United States v. Brown, 826 F.3d 51

Nathan Brown pleaded guilty to three counts of producing child pornography (three separate child victims) and two counts of possessing child pornography; PSR identified ~25,000 images, 365 videos, and ~299 victims.
Investigators linked images via metadata to Brown, identified victims (including two eight‑year‑olds and a third victim asleep during abuse), and found evidence Brown produced ~100 photos of two victims and videos of a third; agents found Brown deleting files at arrest.
PSR grouped counts under U.S.S.G. § 3D1.2 and applied multiple enhancements (including for victim age, sexual contact, vulnerable victim, and possession of sadistic material), yielding an offense level treated as 43 and a Guidelines stacking result of 110 years (statutory maxima limited the calculation).
District court sentenced Brown to 60 years (three consecutive 20‑year terms on production counts; two concurrent 10‑year possession terms), lifetime supervised release, and restitution; government sought 110 years, defense sought 15 years mandatory minimum.
On appeal Brown challenged Guidelines calculations and procedural/substantive reasonableness; Second Circuit affirmed most computation rulings but remanded for resentencing because record suggested the district court may have relied on a clearly erroneous understanding of victim harm (notably as to Victim 3, who was asleep and unaware of abuse).

Issue	Brown's Argument	Government/District Court Argument	Held
Whether Brown waived objections to Guidelines calculation	Objections preserved via plea/agreement; appellate review valid	Govt: failure to object in district court amounts to waiver	Court assumed possible forfeiture but reviewed for plain error and