 post-Booker framework, the family dynamic here demands judicial consideration of

 a non-incarceratory sentence that serves the statutory purposes of sentencing under

 18 U.S.C. § 3553(a) while affording a Defendant, who quickly took responsibility

 for his actions, to still preserve his own mother’s life, when no other family member

 is able to do so.

        A. LEGAL FRAMEWORK: THE 2025 GUIDELINES SIMPLIFICATION AND THE
           PRIMACY OF 18 U.S.C. § 3553(A) VARIANCE AUTHORITY

        Effective November 1, 2025, the United States Sentencing Commission

 implemented sweeping amendments to the Guidelines Manual that fundamentally

 restructured the sentencing framework and eliminated most departure policy

 statements from Chapter 5, Parts H and K, as detailed in the Official Text of the 2025

 Amendments (United States Sentencing Commission, 2025).3


 3
  (See USSC Simplification Summary Chart, 2025) (explaining the Commission deleted Policy
 Statement §5H1.6 (Family Ties and Responsibilities) and §5H1.4 (Physical Condition) as part of
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        Under the simplified two-step process adopted in the 2025 amendments,

 courts, first, now calculate the guidelines range as the “starting point and initial

 benchmark,” consistent with the Gall holding. Gall v. United States, 552 U.S. 38

 (2007). Then courts consider the § 3553(a) factors in determining whether a variance

 from the guidelines is warranted. (Annotated 2025, Chapter 5, USSC).

        The deletion of §5H1.6 and §5H1.4 does not eliminate or even diminish the

 Court's authority to consider extraordinary family circumstances and medical

 conditions in sentencing. To the contrary, it clarifies that such considerations are now

 governed directly by the statutory sentencing factors enumerated in 18 U.S.C. §

 3553(a), which have governed federal sentencing since the Sentencing Reform Act

 of 1984, and which the Supreme Court held in Booker, must guide all sentencing

 determinations. United States v. Booker, 543 U.S. 220 (2005).

        Section 3553(a)(1) explicitly directs courts to consider “the history and

 characteristics of the defendant,” a phrase that necessarily encompasses the

 defendant's family situation, relationships, responsibilities, and the impact of

 incarceration on innocent third parties. Section 3553(a)(2)(D) further requires courts

 to “provide the defendant with needed . . . medical care . . . in the most effective




 a comprehensive "simplification" initiative designed to streamline the sentencing process and
 acknowledge the post-Booker reality that "sentencing courts increasingly eschewed departures,
 applying Section 3553(a) variances instead".).
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 manner” – a mandate that extends to considering how incarceration will affect the

 defendant's ability to provide life-saving medical assistance to family members.

       Importantly, the Commission's own guidance in the 2025 amendments

 confirms that the deletion of Chapter 5, Part H policy statements does not prohibit

 consideration of offender characteristics; but, rather moves such analysis to the

 variance framework. (Id.)

        As the Commission explained in proposing the simplification amendments,

 "sentencing data showed that sentencing courts increasingly eschewed departures,

 applying Section 3553(a) variances instead," and the 2025 changes "recognize this

 trend by collapsing the second and third steps into a single step" under which courts

 apply § 3553(a) factors to determine whether a variance is warranted. (Id.) The

 Commission's 2023 Primer on Departures and Variances similarly emphasizes that

 "variances outpace departures significantly," with courts frequently citing

 "rehabilitation or family ties for downward variances, reflecting § 3553(a)'s

 individualized focus".

       Before their deletion, §§5H1.6 and 5H1.4 established the legal framework

 under which courts could grant downward departures based on extraordinary family

 circumstances or extraordinary physical impairment. U.S. SENTENCING GUIDELINES

 MANUAL, Chapter 5, Part H (2024).




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       While these policy statements have been removed from the Guidelines, the

 case law interpreting them remains highly instructive in evaluating Mr. Agnello's

 circumstances under § 3553(a)(1). Former §5H1.6 provided that "[f]amily ties and

 responsibilities . . . are not ordinarily relevant in determining whether a sentence

 should be outside the applicable guideline range". USSG §5H1.6 (2024). But, courts

 uniformly interpreted the phrase "not ordinarily relevant" to mean that while typical

 family responsibilities do not warrant departure, extraordinary family circumstances

 falling outside the heartland do justify sentencing relief under § 3553(a)(1). United

 States v. Johnson, 964 F.2d 124 (2d Cir. 1992); United States v. Deigert, 916 F.2d

 916 (4th Cir. 1990).

       The Second Circuit's seminal decision in Johnson established that

 extraordinary family circumstances standing alone can justify a downward departure

 when a defendant bears sole responsibility for the upbringing and survival of

 dependents. United States v. Johnson, 964 F.2d 124 (2d Cir. 1992). In Johnson, the

 court affirmed a thirteen-level departure for a single mother who served as the sole

 caregiver for three young children and the six-year-old child of her institutionalized

 daughter. The court reasoned that the rationale for such relief “is not that [the

 defendant's] family circumstances decrease her culpability, but that we are reluctant

 to wreak extraordinary destruction on dependents who rely solely on the defendant

 for their upbringing.” (Id. at 129). Under this standard, family circumstances rise to


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 the level of "extraordinary" when incarceration would impose harm on dependents

 that transcends the typical hardship experienced by families of incarcerated

 individuals, creating a situation where the defendant's absence would cause

 catastrophic consequences for innocent third parties.

       The Fourth Circuit reached a similar conclusion in Deigert, holding that

 §5H1.6 permits departures for extraordinary family circumstances. United States v.

 Deigert, 916 F.2d 916, 919 (4th Cir. 1990). Likewise, the Tenth Circuit in Pena,

 upheld a downward departure based in part on the defendant's unique family

 responsibilities to two infants whose welfare would be jeopardized by the

 defendant's incarceration. United States v. Pena, 930 F.2d 1486, 1494-95 (10th Cir.

 1991).

       Across circuits, courts recognized that the test for "extraordinary"

 circumstances focuses on whether the defendant's family situation is unique—and

 whether the defendant occupies an irreplaceable role in preserving the life or

 wellbeing of a family member.

       This body of case law, developed over decades under former §5H1.6, remains

 fully applicable in the post-2025 Guidelines framework as courts evaluate family

 circumstances under § 3553(a)(1)-(2)(See Point I(B), infra) (highlighting that post-

 Booker goals include providing defendant with needed educational or vocational

 training, medical care, or other correctional treatment in the most effective manner.).


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 Courts have consistently recognized that family ties may be considered under §

 3553(a)(1) even where they would not support a formal departure, and several

 circuits have granted variances based on family circumstances that meet the

 "extraordinary" standard. For example:

          (1) The First Circuit has affirmed downward variances for
              defendants        with      extraordinary     caregiving
              responsibilities, including a defendant caring for a wife
              battling terminal cancer and a defendant providing care
              for a daughter with disabilities. United States v.
              Prosperi, 686 F.3d 32, 48-49 (1st Cir. 2012).

          (2) The Fifth Circuit has held that the district court did not
              abuse its discretion in granting a variance based on a
              defendant's status as a single parent with a young son
              who had disabilities. United States v. Williams, 517 F.3d
              801 (5th Cir. 2008).

          (3)   The Tenth Circuit applies the "extraordinary
                circumstances" standard of former §5H1.6 when
                evaluating family-based variances under § 3553(a), and
                has upheld variances where defendants occupy unique
                caregiving roles. United States v. Muñoz-Nava, 524 F.3d
                1137 (10th Cir. 2008).

          (4) The Eleventh Circuit has endorsed consideration of
              family responsibilities as part of the defendant's "history
              and characteristics" under § 3553(a)(1), noting that
              district courts "can justify consideration of family
              responsibilities... for reasons extending beyond the
              Guidelines." United States v. Vandergrift, 754 F.3d 1303,
              1311 (11th Cir. 2014).
       In the present case, Mr. Agnello’s role as his mother’s sole identified kidney

 donor satisfies—and indeed far exceeds—the "extraordinary circumstances"


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 threshold established in Johnson, Deigert, and their progeny. Unlike the caregiving

 responsibilities at issue in those cases, where incarceration would impose emotional

 and developmental harm on dependent children, but would not directly cause their

 death, Mr. Agnello's situation is similar.




 The "destruction" created by his incarceration would be literal, not figurative. No

 legitimate penological interest is served by imposing a sentence that effectively

 sentences an innocent third party—the defendant's mother—to a terminal status.

       B. THE STATUTORY PURPOSES OF SENTENCING UNDER 18 U.S.C. §
          3553(A)(2) ARE FULLY ACHIEVABLE THROUGH A NON-CUSTODIAL
          SENTENCE

       Section 3553(a)(2) directs the Court to impose a sentence that will (A) "reflect

 the seriousness of the offense, to promote respect for the law, and to provide just

 punishment for the offense"; (B) "afford adequate deterrence to criminal conduct";

 (C) "protect the public from further crimes of the defendant"; and (D) "provide the

 defendant with needed educational or vocational training, medical care, or other

 correctional treatment in the most effective manner". Each of these purposes can be

 fully and effectively achieved through a non-custodial sentence of home

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 confinement, supervised release, and community service, without imposing the

 irreversible collateral consequence of foreclosing the life-saving kidney transplant.

              i. Just Punishment and Respect for the Law (§ 3553(a)(2)(A))

        Mr. Agnello's offense involved cryptocurrency fraud—a serious economic

 crime that warrants substantial punishment. However, the Guidelines calculation

 already accounts for the seriousness of his conduct through the offense level and

 guideline range calculation. A sentence of home confinement for a period equivalent

 to or longer than the low end of the guideline range, combined with stringent

 conditions of supervised release including electronic monitoring, community

 service, and financial restitution, would adequately "reflect the seriousness of the

 offense" and "promote respect for the law". Indeed, public respect for the law is

 arguably better served by a sentence that demonstrates the judiciary's commitment

 to proportionality and individualized justice than by a mechanical application of

 incarceration that results in the preventable medical harm of an innocent person, or

 close family member whose is neither Defendant’s spouse nor his children. But, the

 broader discretion was put in place for a matter such as this where this Court can

 truly have less hurdles in determining a just sentence for a unique situation.

            ii.   Deterrence (§ 3553(a)(2)(B))

       Both specific and general deterrence are adequately served by a non-custodial

 sentence. Specific deterrence—preventing Mr. Agnello from committing future


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 crimes—is accomplished through the supervision, monitoring, and restrictive

 conditions of a home confinement sentence. The Presentence Investigation Report

 documents that Mr. Agnello has already ceased the cryptocurrency investment

 activities that contributed to his offense, has engaged in mental health treatment, and

 has established a legitimate business employing three people. General deterrence—

 sending a message to others who might contemplate similar conduct—is served by

 the fact of conviction, the public nature of the sentencing, the imposition of

 substantial restrictions on Mr. Agnello's liberty, and the certainty of punishment. The

 deterrent value of federal prosecution does not depend solely on incarceration;

 supervised release with stringent conditions, restitution, and community service all

 serve deterrent purposes.

             iii.   Public Safety (§ 3553(a)(2)(C))

        Mr. Agnello poses minimal risk to public safety. His offense was financial in

 nature, involved no violence or threats of violence, and targeted no vulnerable

 victims. He has no prior criminal history. The instant offense was driven in

 significant part by a gambling addiction related to cryptocurrency trading, which he

 has discontinued and for which he is receiving treatment.

       A sentence of home confinement with electronic monitoring, coupled with

 supervised release conditions prohibiting cryptocurrency trading and requiring




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 continued mental health treatment, adequately protects the public from any risk of

 future criminal conduct.

           iv. Rehabilitation and Effective Treatment (§ 3553(a)(2)(D))

        This statutory factor weighs decisively in favor of a non-custodial sentence.

 Section 3553(a)(2)(D) explicitly directs the Court to “provide the defendant with

 needed... medical care... in the most effective manner.” A sentence that prevents Mr.

 Agnello from                                                                     . Also

 preventing this goal would simultaneously deprive him of access to the

                                           he requires—plainly violates this statutory

 mandate. As discussed in greater detail in Section II, infra, Mr. Agnello requires

 ongoing

            that the Bureau of Prisons frequently restricts or denies.

       Moreover, upon donating his kidney, Mr. Agnello will require

                   that the BOP is institutionally incapable of providing.

      , he will have to                                                                 .

 Additionally, he will face immediate

                                              that require recovery in a sterile, stress-

 free environment not available in a correctional setting. (See NATIONAL KIDNEY

 FOUNDATION, What to Expect After Donation, NKF, at Exhibit S (

                                                                    ).


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       Furthermore, authoritative medical guidelines mandate rigorous

           —including mandatory checks at 6 months, 12 months, and 24 months to

 monitor glomerular filtration rate (GFR) and blood pressure—to prevent the onset

 of donor-specific risks such as hypertension and end-stage renal disease. (KIDNEY

 DISEASE: IMPROVING GLOBAL OUTCOMES (KDIGO), Living Kidney Donor Work

 Group. KDIGO Clinical Practice Guideline on the Evaluation and Care of Living

 Kidney Donors (Transplantation 2017), 101 (Suppl 8S):S1–S109 attached as

 Exhibit L at p. SE0264 – 0280; SE0314)(establishing global standards for donor

 follow-up); MUZAALE, MD, ET AL., Risk of End-Stage Renal Disease Following Live

 Kidney Donation, JAMA (February 2014) attached as Exhibit F at p. SE0097

 (finding 90 per 10,000 donors develop ESKD vs. 14 per 10,000 non-donors).

       The Bureau of Prisons' documented history of “fragmented and delayed” care

 and “lack of preventive healthcare screening” poses an unacceptable danger to an

 inmate such as Carmine. Cf. DEPARTMENT OF JUSTICE OFFICE OF THE INSPECTOR

 GENERAL, Inspection of the Federal Bureau of Prisons’ Federal Medical Center

 Devens (2024) attached as Exhibit D at p. SE0016.

       As a living donor, Carmine will easily be classified as a patient with a

 “voluntarily” medical “impairment” in a facility where inmates already have

 “difficulty accessing medical care for routine conditions”. (Id. at SE0037). This

 recovery calls for continued treatment and follow-up with a medical staff familiar


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 with the patient, where a BOP “walk-in clinic” or “sick calls” will have little to no

 impact. In short, BOP treatment, and the lack thereof, simply causes negative affects

 on certain inmates’ overall health, and result in “more costly treatment” needed later

 – or in this case, when Carmine gets out. (Id. at SE0039) (finding by the Inspections

 Division of the Federal Bureau of Prisons’ that “none of the 21 inmates over age 50,

 including the 10 who had a preventive health screening, had received a cognitive

 impairment screening as part of their preventive healthcare.”). Ultimately, its

 reasonable to conclude that due to a variety of reasons, Carmine would enter the

 BOP with an “exceptional medical impairment” and will not receive routine medical

 care or screening, thereby rendering his incarceration as a direct threat to his long-

 term survival.

       A deeper analysis of kidney donation establishes a very clear principle:

 “[d]onating a kidney is a decision with lifetime implications for the donor.” (Exhibit

 L: KDIGO, Clinical Practice Guideline on the Evaluation and Care of Living

 Kidney Donor, at p. SE0243).

       C. FACTUAL PREDICATE: VICTORIA GOTTI'S LIFE-THREATENING
          MEDICAL CRISIS AND MR. AGNELLO'S UNIQUE ROLE AS HER SOLE




                                               ,

                                                       . By November 2025, it was

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 publicly reported that Ms. Gotti required an urgent kidney transplant and had been

 accepted for surgery at NYU Langone Health in New York City. Medical experts

 have confirmed that without a transplant, Ms. Gotti faces a stark choice: permanent

 dependence on dialysis—a grueling regimen requiring three treatments per week,

 each lasting approximately four hours, with significant morbidity and a five-year

 survival rate of only 40%—or death from end-stage renal disease. The median wait

 time for a deceased-donor kidney in New York ranges from three to five years,

 meaning that Ms. Gotti's survival depends on receiving a living-donor kidney

 transplant in the near term.

       After extensive medical testing, Mr. Carmine Gotti Agnello

                                         r. Living-donor kidney transplantation offers

 dramatically superior outcomes compared to deceased-donor transplantation, with

 one-year graft survival rates exceeding 95% and significantly extended recipient

 lifespans. Mr. Agnello has voluntarily stepped forward to donate his kidney to save

 his mother's life, a decision that has been extensively documented in major media

 outlets including People Magazine, Yahoo News, and The New York Post. (See

 People Magazine at Exhibit E). This widespread coverage underscores both the

 urgency of Ms. Gotti's condition and the profound public interest in ensuring that

 this life-saving transplant proceeds without delay.




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       Ms. Gotti's medical history further compounds the urgency of her need for

 transplantation. She has suffered from mitral valve prolapse (MVP), a chronic heart

 condition, since her twenties and has taken blood thinners for decades to manage the

 condition. She also underwent surgery in 2005 to address precancerous breast cells.

 These pre-existing health conditions render her particularly vulnerable to the

 complications of prolonged dialysis dependence, which is associated with increased

 cardiovascular mortality and heightened infection risk. The transplant surgery has

 been scheduled to occur imminently, with Ms. Gotti's physicians advising that a

 recovery period of up to three months will be required following the procedure.

       Critically, Mr. Agnello is the only                                              .

 Unlike typical cases involving family hardship—where incarceration may cause

 emotional or financial strain but does not directly threaten a family member's

 survival—Mr. Agnello's incarceration would effectively foreclose the only viable

 path to preserving his mother's life. If Mr. Agnello is sentenced to a term of

 imprisonment, the transplant surgery cannot proceed on the medically necessary

 timeline. Ms. Gotti will be forced onto dialysis, with its high chance of a 40% rate,

 after five-years of commencing dialysis. See TONELLI, ET AL., Systematic Review:

 Kidney Transplantation Compared with Dialysis, AMERICAN JOURNAL                      OF

 TRANSPLANTATION attached as Exhibit K at SE 0220 (finding - as compared with

 dialysis - “kidney transplantation is associated with substantial reductions in the risk


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 of mortality and cardiovascular events, as well as clinically relevant improvements

 in QoL.”); GURA, M.D., What is the Life Expectancy of a Person on Kidney

 Dialysis? (July 14, 2025) attached as Exhibit M at SE0327 (explain that the average

 five five-year survival rate is approximately 35-40%, meaning that 4 out of 10 people

 on dialysis are alive five years after starting treatment). The alternative is she will

 face the uncertain prospect of waiting years for a deceased-donor organ that may

 never become available.

       This should not the case where another family member can assume the

 defendant's caregiving responsibilities; it is a case where the defendant's biological

 compatibility makes him irreplaceable. The extraordinary nature of these

 circumstances places them far outside the heartland of typical family responsibility

 cases and warrants individualized consideration under § 3553(a)(1).

       D. INCARCERATING MR. AGNELLO WOULD IMPOSE IRREVERSIBLE HARM
          ON AN INNOCENT THIRD PARTY AND CONTRAVENE THE PURPOSES OF
          SENTENCING

       The imposition of a custodial sentence in this case would punish not only Mr.

 Agnello but also—and far more severely—his mother, an innocent third party who

 bears no culpability for the defendant's offense. As the Second Circuit observed in

 Johnson, the justification for considering extraordinary family circumstances “is not

 that [defendant's] family circumstances decrease her culpability, but that we are



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 reluctant to wreak extraordinary destruction on dependents who rely solely on the

 defendant.” United States v. Johnson, 964 F.2d 124 (2d Cir. 1992).

       Here, the “destruction” wrought by Mr. Agnello's incarceration would be

 literal: Ms. Gotti's death or permanent disability. No legitimate penological interest

 identified in § 3553(a)(2) is served by imposing a sentence that effectively sentences

 Defendant – who cannot be a living donor while in prison, or cannot enter prison

 until post-transplant confirms known complications thereafter are non-existent.

       The ethical and legal implications of conditioning access to life-saving

 medical treatment on a criminal sentence are profound. In 2011, the Governor of

 Mississippi granted an indefinite suspension of sentence to Gladys Scott specifically

 to enable her to donate a kidney to her incarcerated sister, Jamie, who was suffering

 from end-stage renal disease and costing the state $200,000.00 annually in dialysis

 expenses. See TIMOTHY WILLIAMS, Sisters’ Prison Release Is Tied to Donation of

 Kidney,     NEW       YORK       TIMES      (Dec.     30,      2010)(available      at

 https://www.nytimes.com/2010/12/31/us/31sisters.html); See also CBS NEWS,

 Sisters Leave Prison Under Kidney Sharing Deal (Jan. 7, 2011) attached as Exhibit

 N at p. SE0335-03342.

       Governor Haley Barbour’s office stated that the kidney donation “should be

 scheduled with urgency,” and the NAACP confirmed that Ms. Scott would not be

 returned to prison if the donation could not proceed for medical reasons.


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 (ASSOCIATED PRESS, Freed Sisters Leave Miss. Prison, Jan. 7, 2011; NPR, Miss.

 Governor Suspends Life Sentences for Sisters (Dec. 30, 2010). While the Mississippi

 decision raised ethical questions under the National Organ Transplant Act (NOTA),

 legal scholars and ethicists widely agreed that organ donation in the context of

 criminal sentencing is permissible under criminal justice standards, particularly

 when the alternative is the preventable death of a family member. (GLENN COHEN,

 The Mississippi Kidney Case, Harvard Law Review Blog, (Jan. 3, 2011) (noting that

 conditioning release on donation may be coercive but recognizing the state's interest

 in saving lives and costs); AMERICAN JOURNAL OF BIOETHICS, The Mississippi

 Decision Exchanging Parole for Kidney Donation (Jan. 6, 2011).

       The principle underlying the Mississippi case applies with even greater force

 here, where the Court has the opportunity to fashion a sentence prospectively rather

 than modifying an already-imposed sentence. The Organ Procurement and

 Transplantation Network (OPTN) addresses both “organ procurement” and

 “allocation”, where a series of Committee reports defines and applies ethical

 standards that should apply to procurement and allocution of organs. See STRYKER-

 ANN VOSTEEN, MPA, ET AL, Briefing to the OPTN Board of Directors on Ethical

 Evaluation of Multiple Listing, OPTN ETHICS COMMITTEE (2023) attached as

 Exhibit V at p. SE0492.      Since at least 2015, the ethics committee report has

 explained that “the Committee must consider the ethical principles described below


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 as they pertain to the transplant community broadly: “equity”, which encompasses

 distributive and procedural justice, “utility”, and “autonomy”.4 See STRYKER-ANN

 VOSTEEN, OPTN ETHICS COMMITTEE (2023) at p. SE0492.

        Essentially, a person’s “autonomy” coupled with the “access to a transplant”

 applies the concepts of “equity” and “justice,” similar to the law. (Id. at p.SE0492).

 Equity, by definition applies “fairness” to “the pattern of distribution of the benefits

 and burdens of an organ procurement and allocation program.” Id. “Distributive

 justice” dictates “fairness” ensuring those in need of an organ, a equal opportunity

 to benefit from a transplant. Id. (citing OPTN ETHICS COMMITTEE, Manipulation of

 the Organ Allocation System Waitlist Priority through the Escalation of Medical

 Therapies,             June              2018,                        [available              at

 https://optn.transplant.hrsa.gov/media/2500/ethics_whitepaper_201806.pdf.]).

        The reasoning here is that defendant’s impending incarceration should not

 preclude him from ensuring organ procurement of his kidney to be distributed to his

 immediate family member. Prison can preclude such a transplant because the

 medical circumstances are too heightened and thus too dangerous. The third party

 here in need of a kidney is the turning factor that places this unique situation squarely




 4
   Id. (quoting OPTN Ethics Committee, Ethical Considerations for the Evaluation of Prisoners
 for Organ Transplantation, (2023) (defining “Autonomy” as “actions or practices tend to be right
 insofar as they respect or reflect the exercise of self-determination, while not impairing the
 autonomy of another individual.”).
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 within the consistency of sentencing under § 3553(a)(2). To hold otherwise would

 be to prioritize rigid adherence to a Guidelines range, when such results directly

 conflict with a transplant that can preserve Defendant’s family member with life—a

 result that no statute or policy statement compels and that fundamental principles of

 justice forbid.

                           POINT TWO:
            THE COURT SHOULD IMPOSE A NON-CUSTODIAL
            SENTENCE BASED ON MR. AGNELLO'S
                                              AND THE
            BUREAU OF PRISONS' DOCUMENTED INABILITY TO
            PROVIDE ADEQUATE CARE

        In addition to the extraordinary family circumstances discussed above, the

 Court should grant a downward variance under 18 U.S.C. § 3553(a)(1) and (a)(2)(D)

 based on Mr. Agnello's                                            . Also, the Bureau

 of Prisons’ has a documented inability to provide the level of care Agnello will

 require, particularly following his




       As previously noted, upon donating his kidney, he will acquire what former

 USSG §5H1.4 described as an "extraordinary physical impairment" that will render
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 him medically vulnerable and in need of specialized post-surgical care that the BOP

 is institutionally incapable of providing. Incarcerating Mr. Agnello under these

 circumstances would subject him to a substantial risk of serious medical harm,

 potentially rising to the level of cruel and unusual punishment in violation of the

 Eighth Amendment, and would directly contravene the statutory mandate in §

 3553(a)(2)(D) to “provide the defendant with needed . . . medical care . . . in the

 most effective manner.”

      A.




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 that he has since quit cryptocurrency trading and

                                        (Id. at p. 16, ¶42).




       The current prison system is faced with two epidemics, mass incarceration

 and the                 . It should not come as a shock that prison population houses

 disproportionate amounts of inmates with                             ,



            TAYABJI, Rehabilitation Under the Rehabilitation Act: The Case for

 Medication-Assisted Treatment in Federal Correctional Facilities, 101 B.U.L. Rev

 Online 79 (2021) attached as Exhibit U at p. SE0411. A comprehensive 2021 study

 published in the Boston University Law Review documented the BOP’s systemic

 failure to provide medication-assisted treatment (“MAT”) for OUD, finding that

 “incarcerated individuals are often denied access to such medication” despite the

 Rehabilitation Act's prohibition on disability discrimination. TAYABJI, Rehabilitation

 Under the Rehabilitation Act, at p. SE0411-0412.


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        For Carmine this means that not only will he not receive proper follow-up and

 recovery treatment to ensure him being a donor does not follow with adverse medical

 effects;

                                                      The study concluded that “the

 failure to provide MAT in correctional facilities . . . increases an incarcerated

 individual's likelihood of

                                                                             ”. Id. at

 SE0424).

        While Mr. Agnello's                                                       the

 underlying systemic problem is identical: the BOP routinely denies inmates access

 to medications that are medically necessary and legally prescribed, substituting its

 own judgment for that of qualified treating physicians.




 (See PSR at p. 16, ¶ 41).




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       This deprivation of                                   directly contravenes §

 3553(a)(2)(D), which mandates that the Court “provide the defendant with needed...

 medical care . . . in the most effective manner.” A sentence of home confinement

 would enable Mr. Agnello to




          B. LIVING KIDNEY DONATION WILL RENDER MR. AGNELLO
             MEDICALLY VULNERABLE AND IN NEED OF SPECIALIZED POST-
             SURGICAL CARE THAT THE BOP CANNOT PROVIDE

       Upon donating his kidney to his mother, Mr. Agnello will transition from a

 medically healthy individual to a post-nephrectomy patient with a

       —a status that former USSG §5H1.4 recognized as an "extraordinary physical

 impairment" warranting sentencing consideration. Although the United States

 Sentencing Commission deleted Policy Statement §5H1.4




       Prior to its deletion, §5H1.4 provided that “[p]hysical condition or appearance

 . . . is not ordinarily relevant in determining whether a sentence should be outside


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 the applicable guideline range.” However, an extraordinary physical impairment

 may be a reason to impose a sentence below the applicable guideline range; for

 example, in the case of a seriously infirm defendant, home detention may be as

 efficient as, and less costly than, imprisonment. Courts interpreting §5H1.4

 established a two-step analysis: first, the district court must make a factual finding

 as to whether the defendant's physical condition constitutes an “extraordinary

 physical impairment”; second, if such an impairment exists, the court must exercise

 its discretion to determine whether a downward departure is warranted through a

 shorter term of imprisonment or an alternative to confinement.

       In Martinez-Guerrero, the Ninth Circuit held that the inquiry into whether a

 physical impairment is "extraordinary" must consider multiple factors, not merely

 the Bureau of Prisons' ability to accommodate the impairment. United States v.

 Martinez-Guerrero, 987 F.2d 618 (9th Cir. 1993). The court emphasized that “[a]

 district court may consider any number of circumstances in making its finding on

 the question of extraordinary physical impairment under section 5H1.4,” including

 the defendant's "potential for victimization" and "extreme vulnerability" due to the

 impairment. Id. The Eighth Circuit in United States v. Long, 977 F.2d 1264 (8th Cir.

 1992), affirmed a downward departure on the grounds that “an extraordinary

 physical impairment that results in extreme vulnerability is a legitimate basis for

 departure”.


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       Similarly, the Second Circuit in Lara, upheld a downward departure based on

 the defendant's “particular vulnerability [to victimization in prison] due to his

 immature appearance, sexual orientation, and fragility”. United States v. Lara, 905

 F.2d 599, 603 (2d Cir. 1990).

       Mr. Agnello's




                                              In the immediate post-operative period

 (0-90 days), donors face a mortality risk of approximately 3.1 per 10,000.00

 donations, with the highest risk occurring in the first week due to surgical

 hemorrhage, infection, and cardiopulmonary complications. SEGEV, MD, ET AL.,

 Perioperative Mortality and Long-term Survival Following Live Kidney Donation,

 JAMA, attached as Exhibit G at p. SE0120 (analyzing 80,347 donors and finding

 3.1 deaths per 10,000 in first 90 days); See also MUZAALE M.D., ET AL., Risk of End-

 Stage Renal Disease Following Live Kidney Donation, JAMA, (Feb. 12, 2014)

 attached as Exhibit F at SE0097.

       Beyond perioperative mortality,



                                            , and timely surgical consultation if


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 complications arise. KDIGO, Clinical Practice Guideline on the Evaluation and

 Care of Living Kidney Donors (2017), attached as Exhibit L at p. SE0305

 (mandating monitoring for surgical complications).

       The provision of this level of care is entirely beyond the BOP’s institutional

 capacity. As discussed in Point I, supra, the BOP's medical facilities are plagued by

 systemic failures. A 2024 Office of the Inspector General (OIG) report on the Federal

 Medical Center (FMC) Devens—one of the BOP's flagship medical facilities—

 documented “potentially dangerous medication distribution, lack of preventive

 healthcare screening, and inconsistent processes for requesting and accessing care”.

 (DEPARTMENT OF JUSTICE OFFICE OF THE INSPECTOR GENERAL, Inspection of the

 Federal Bureau of Prisons' Federal Medical Center Devens (2024) attached as

 Exhibit D at p. SE0015-0016).

       The report further noted “fragmented and delayed follow-up inmate care” and

 systemic failures in credential verification and oversight. (Id. at p. SE00168-0017).

 Additionally, a 2025 investigative report by The Marshall Project exposed

 catastrophic failures in the dialysis program at FMC Carswell, the nation’s only

 federal prison for women offering in-patient dialysis, where patients described

 “missed treatments, poor education for patients, dialysis machines that break down

 mid-treatment or that lacked enough clean water,” and multiple preventable deaths.




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 KIM, Women Are Sent to This Federal Prison for Dialysis. They Say It’s Killing

 Them, THE MARSHALL PROJECT (Dec. 16, 2025) attached as Exhibit Q at p. SE0360.

       Academic literature confirms that incarcerated individuals face “limited

 access to adequate healthcare” and that the prison environment amplifies the risks

 associated with kidney donation. (AHALT ET AL., The State of Kidney Care in U.S.

 Prisons, American Journal of Kidney Diseases (2020). A 2020 study published in

 the American Journal of Kidney Diseases found that, overall, in the prison setting

 there is not even a plan or method in place to prevent inadequate medical screening

 and treatment from continuing or getting worse. This seems to be the unspoken truth

 despite those in the profession and at in charge of the prison having a “legal

 obligation to provide a community standard of care” to those housed at the facility.

       Additionally concerning, is the scant data, transparency, and external

 oversight of the prison’s management of kidney disease, or other diseases which

 requiring consistent care. There is no accuracy in the data regarding a donors medical

 condition while they are in prison, and this is a Prisons such as FMC Devens and

 Carswell – which are supposed to be set up as a “hospital-like” facility. KIM, THE

 MARSHALL PROJECT attached as Exhibit Q at p. SE0362; See also Exhibit D.

 Simply put, the actual details of the lack of medical treatment provided to those in

 need of continuing care – without even touching what needed as a kidney donor,




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 such as a strict diet, water intake, blood work to minatory level –creates significant

 barriers to ensuring continuity of care.

         For a post-nephrectomy patient like Mr. Agnello, who will require meticulous

 wound care, pain management, monitoring of renal function, and prompt

 intervention in the event of complications, the BOPs inadequate medical

 infrastructure poses an unacceptable risk that directly contravenes § 3553(a)(2)(D)'s

 mandate to provide medical care “in the most effective manner.”

      C.    THE UNITED STATES SENTENCING COMMISSION HAS RECOGNIZED
            THAT THE BOP'S INABILITY TO PROVIDE ADEQUATE MEDICAL CARE
            CONSTITUTES AN EXTRAORDINARY AND COMPELLING REASON FOR
            SENTENCE REDUCTION UNDER USSG §1B1.13

         In November 2023, the United States Sentencing Commission amended the

 policy statement governing compassionate release under 18 U.S.C. § 3582(c)(1)(A)

 to explicitly recognize that it constitutes an "extraordinary and compelling reason"

 warranting sentence reduction when "the Bureau of Prisons is unable to provide

 adequate care for the defendant's medical condition". This amendment, codified at

 USSG §1B1.13(b)(1)(C), provides that extraordinary and compelling reasons exist

 when:

               The defendant is—(i) suffering from a medical condition
               that requires long-term or specialized medical care that is
               not being provided; and (ii) as a result, the defendant is at
               risk of serious deterioration in health or death.




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       While §1B1.13 addresses post-sentencing compassionate release rather than

 initial sentencing, the Commission's recognition that the BOP routinely fails to

 provide adequate medical care is directly relevant to the Court's initial sentencing

 determination under § 3553(a)(2)(D). The Commission's findings are based on

 "extensive empirical data and judicial experience" demonstrating that the BOP

 routinely fails to meet its constitutional obligation under Estelle v. Gamble, 429 U.S.

 97 (1976), to provide inmates with adequate medical care. Courts have applied

 §1B1.13(b)(1)(C) to grant compassionate release in cases involving serious medical

 conditions that the BOP cannot adequately manage, including cancer patients who

 received "abysmal" care from the BOP and individuals whose serious medical

 conditions deteriorated due to the BOP's failure to provide timely surgery.

       The Commission's explicit recognition in §1B1.13(b)(1)(C) that inadequate

 BOP medical care constitutes an "extraordinary and compelling" circumstance

 supports the Court's authority to impose a non-custodial sentence under §

 3553(a)(2)(D) in circumstances where the defendant will require specialized medical

 care that the BOP cannot provide. Mr. Agnello will require long-term monitoring

 and specialized care following his kidney donation—care that §1B1.13(b)(1)(C)

 recognizes the BOP is "unable to provide." Sentencing him to incarceration would

 guarantee that he will experience the "serious deterioration in health or death" that

 §1B1.13(b)(1)(C) identifies as an extraordinary and compelling reason for release.


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 It makes no sense as a matter of policy or justice to sentence Mr. Agnello to

 imprisonment knowing that the inadequacy of BOP medical care will necessitate a

 compassionate release motion within months of his arrival at a BOP facility. A non-

 custodial sentence of home confinement that enables him to receive community-

 standard post-surgical care from his transplant team at NYU Langone Health is the

 most effective means of complying with § 3553(a)(2)(D)'s mandate.

                      POINT THREE:
      THE COURT SHOULD IMPOSE A NON-CUSTODIAL
      SENTENCE BECAUSE THE LOSS-DRIVEN FRAUD GUIDELINE
      PRODUCES AN ABSURD AND DISPROPORTIONATE RESULT
      THAT JUDGES ACROSS THE EASTERN DISTRICT, SOUTHERN
      DISTRICT, AND SECOND CIRCUIT HAVE UNIFORMLY
      CONDEMNED

       The Court should grant a significant downward variance under 18 U.S.C. §

 3553(a) because Mr. Agnello's advisory Guidelines range of 33 to 41 months. (See

 PSR, Part D. Sentencing Options, at p. 13, ¶ 59). Such range is driven almost entirely

 by a loss enhancement that bears no relationship to his culpability, the harm he

 caused, or any legitimate penological purpose. See United States v. Cavera, 550 F.3d

 180, 190 (2d Cir. 2008) (en banc) (holding that district courts must consider whether

 Guidelines ranges "fail[] properly to reflect § 3553(a) considerations" and that "a

 district court may vary from the Guidelines range based solely on policy

 considerations, including disagreements with the Guidelines").




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       Judges throughout the Eastern District of New York, the Southern District of

 New York, and the Second Circuit have spent nearly two decades denouncing the

 fraud guideline's obsessive focus on dollar amounts as "patently absurd," "irrational,

 silly and ridiculous," "fundamentally flawed," and "a black stain on common sense."

       The guideline that governs Mr. Agnello's sentence—USSG §2B1.1—was

 never rooted in empirical data, has been repeatedly amended to increase severity

 without justification, and routinely produces sentences so divorced from reality that

 judges reject it in the overwhelming majority of cases. In Mr. Agnello's case, where

 fourteen of his twenty offense levels (See PSR at ¶ 11-12) derive solely from a loss

 calculation that ignores every meaningful indicator of blameworthiness, the Court

 should follow the unanimous guidance of this Circuit's jurists and impose a non-

 custodial sentence that reflects the actual seriousness of his conduct.

       A. THE FRAUD GUIDELINE'S LOSS ENHANCEMENT IS NOT BASED ON
          EMPIRICAL DATA AND HAS BEEN UNIVERSALLY CRITICIZED AS
          PRODUCING IRRATIONAL RESULTS

       The United States Sentencing Commission's fraud guideline stands as a

 singular aberration in the federal sentencing scheme: it is the only major guideline

 that the Commission deliberately untethered from empirical data reflecting actual

 judicial sentencing practices. When the Commission drafted the original Guidelines

 in 1987, it reviewed presentence reports from 10,000 cases and committed to an



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 "empirical approach that used as a starting point data estimating pre-guidelines

 sentencing practice." USSG Ch. 1, Pt. A.

       The fraud guideline, however, was an exception. As Justice Stephen Breyer—

 himself a member of the original Sentencing Commission—later acknowledged, the

 Commission abandoned "the touchstone of prior past practice" when constructing

 the fraud guideline. The Commission excluded fifty percent of the fraud sentencing

 data at the outset by deleting all cases in which judges had imposed probation, and

 then recommended sentences more severe than the mean of the remaining custodial

 sentences. BARRY BOSS & KARA KAPP, How the Economic Loss Guideline Lost its

 Way, and How to Save It, 18 Ohio St. J. Crim. L. 605, 609 (2021) attached as Exhibit

 T at p. SE0390.

       This original deviation from empirical reality—troubling though it was—

 pales in comparison to the amendments that followed. In 1989, a mere two years

 after the Guidelines took effect, Amendment 154 increased offense levels for high-

 dollar frauds. In 2001, Amendment 617 fundamentally restructured the loss table by

 switching from one-level increases per tier to two-level increases per tier, effectively

 doubling the punitive impact of the loss enhancement.

       A fraud that once warranted an 11-level increase suddenly called for an 18-

 level increase; today, after the 2015 inflation adjustment, the loss table spans thirty

 levels and can drive an offense level from a base of 6 or 7 to a staggering 36—fully


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 84 percent of the way through the entire sentencing table. At no point did the

 Commission justify these increases with data showing that fraud offenders were

 more dangerous, more culpable, or less deterred than the Commission had initially

 believed. The fraud guideline simply "balloon[ed]" in severity, untethered to any

 empirical foundation. Id. at 610.

        The result is a guideline that treats economic crimes with a severity reserved

 for the most violent offenses. A defendant convicted of fraud involving $25 million

 in loss, even with full acceptance of responsibility, reaches offense level 30—the

 same level assigned to a defendant who conspires to commit murder, a defendant

 who traffics one kilogram of fentanyl while armed, or a defendant who kidnaps a

 victim and holds them for more than seven days. A first-time offender convicted of

 fraud faces the same Guidelines range as a repeat violent offender or a career drug

 trafficker.

        This inversion of culpability—where white-collar defendants with no criminal

 history and no violence receive sentences indistinguishable from armed criminals

 and murderers—is not the product of reasoned policymaking. It is the product of

 what Judge Jed Rakoff of the Southern District of New York has called the

 Guidelines' "fetish with abstract arithmetic." United States v. Adelson, 441 F. Supp.

 2d 506, 509 (S.D.N.Y. 2006).




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       Judges across this Circuit have responded with unanimous condemnation. In

 Adelson, Judge Rakoff rejected a Guidelines calculation that effectively called for

 life imprisonment in a securities fraud case and imposed 42 months instead,

 describing "the utter travesty of justice that sometimes results from the guidelines'

 fetish with abstract arithmetic, as well as the harm that guideline calculations can

 visit on human beings if not cabined by common sense." Id. He concluded that the

 fraud guideline's "calculations lead to a result so patently unreasonable as to require

 the Court to place greater emphasis on other sentencing factors." Id. at 512. Six years

 later, in sentencing Rajat Gupta for insider trading, Judge Rakoff elaborated: the

 fraud guidelines "have so run amok that they are patently absurd on their face in

 white collar cases," producing "a sentencing disparity of the most unreasonable

 kind." United States v. Gupta, 904 F. Supp. 2d 349, 354-55 (S.D.N.Y. 2012).

       In June 2017, Stefan Lumiere, a former analyst and portfolio manager,

 received an 18-month prison sentence—a cut of more than six years from the non-

 binding eight-year Federal Sentencing Guidelines recommendation. A jury

 convicted Lumiere of securities fraud, wire fraud, and conspiracy in January for

 defrauding investors by over-valuing an investment fund focused on the health-care

 sector. At sentencing, U.S. District Judge Jed Rakoff called the recommended

 sentence of eight years “ridiculous, absurd, [and] barbaric.” He added, “these




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 guideline sentences would be much more typical to a brutal regime than a proud,

 American legal system” in stating:

              Let me begin on one sort of side note, but I can't help but
              noting that this case once again demonstrates the absurdity
              of the sentencing guidelines. The sentence is driven
              largely by the gain amount, but there are other adjustments
              of a more technical nature. And under the adjustments that
              the government originally argued for and I think are so
              supported by the evidence, the guideline sentence would
              have been eight years or more, which is just ridiculous,
              absurd, barbaric in some respects in connection with
              someone like Mr. Lumiere.

 See United States v. Lumiere, Case: 1:16-cr-00483 (JRS) (SDNY June 14, 2017)
 attached as Exhibit H at p. SE0155, ¶ 24 – SE0156, ¶ 7.

       In 2021, confronting a cannabis-payment fraud prosecution where the

 government argued for a loss figure exceeding $150 million, Judge Rakoff found

 that there was in fact "no loss whatsoever" and declared at sentencing, “It appears to

 me that there's never been a case where the guidelines were more irrational, silly and

 ridiculous than in this case.” United States v. Akhavan, No. 20-cr-188 (JSR)

 (S.D.N.Y. June 18, 2021); see also LLOYD LIU & HILARY LOCICERO, Cannabis

 Fraud Decision Shows Need For Sentencing Reform, Law360 (Oct. 4, 2021)

 attached as Exhibit I at p. SE0166.

       The Eastern District has been equally emphatic. In United States v. Parris,

 573 F. Supp. 2d 744 (E.D.N.Y. 2008), Senior Judge Frederic Block confronted a

 securities fraud case in which the Guidelines called for a sentence of 360 months to


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 life. He imposed 60 months instead, condemning the Guidelines as "patently absurd"

 and "draconian" and holding that fraud sentences driven by mechanical loss

 calculations are "a black stain on common sense." Id. at 745, 754.

       Judge Block criticized the "piling on" of adjustments that characterize §2B1.1,

 observing that the guideline's "one-shoe-fits-all approach" fails to distinguish

 between frauds affecting 500 victims and frauds affecting hundreds of thousands of

 victims, between defendants who play minor roles and those who orchestrate

 massive schemes. Id.

        In 2018, Judge Nicholas Garaufis of this Court issued a lengthy written

 opinion in United States v. Johnson, excoriating the loss enhancement as producing

 sentences that “do not result from any reasoned determination of how the

 punishment can best fit the crime, nor any approximation of the moral seriousness

 of the crime.” United States v. Johnson, No. 16-cr-457-1 (NGG), 2018 U.S. Dist.

 LEXIS 71257, 2018 WL 1997975 (E.D.N.Y. Apr. 27, 2018) at p. 8 of 13. Judge

 Garaufis noted that the loss enhancement in that case was responsible for a threefold

 increase in the defendant’s offense level and declared: "Given the feeble

 underpinnings of the loss enhancement, it is particularly galling that this factor is

 often more or less solely responsible for a white-collar offender's Guidelines

 sentence.” Id. Judge Garaufis ended strong in stating many in the “legal community

 have urged the Sentencing Commission to right this grievous wrong” and in this


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 decision Garaufis added his name to the list “of judges, practitioners, scholars, and

 other commentators.” Id.

       The Second Circuit has provided appellate endorsement for these district court

 criticisms. In Corsey, Judge Guido Calabresi wrote in concurrence that the loss-

 driven fraud guideline is "fundamentally flawed" and that rigid adherence to the loss

 table produces "irrational" and "obviously unreasonable" sentences. United States v.

 Corsey, 723 F.3d 366 (2d Cir. 2013). Judge Stefan Underhill, sitting by designation,

 added his own concurrence calling the loss guideline "fundamentally flawed,

 especially as loss amounts climb," and holding that "district judges can and should

 exercise their discretion when deciding whether or not to follow the sentencing

 advice that guideline provides." Id. at 379-80.

       In Algahaim, the Court recognized that "a major reason why the Guidelines

 ranges are so high is the loss enhancement" and explicitly authorized district courts

 to "consider whether the significant effect of the loss enhancement overstates the

 seriousness of the offense" when imposing sentence. United States v. Algahaim, 842

 F.3d 796, 800-01 (2d Cir. 2016). The Second Circuit's holding in Algahaim is

 particularly instructive: "Where the Commission has assigned a rather low base

 offense level to a crime and then increased it significantly by a loss enhancement,

 that combination of circumstances entitles a sentencing judge to consider a non-

 Guidelines sentence." Id. at 800.


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       Mr. Agnello's case fits Algahaim precisely. His base offense level is 7 (PSR ¶

 11). The loss enhancement adds 14 levels (PSR ¶ 12) – a 200 percent increase that

 accounts for fully 70 percent of his total offense level before acceptance of

 responsibility. The disaster-relief enhancement adds two more levels (PSR ¶13).

 These enhancements bear no relationship to Mr. Agnello's actual conduct, his intent,

 the sophistication of his scheme, or any other indicator of culpability. They reflect

 only the mechanical application of a table that the Second Circuit, the Southern

 District, and this Court have uniformly condemned as producing absurd results.

       B. THE LOSS ENHANCEMENT FAILS TO MEASURE CULPABILITY AND
          PRODUCES SENTENCING DISPARITIES THAT CONGRESS AND THE
          COMMISSION SOUGHT TO AVOID

       Section 2B1.1's reliance on loss as the predominant sentencing factor rests on

 the assumption that larger losses correlate with greater culpability. The assumption

 is false. As scholars Barry Boss and Kara Kapp have demonstrated, "the loss

 calculation fails to account for the extent to which the offender personally profited

 from the offense," and "each offender is responsible for the total reasonably

 foreseeable loss attributable to all co-defendants, regardless of how much each

 offender personally profited from that amount." BARRY BOSS & KARA KAPP, How

 the Economic Loss Guideline Lost its Way, and How to Save It, 18 Ohio St. J. Crim.

 L. 605 (2021) attached as Exhibit T at p. SE0398.



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       A defendant who conspires to steal $10 million but personally receives

 $50,000 faces the same loss enhancement as a defendant who personally pockets the

 entire $10 million. A defendant who devises an implausible scheme that causes zero

 actual harm but technically "intended" a large loss faces the same enhancement as a

 defendant who inflicts catastrophic losses on thousands of victims. Loss, in other

 words, is "often a poor indicator of culpability" because it "is a kind of accident"

 bearing little relationship to the defendant's mens rea, role in the offense, or moral

 blameworthiness.

       The disconnect between loss and culpability is particularly stark in COVID-

 19 EIDL fraud cases. Congress created the EIDL program as an emergency response

 to the pandemic, authorizing the Small Business Administration to disburse loans

 rapidly with minimal vetting to prevent economic collapse. (See PSR at ¶ 4). The

 SBA abandoned normal underwriting standards, accepted self-certified financial

 information, and processed applications within days rather than weeks or months.

 The resulting "pay and chase environment," as the SBA Office of Inspector General

 later described it, virtually invited fraud.

        Defendants like Mr. Agnello—who had no prior criminal history (PSR ¶ 22-

 26), operated a legitimate business (PSR ¶ 47-51), and succumbed to the temptation

 of easily accessible funds during a national crisis—bear little resemblance to

 sophisticated con artists who devise elaborate Ponzi schemes or corporate executives


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 who loot their companies over years. Yet the Guidelines treat them identically,

 assigning offense levels based solely on the dollar amount of the loss without regard

 to the context in which the fraud occurred, the defendant's state of mind, the duration

 of the criminal conduct, or the presence of aggravating factors such as targeting

 vulnerable victims.

       Mr. Agnello's case illustrates the absurdity. The Presentence Investigation

 Report documents that:

              Between April 4, 2020, and November 5, 2021, the
              defendant defrauded the SBA and several financial
              institutions administering the EIDL program of federal
              COVID-19 relief funds meant for distressed small
              businesses. The defendant did this by submitting at least
              three online loan applications for EIDL funds on behalf of
              Crown [Auto Parts Recycling, LLC]. The loan
              applications and certain supporting documentation
              contained materially false and fraudulent information,
              including the number of Crown's employees, the intended
              use of the loan proceeds, and that the defendant did not
              have a criminal record (he did, as detailed below in the
              Criminal History section of this report). (PSR ¶5).

       Its further alleged that he obtained $1.1 million in EIDL loans over an 18-

 month period. (Id.). He used $420,000 of the proceeds to invest in cryptocurrency -

 a use of funds that, while unauthorized, was not theft for personal enrichment but

 rather a form of gambling driven by an addiction to cryptocurrency trading that he

 has since treated. (PSR at ¶ 42). The PSR notes that "the defendant began to invest

 in cryptocurrency in 2021, and quickly became addicted to it. The addiction was akin


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 to a gambling addiction, with the defendant seeing such investment to 'get rich

 quick.' Through these investments, some of which were questionable, he was

 scammed of hundreds of thousands of dollars, and his commission of the instant

 offense was done in part to offset the losses." (See PSR at ¶ 42).

       The Government confirmed that "the defendant had repaid some of the EIDL

 loans, approximately $200,000, prior to detection of the scheme" (PSR ¶5), reducing

 the net loss to $943,300 (id.). He has no history of violence (PSR ¶¶22-29), poses

 no danger to the community, and has established a new legitimate business

 employing three people and generating $250,000 in annual revenue (PSR ¶47). He

 is a first-time offender with a criminal history category of I (PSR ¶26) whose

 Guidelines range is driven almost entirely by the size of the loss—a loss that the

 SBA has been made whole through restitution (PSR ¶68) and that resulted not from

 a calculated scheme to enrich himself but from a series of poor decisions during the

 chaos of the pandemic.

       The Guidelines assign Mr. Agnello offense level 23 before acceptance of

 responsibility (PSR ¶17), placing him in the same category as defendants convicted

 of armed robbery, aggravated assault, and drug trafficking conspiracies involving

 kilogram quantities of narcotics. This result is not merely disproportionate; it is

 irrational. As Judge Garaufis observed in Johnson, the Guidelines "do not ask the

 court to consider the duration of the criminal activity, [the defendant's] mens rea, the


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 character of the loss, or any other factors that might allow the court to impose a

 sentence based on [the defendant's] worth. No, the threefold increase in [the

 defendant's] offense level does not come as a result of any of these significantly more

 important considerations." United States v. Johnson, No. 16-cr-457-1 (NGG), 2018

 U.S. Dist. LEXIS 71257, 2018 WL 1997975 (E.D.N.Y. Apr. 27, 2018) at p. 7 of 13.

 The loss enhancement treats all fraud as fungible, ignoring the reality that fraud

 offenses vary dramatically in sophistication, intent, harm, and moral culpability.

       The Commission's own data confirms that judges nationwide reject the fraud

 guideline in the majority of cases. From 2015 through 2019, more than fifty percent

 of defendants sentenced under §2B1.1 received below-Guidelines sentences, with

 the mean sentence representing a fifty percent decrease from the low end of the

 Guidelines range and the median sentence representing a 45 to 50 percent decrease.

 BARRY BOSS & KARA KAPP, How the Economic Loss Guideline Lost its Way, and

 How to Save It, 18 Ohio St. J. Crim. L. 605 (2021) attached as Exhibit T at p.

 SE0402-0403.

       These variances are substantially greater than those observed in other

 categories of offenses, where sentences average 35 to 37 percent below the

 Guidelines. The inescapable conclusion is that §2B1.1 "has never reflected the actual

 sentencing practices for non-violent, economic offenses" and "has steadily drifted




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 further and further away from the actual sentencing data, until today recommending

 a sentence more in line with violent crimes and repeat offenders." Id. at SE0402.

       This widespread judicial rejection of the fraud guideline creates the very

 sentencing disparities that Congress sought to eliminate through the Sentencing

 Reform Act of 1984. Defendants who commit similar frauds receive vastly different

 sentences depending on whether their judge mechanically applies the Guidelines or

 exercises independent judgment under § 3553(a). As Judge Underhill observed in

 Corsey, "sentences in high-loss cases will remain wildly divergent as some district

 judges apply the loss guideline unquestioningly while others essentially ignore it."

 U.S. v Corsey, 723 F.3d at 377-78. Section 3553(a)(6) directs courts to impose

 sentences that "avoid unwarranted sentence disparities among defendants with

 similar records who have been found guilty of similar conduct."

       Where the Guidelines themselves produce unwarranted disparities—by

 assigning identical sentences to defendants whose conduct and culpability differ

 dramatically—the Court not only may but must vary to ensure that the sentence

 imposed reflects the defendant's individual circumstances.

       C. APPLICATION OF THE SECTION 3553(A) FACTORS COMPELS A NON-
          CUSTODIAL SENTENCE

       Where, as here, the Guidelines produce a patently unreasonable result, the

 Court must perform an "individualized application of the statutory sentencing

 factors" enumerated in 18 U.S.C. § 3553(a). United States v. Dorvee, 616 F.3d 174,

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 184 (2d Cir. 2010). As the Zukerman Court highlighted “the historic role of

 sentencing judges . . . [is] the judge's own sense of what is a fair and just sentence

 under all the circumstances.” United States v. Zukerman, 897 F.3d 423, 428 (2d Cir.

 2018) (quoting United States v. Jones, 460 F.3d 191, 195 (2d Cir. 2006)).

       Additionally, “a district court's decision to vary from the Guidelines 'may

 attract the greatest respect when the sentencing judge finds a particular case outside

 the heartland to which the Commission intends individual Guidelines to apply.” Id.

 (quoting Kimbrough v. United States, 552 U.S. 85, 109, 128 S. Ct. 558, 169 L. Ed.

 2d 481 (2007)).

        The 2025 Amendment underscores the importance of considering the

 defendant's unique role in extraordinary situations, such as

                     While the removal of departures may limit reliance on certain

 guideline provisions, courts can still impose a sentence outside the guideline range

 as a variance, considering the defendant's critical role in the family member’s

 medical care. In light of this, each of the § 3553(a) factors supports a non-custodial

 sentence in Mr. Agnello's case.

              i.    The Nature and Circumstances of the Offense (§ 3553(a)(1))

       Mr. Agnello's offense was serious but falls at the lower end of the fraud

 spectrum. He did not target vulnerable victims, cause irreparable harm, or devise a

 sophisticated scheme. He submitted false loan applications to a government program


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 that was deliberately designed for rapid processing with minimal oversight. (PSR at

 ¶ 3-4). He used a substantial portion of the proceeds not for personal luxuries but for

 cryptocurrency investments—a reckless use of funds, to be sure, but one driven by

 a gambling addiction rather than calculated greed. (PSR ¶ 42).

         The Government confirmed that he "repaid some of the EIDL loans,

 approximately $200,000, prior to detection of the scheme," and "the money paid

 prior to detection of the scheme is credited against the total loss". (PSR at ¶5). The

 SBA has been made whole through restitution. (PSR at ¶68). Contrast this with the

 frauds at issue in cases like Parris (pump-and-dump securities scheme targeting

 retail investors), Adelson (securities fraud threatening life imprisonment), Gupta

 (insider trading by a corporate director), or Johnson (multimillion-dollar foreign

 exchange manipulation). Those defendants orchestrated elaborate schemes over

 extended periods, occupied positions of trust, and caused harm to identifiable

 victims who could not be made whole. Mr. Agnello did none of these things.

          ii.   The History and Characteristics of the Defendant (§ 3553(a)(1)):

         The Presentence Investigation Report documents that Mr. Agnello is 39 years

 old (PSR at ¶ 2), has no prior felony convictions (PSR at ¶ 22-26), and has

 demonstrated his capacity for rehabilitation. He owns and operates a legitimate

 business that employs three people and generates $250,000 in annual revenue. (PSR

 ¶47).


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       The PSR states: "The defendant owns and operates this business, which is an

 online seller of automobile parts. He has three employees who are aware he is in

 legal trouble but not the full nature of the instant offense. The business has a gross

 income of $250,000 per year, on which the defendant personally earns $150,000 per

 year" (Id.). He has maintained stable employment throughout his adult life, working

 in the scrap metal and auto parts industries (PSR at ¶ 47-51).




       The PSR explains:




 (PSR at ¶ 41).



                                                             .



         Through these investments, some of which were questionable, he was

 scammed of hundreds of thousands of dollars, and his commission of the instant


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 offense was done in part to offset the losses.

                                                                  ." (PSR ¶42).



                                                                . He has since ceased all

 cryptocurrency activity and

                               Otherwise, he has strong family ties and is the only

                                                    ,

         He has accepted responsibility for his conduct—receiving a three-level

 reduction for acceptance of responsibility (PSR ¶¶18-19)—and expressed genuine

 remorse. These characteristics distinguish him sharply from the career criminals and

 recidivists with whom the Guidelines would equate him.

         iii. The Need for the Sentence to Reflect the Seriousness of the Offense,
              Promote Respect for the Law, and Provide Just Punishment (§
              3553(a)(2)(A))

       A sentence of home confinement for a period equivalent to or longer than the

 low end of the Guidelines range, coupled with stringent conditions of supervised

 release including electronic monitoring, substantial community service, and full

 restitution, adequately reflects the seriousness of Mr. Agnello's conduct.

       Just punishment is not synonymous with incarceration; it requires a sanction

 proportionate to the defendant's culpability. Public respect for the law is better served

 by a sentence that demonstrates the judiciary's commitment to individualized justice


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 and proportionality than by a mechanical sentence that treats a first-time offender

 convicted of an opportunistic fraud identically to violent criminals. As Judge Block

 observed in Parris, imposing a Guidelines sentence where the loss enhancement

 produces a "draconian" result would undermine, not promote, respect for the law.

           iv.   The Need to Afford Adequate Deterrence (§ 3553(a)(2)(B))

        Both general and specific deterrence are adequately served by a non-custodial

 sentence. Specific deterrence—preventing Mr. Agnello from committing future

 crimes—is accomplished through the conviction itself, the conditions of supervised

 release, the obligation to pay $943,300 in restitution (PSR at ¶ 68), and the collateral

 consequences of a felony conviction that will limit his employment prospects and

 professional opportunities for the rest of his life.



                                                                                   (PSR

 ¶42). He has established a legitimate business (PSR ¶47) and poses minimal risk of

 recidivism. General deterrence—sending a message to others who might

 contemplate similar conduct—is achieved through the certainty of detection and

 punishment, not through severity alone. The federal government has prosecuted

 thousands of COVID-19 fraud cases, sending an unmistakable message that

 pandemic relief fraud will be detected and punished. Adding months or years of

 incarceration to Mr. Agnello's sentence will not materially increase the deterrent


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 effect; it will simply impose gratuitous suffering on him and his family without

 advancing any legitimate penological purpose.

             v. The Need to Protect the Public (§ 3553(a)(2)(C))

        Mr. Agnello poses no danger to public safety. His offense was financial in

 nature, involved no violence or threats, and targeted no vulnerable individuals. He

 has no history of violent crime. (PSR ¶¶22-29). A sentence of home confinement

 with electronic monitoring and supervised release conditions adequately protects the

 public from any conceivable risk of future criminal conduct.

            vi.   The Need to Provide Effective Treatment (§ 3553(a)(2)(D))

       As discussed in Point II, supra, Mr. Agnello requires ongoing




                                                                   He will also require

 specialized post-surgical care following his kidney donation to his mother.

       A non-custodial sentence enables him to continue his                           ,



                                             Section 3553(a)(2)(D) mandates that the

 Court provide needed medical care "in the most effective manner." A sentence that

 forecloses access to necessary treatment plainly violates this directive.


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         vii. The Need to Avoid Unwarranted Sentence Disparities (§ 3553(a)(6))

       The fraud guideline itself creates unwarranted disparities by treating all frauds

 identically regardless of context, culpability, or harm. Nationwide data shows that

 the median defendant sentenced under §2B1.1 receives a sentence 45 to 50 percent

 below the Guidelines. Imposing a Guidelines sentence on Mr. Agnello would create

 a disparity between him and the majority of similarly situated defendants. Moreover,

 COVID-19 EIDL fraud cases have resulted in widely varying sentences, with many

 first-time offenders receiving probation or short terms of home confinement.

       A sentence that reflects Mr. Agnello's individual circumstances—his lack of

 criminal history (PSR at ¶ 26), his mental health issues (PSR at ¶ 41-42), his family

 responsibilities, his acceptance of responsibility (PSR at ¶ 18-19)—promotes

 uniformity by ensuring that defendants with similar backgrounds and conduct

 receive similar treatment.

                        POINT FOUR:
      THE SERIOUSNESS OF THE OFFENSE, RESPECT FOR THE
      LAW, AND JUST PUNISHMENT SUPPORT A NON-CUSTODIAL
      SENTENCE

       A non-custodial sentence consisting of home confinement for a period at or

 exceeding the low end of the Guidelines range, coupled with stringent conditions of

 supervised release, electronic monitoring, substantial community service, and full

 restitution, is both appropriate and sufficient to reflect the seriousness of the offense

 for which Mr. Agnello was convicted and to promote respect for the law and provide

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 just punishment. In fact, a sentence of lengthy incarceration may work to undercut

 respect for the law rather than promote it when such a sentence is divorced from the

 defendant's actual culpability and the circumstances of the offense.

        As the Supreme Court explained in Gall v. United States, 552 U.S. 38, 54

 (2007), "a sentence of imprisonment may work to promote not respect, but derision,

 of the law if the law is viewed as merely a means to dispense harsh punishment

 without taking into account the real conduct and circumstances involved in

 sentencing." When a sentencing court imposes a Guidelines sentence driven almost

 entirely by a mechanical loss calculation that ignores every meaningful indicator of

 culpability—as in Mr. Agnello's case, where 70 percent of his offense level derives

 from a 14-level loss enhancement applied to a base offense level of 7—the Court

 risks precisely the result that Justice Kennedy warned against: the public's perception

 of the law as an instrument of harsh, arbitrary punishment rather than reasoned

 justice.

        A. THE NATURE AND SERIOUSNESS OF MR. AGNELLO'S OFFENSE DOES
           NOT REQUIRE INCARCERATION

        Mr. Agnello's offense was serious and warrants substantial punishment. He

 submitted fraudulent loan applications to a federal disaster relief program during a

 national crisis, deceiving both the Small Business Administration and financial

 institutions administering the EIDL program. The offense violated the public trust


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 and diverted funds meant for distressed businesses during an unprecedented

 economic emergency. See PSR ¶5 (describing offense conduct between April 4,

 2020, and November 5, 2021). These facts establish that the offense is serious and

 demands meaningful consequences.

       However, the seriousness of an offense is not measured by loss amount alone.

 The Second Circuit has recognized in Algahaim, that loss “is only one relevant

 factor, and in some cases may be less probative of the seriousness of the offense than

 other factors such as the defendant's role, the defendant's mens rea, the sophistication

 of the scheme, and the presence of victim harm.” United States v. Algahaim, 842

 F.3d 796, 800 (2d Cir. 2016). Mr. Agnello's offense, while serious, falls at the lower

 end of the fraud spectrum when measured against these holistic factors.

       Mr. Agnello did not devise a sophisticated multi-year scheme. His offense

 occurred over an 18-month period in the context of a deliberately rapid, minimally-

 vetted federal relief program designed to disburse funds quickly to prevent economic

 collapse. See PSR at ¶3-4 (describing CARES Act EIDL program structure: "The

 SBA abandoned normal underwriting standards, accepted self-certified financial

 information, and processed applications within days rather than weeks or months.").

 The SBA Office of Inspector General characterized the resulting environment as a

 "pay and chase environment" that "virtually invited fraud." As documented in the

 PSR, the fraud "was detected through the normal vetting process, as the large sum


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 was suspicious in and of itself." PSR at ¶ 5. There was no elaborate concealment

 scheme; fraud was discovered through routine post-disbursement verification.

       Mr. Agnello did not occupy a position of trust or exploit a vulnerable victim.

 He did not pose as a financial advisor, accountant, or fiduciary and exploit personal

 relationships or professional trust. He did not target elderly or disabled individuals

 incapable of protecting themselves. The victim was a federal agency with vast

 resources and the capacity to recover losses—and it has been made whole through

 Mr. Agnello's agreement to pay $943,300 in restitution. See PSR at ¶ 68.

       Mr. Agnello's mens rea was not calculated greed. The PSR documents that

 "the defendant began to invest in cryptocurrency in 2021, and quickly became

 addicted to it. The addiction was akin to a gambling addiction, with the defendant

 seeing such investment to 'get rich quick.' Through these investments, some of which

 were questionable, he was scammed of hundreds of thousands of dollars, and his

 commission of the instant offense was done in part to offset the losses." PSR at ¶ 42.

 Mr. Agnello's motivation was not the calculated enrichment of a career fraudster but

 rather the desperate attempt of a gambling-addicted individual to recover losses

 during a period of personal crisis. This is not a case of premeditated theft; it is a case

 of opportunistic fraud driven by addiction during a national emergency.

       Mr. Agnello repaid a substantial portion of the funds before detection. The

 PSR confirms that "the Government informed that the defendant had repaid some of


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 the EIDL loans, approximately $200,000, prior to detection of the scheme." PSR at

 ¶ 5. This repayment—whether motivated by recognition of wrongdoing, changing

 circumstances, or other factors—demonstrates that Mr. Agnello did not intend to

 retain all the funds and constitute recognition that the conduct was improper. Under

 USSG §2B1.1, Application Note 3(D)(i), money repaid prior to detection is credited

 against total loss.

        Mr. Agnello is a first-time offender with no history of violence or prior federal

 crimes. The PSR documents a criminal history score of one, establishing a criminal

 history category of I. PSR at ¶ 22-26. His only prior convictions are minor violations:

 a 2009 disorderly conduct charge (possession of a gravity knife as a passenger in a

 vehicle) and a 2018 misdemeanor for operating an unregistered scrap business. Id.

 He has no history of violence, no history of targeting vulnerable individuals, and no

 pattern of criminal behavior.

        Contrast these facts with the securities and forex frauds committed by

 defendants in the cases cited throughout this memorandum. In Parris, Judge Block

 confronted a pump-and-dump scheme targeting retail investors—a systematic

 manipulation designed to enrich fraudsters at the expense of specific identifiable

 victims. In Adelson, the defendant orchestrated a sophisticated securities fraud

 threatening life imprisonment. In Gupta, an insider trader breached fiduciary duties

 by trading on confidential corporate information. In Johnson, a senior HSBC


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 executive manipulated foreign exchange rates affecting currency markets globally.

 These were schemes of genuine sophistication and culpability. Mr. Agnello's offense

 simply does not belong in that category.

       B. A NON-CUSTODIAL SENTENCE ADEQUATELY REFLECTS THE
          SERIOUSNESS OF THE OFFENSE

       A sentence of home confinement for a period at or exceeding the low end of

 the Guidelines range (33 months) would constitute substantial punishment reflecting

 the seriousness of Mr. Agnello's offense. Such a sentence would impose significant

 restrictions on liberty. Whereas, home confinement with electronic monitoring and

 supervised release for a multi-year term imposes severe restrictions on personal

 freedom. Mr. Agnello would be confined to his residence except for approved

 activities (work, medical appointments, legal proceedings, and supervised

 community service). Electronic monitoring would track his movements and provide

 real-time accountability. He would be subject to random searches and unannounced

 visits by probation officers. These restrictions represent a substantial deprivation of

 liberty short of incarceration.

       Impose financial consequences. Mr. Agnello has agreed to pay $943,300, now

 plus interest, in restitution to the SBA. PSR ¶ 68. The PSR documents that "based

 on the defendant's financial profile, taking the priority of mandatory restitution into

 account, he appears unable to pay a fine." PSR ¶ 57. Nonetheless, Mr. Agnello's

 obligation to make full restitution will constrain his finances and earning capacity
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 for years to come. Every dollar he earns will be directed first to compensating the

 victim. This financial punishment is both substantial and appropriately tailored to

 the nature of the offense—a fraud case where restitution to the victim is the most

 meaningful form of accountability.

       Additionally, sentencing can impose employment and professional

 limitations. A felony conviction for wire fraud carries substantial collateral

 consequences. Mr. Agnello will face limitations on employment opportunities,

 professional licensing, and business activities. His conviction will appear on

 background checks viewed by employers, business partners, lenders, and regulatory

 agencies. These consequences are severe and permanent—consequences that will

 constrain Mr. Agnello's opportunities and earnings for the remainder of his life.

       Require ongoing mental health treatment and monitoring. As a condition of

 supervised release, Mr. Agnello would be required to "undergo an evaluation, and

 if deemed necessary, participate in a mental health treatment program... approved

 by the U.S. Probation Office" and to "contribute to the costs of such treatment."

 PSR ¶74. This requirement ensures that Mr. Agnello receives the psychiatric care

 he requires while remaining under judicial supervision and subject to modification

 of his sentence if he fails to comply.

       Sentencing can also require substantial community service. A requirement for

 substantial community service—perhaps 500-1000 hours performed in a visible


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 capacity—would ensure that Mr. Agnello contributes meaningfully to his

 community and bears the burden of his wrongdoing in a way that benefits society.

       Collectively, these elements—home confinement, electronic monitoring,

 supervised release, restitution, collateral consequences, mental health treatment, and

 community service—constitute punishment that is both substantial and

 appropriately proportionate to Mr. Agnello's offense. As the Supreme Court noted

 in Gall, the question is not whether the sentence is harsh, but whether it is "sufficient,

 but not greater than necessary, to comply with the purposes set forth in § 3553(a)."

 A non-custodial sentence meets that standard.

       C. INCARCERATION WOULD UNDERMINE, NOT PROMOTE, RESPECT FOR
          THE LAW

       Justice Kennedy's warning in Gall is particularly acute in this case. When a

 sentencing court imposes a Guidelines sentence driven by a guideline that judges

 across three circuits have condemned as "patently absurd," "irrational, silly and

 ridiculous," and "a black stain on common sense," the court risks precisely the

 outcome the Supreme Court cautioned against: public perception of the law as

 arbitrary and harsh rather than reasoned and just.

       The fraud guideline has been rejected by judges nationwide: from 2015

 through 2019, more than fifty percent of defendants sentenced under §2B1.1

 received below-Guidelines sentences. By 2023, the mean downward variance for

 fraud offenders had increased to 58 percent—substantially greater than the 35-37
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 percent variance observed in other offense categories. This widespread rejection is

 not mere leniency; it reflects judicial consensus that the guideline produces results

 divorced from culpability and fairness.

       Public respect for the law depends on the perception that sentences are just,

 proportionate, and tailored to individual circumstances. When the public observes

 that a first-time offender with no criminal history, no violence, and a gambling

 addiction receives the same Guidelines sentence as a violent career offender or drug

 trafficker, the law appears not as an instrument of justice but as an instrument of

 mechanical, arbitrary punishment. This perception corrodes respect for the law and

 the legal system.

       Moreover, in Mr. Agnello's case, incarceration would impose irreversible

 harm on an innocent third party—his mother—by foreclosing the only viable path

 to preserving her life through kidney transplantation. No legitimate legal interest is

 served by a sentence that effectively sentences an innocent person to death. To the

 contrary, imposing such a sentence would undermine public confidence in a legal

 system perceived as prioritizing mechanical adherence to guidelines over human

 compassion and proportionality.

       D. DETERRENCE DOES NOT JUSTIFY INCARCERATION IN THIS CASE

       Both general and specific deterrence are fully achieved through a non

 custodial sentence in this case.


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             i.   Specific Deterrence

       Specific deterrence—preventing Mr. Agnello from committing future

 crimes—is accomplished through multiple mechanisms absent incarceration:

              a. The conviction itself and the admission of guilt in a federal
                 court;
              b. The supervisory apparatus: supervised release, probation
                 officer oversight, and electronic monitoring;
              c. The financial burden: $943,300 in restitution obligation will
                 constrain Mr. Agnello's finances and earning capacity;
              d. The collateral consequences: permanent employment
                 limitations, background check disclosures, professional
                 licensing restrictions; and
              e. The mandatory mental health treatment addressing the
                 gambling addiction that contributed to the offense.

       The PSR documents Mr. Agnello's existing commitment to rehabilitation: "the

 defendant began to invest in cryptocurrency in 2021, and quickly became addicted

 to it... As such, his instant arrest resulted in his quitting cryptocurrency investment

 and seeking treatment. The defendant occupies himself with work and hobbies to

 avoid temptation." PSR ¶42. Mr. Agnello "has established a new legitimate business

 employing three people." PSR ¶47. He has accepted responsibility and expressed

 genuine remorse. PSR ¶¶18-19.

       The likelihood that Mr. Agnello will reoffend is minimal. A first-time

 offender with stable employment, a legitimate business, family ties, and

 demonstrated commitment to addressing his underlying addiction presents minimal




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 risk of recidivism. The presence of electronic monitoring and probation supervision

 further reduces any conceivable risk.

            ii. General Deterrence

       General deterrence—sending a message to the public that certain crimes will

 be detected and punished—is achieved through the certainty of detection and

 punishment, not solely through sentence severity.

       The certainty of detection and punishment is high in COVID-19 EIDL fraud

 cases. The federal government has prosecuted thousands of pandemic relief fraud

 cases with high conviction rates. Public awareness of these prosecutions—through

 news coverage, social media, and word of mouth—sends a powerful message that

 pandemic relief fraud will be investigated, prosecuted, and punished. Mr. Agnello's

 public prosecution and conviction add to this message. The fact that the government

 obtained his guilty plea, the public nature of the sentencing proceeding, and the

 visibility of his case all contribute to general deterrence.

         Empirical research shows no relationship between sentence length and

 deterrence.   In a pre-Guideline study of specific deterrence, no difference in

 deterrence was found as a result of sentence severity, including between probation

 and imprisonment. See ANDREW VON HIRSCH, et al., Criminal Deterrence and

 Sentence Severity: An Analysis of Recent Research (1999) attached as Exhibit W

 (concluding “correlations between sentence severity and crime rates . . . were not


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 sufficient to achieve statistical significance,” and that “the studies reviewed do not

 provide a basis for inferring that increasing the severity of sentences generally is

 capable of enhancing deterrent effects.”).

       Another great theory on deterrence is on a “positive association between

 actual and perceived punishment levels” because “[t]here is generally no significant

 association between perceptions of punishment levels and actual levels . . . implying

 that increases in punishment levels do not routinely reduce crime through general

 deterrence mechanisms.” GARY KLECK ET AL., The Missing Link in General

 Deterrence Theory, 43 Criminology 623 (2005) attached as Exhibit X.

       The certainty of punishment is far more deterring than severity. A potential

 fraudster is more effectively deterred by knowledge that the crime will be detected

 and he will be prosecuted and convicted—regardless of sentence length—than by

 knowledge that if he commits the crime, he might receive a lengthy sentence. Under

 this empirical framework, Mr. Agnello's public conviction and the government's

 vigorous prosecution of thousands of similar cases sends a powerful deterrent

 message. The addition of years of incarceration adds minimal, if any, additional

 deterrent value.

       Over-emphasis on general deterrence as a justification for harsh punishment

 poses fundamental ethical problems. As the philosopher Immanuel Kant observed,

 punishment "can never be inflicted merely as a means to promote some other good


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 for the criminal himself or for civil society. It must always be inflicted upon him

 only because he has committed a crime." IMMANUEL KANT, The Metaphysics of

 Morals (1797). This principle—that individuals must not be treated merely as

 instruments to advance societal goals—applies with particular force in sentencing,

 where the temptation to impose harsh punishment on one defendant to deter others

 conflicts with fundamental principles of individual justice. It is ethically

 impermissible to punish Mr. Agnello with lengthy incarceration solely to deter

 unknown third parties from committing similar offenses, particularly when

 proportionality and the statutory sentencing factors do not independently justify that

 severity.

       Punishing Mr. Agnello with lengthy incarceration solely to deter unknown

 third parties from committing similar offenses treats Mr. Agnello merely as a means

 to an end—a human instrument to be sacrificed for the greater social good. This

 approach conflicts with fundamental principles of individual justice and human

 dignity. It is ethically impermissible to impose harsh punishment on one individual

 for the sake of deterring others, particularly when proportionality and the statutory

 sentencing factors do not independently justify that severity.

             E.   REHABILITATION AND FORWARD-LOOKING CONSIDERATIONS

       Mr. Agnello presents an extraordinary opportunity for successful

 rehabilitation and reintegration. At age 39, with his criminal history limited to minor


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 violations and having demonstrated commitment to establishing a legitimate

 business and addressing his underlying addiction, Mr. Agnello is precisely the type

 of defendant for whom a sentence focused on rehabilitation and reintegration serves

 the purposes of sentencing more effectively than lengthy incarceration.

       The PSR documents his genuine efforts at rehabilitation:

             a. He operates a legitimate business generating $250,000 in annual
                revenue and employing three people. PSR ¶ 47.
             b. He discontinued cryptocurrency trading immediately upon arrest.
                PSR ¶ 42.
             c. He engaged in mental health treatment with Dr. Zlatin Ivanov,
                whom he sees monthly and has found beneficial. PSR ¶ 41.
             d. He maintains close family relationships and has remarried,
                providing support to his family. PSR ¶ 32.
             e. He accepted responsibility through a guilty plea, receiving a three-
                level reduction. PSR ¶ 18-19.

       A sentence that allows Mr. Agnello to continue his employment, maintain his

 business, receive ongoing mental health treatment, and remain engaged with his

 family provides substantially greater potential for long-term rehabilitation and

 successful reintegration into society than does incarceration, which would destroy

 his business, sever his employment, and isolate him from his support network.




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                       POINT FIVE:
      MR. AGNELLO’S COMMITMENT TO OTHERS, AS SHOWN BY
      HIS MENTORSHIP OF KYRIE DAVIS AND THE TESTIMONY
      OF HIS MOTHER, WARRANTS MERCY UNDER 18 U.S.C. §
      3553(a)(1)

       Section 3553(a)(1) directs the Court to consider individualized assessment

 through the history and characteristics of the person to be sentenced. The record here

 shows that Carmine Agnello’s life has been marked far more by love, sacrifice, and

 service than by the financial lapse that brings him before the Court. The letters from

 his mother, Victoria Gotti, and from eight-year-old Kyrie Davis portray a son and

 mentor whose daily conduct is fundamentally inconsistent with the image of a

 calculating fraudster. (See Kyrie Davis Letter attached as Exhibit B at p. SE0008).

       Federal courts have repeatedly recognized that § 3553(a)(1) requires a “whole

 person” judgment that takes account of a defendant’s “good deeds” as well as his

 offense conduct, and that character letters are an appropriate basis for a variance.

 See, e.g., United States v. Adelson, 441 F. Supp. 2d 506, 513–15 (S.D.N.Y. 2006)

 (emphasizing the need to consider the defendant’s life as a whole, including his

 kindness and generosity, and criticizing a mechanical application of the fraud

 guideline); United States v. Cavera, 550 F.3d 180, 189–92 (2d Cir. 2008) (en banc)

 (authorizing variances based on individualized assessment of the § 3553(a) factors).

 The policy reason is straightforward: a defendant who has consistently invested




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 himself in others, and who inspires loyalty from those he has helped, is both more

 likely to be rehabilitated and more valuable to the community outside prison walls.

       Victoria’s letter recounts that Carmine entered life fighting for his own

 survival: born seven weeks premature at four pounds, with legal blindness in one

 eye, a broken leg, a severely clubbed foot, impaired liver function, and a leaking

 mitral valve that produced an audible gallop. At age three he nearly died from sepsis;

 where his mother spent the night in his hospital crib praying not to lose a second

 child. From that ordeal, she watched a gentle boy emerge whom teachers called “the

 perfect child” and “the peacemaker,” the one who calmed other students and found

 middle ground during arguments. (See SE 0006). When she was later diagnosed with

 kidney disease, Carmine immediately phoned her doctor and volunteered one of his

 kidneys, years before transplantation became imminent—an unsolicited offer the

 doctor called “beautiful” and proof that she had “a special kid there.” (See Victoria

 Gotti Letter attached as Exhibit A at p. SE0004).

       The same instinct to protect and nurture others led Carmine into the life of

 eight-year-old Kyrie Davis. Kyrie lives in Harlem; his father is a hardworking man

 who simply cannot spare weekend hours for youth sports. According to Kyrie’s letter

 and the accompanying pages, Carmine met him through a mentor–big-brother

 program connected to school parents. After Kyrie asked if he would come to one

 game, Carmine began picking him up every Saturday at 9:30 a.m., driving him to


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 the fields, practicing with him for an hour before each game, staying to watch, and

 then taking him for ice cream so they could talk about school, friends, and how to

 get along with classmates. (See Kyrie Davis Letter attached as Exhibit B at p.0008).

       Kyrie explains that his father “works hard and doesn’t have the time to take

 me places,” but that Uncle Carmine “takes time out of his busy life to spend time

 with me,” and that he loves their talks about “how important school is.” (See SE

 0011). He ends with a plea that is as simple as it is powerful: “I would miss him very

 much if he could no longer spend time with me. I love him very very much.” (See

 SE 0012).

       Social-science research confirms what these letters already show: sustained,

 one-to-one mentoring relationships of the kind Carmine has built with Kyrie can

 significantly improve outcomes for at-risk youth, including better school

 engagement and reduced likelihood of delinquent behavior. Studies of

 community-based mentoring programs such as Big Brothers Big Sisters, including

 randomized evaluations published and summarized in recent years, consistently find

 that youth with stable mentors are less likely to be arrested and more likely to adopt

 prosocial behaviors than similarly situated peers without mentors.

       Scholars have also cautioned that when a close mentoring relationship is

 suddenly and involuntarily severed, vulnerable youth can experience declines in

 self-esteem and increases in acting-out behavior, particularly if they have prior


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 experiences of instability or absence of caregivers. While no study can predict

 exactly how one child will react, it is more than reasonable to fear that Kyrie—an

 eight-year-old who has finally found a man who shows up for him every weekend—

 would experience Carmine’s disappearance as a deep personal loss.

        Victoria’s letter makes clear that Kyrie is not alone. She describes Carmine as

 someone who “mentors young men who do not have a hands on dad,” and as a man

 who “does much much more good living his life helping others … financially,

 emotionally and compassionately.” (See Victoria Gotti Letter attached as Exhibit A

 at p. SE0005).

        She insists that he “doesn’t have a violent, mean bone in his body or mind.”

 She also details how, when this case came to light, Carmine immediately sold the

 home he had painstakingly renovated “brick by brick” and used the proceeds to repay

 what he owed, staying more than a year ahead on his loan, without asking his mother

 or anyone else to rescue him. Even as she is “actively on the transplant list” and

 awaiting testing to confirm Carmine as an                                   , she has

 “willingly become a recluse” under the weight of her illness and his prosecution,

 terrified that the son who is now literally needed to keep her alive will be taken from

 her. (Id.).

        None of this minimizes the seriousness of the offense, and even Victoria

 characterizes his conduct as “pure stupidity” for which he feels deep remorse. But


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 sentencing under § 3553(a) is meant to reflect the reality that human beings are more

 than the worst things they have done. Here, the reality is that Carmine is a man who

 is stepping forward to donate a kidney to his mother; who has become the central

 male figure in an eight-year-old boy’s life; who has repaid what he owes at great

 personal cost; and who has consistently used his time and resources to support

 people more vulnerable than himself.

       A term of home confinement with stringent supervision, restitution, and a

 structured requirement that he continue formalized mentoring and community

 service would still punish Carmine and deter others. But it would also preserve the

 fragile, life-saving relationships that depend on his presence: a gravely ill mother

 waiting for her son’s kidney, and a little boy in Harlem who has come to believe, for

 perhaps the first time, that a grown man will keep his word to him. Under §

 3553(a)(1), and in light of Adelson and Cavera, the Court is fully authorized to

 recognize that reality and to fashion a non-custodial sentence that reflects who

 Carmine Gotti Agnello truly is.




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                     V. CONCLUSION AND SENTENCING
                           RECOMMENDATION


       For the reasons set forth above, it is respectfully prayed that this Court impose

 upon Carmine Agnello, a non-incarceratory, probation sentence through

 implementation of the PSR recommended sentence and commensurate with this

 variances set forth in this sentencing application.

                                                       Steven A. Metcalf, Esq.
                                                       ____________________
                                                       STEVEN A. METCALF II, ESQ.
                                                       Metcalf & Metcalf, P.C.
                                                       99 Park Avenue, Suite 810
                                                       New York, NY 10016
                                                       Office 646.253.0514
                                                       Fax 646.219.2012
                                                       Attorneys for Defendant




                           CERTIFICATE OF SERVICE

       I HEREBY CERTIFY that a copy of the instant sentencing materials was
 served via ECF this ____th day of February, 2026 on all counsel of record.

                                         /s/ Steven A. Metcalf II


                                         STEVEN A. METCALF II, ESQ.



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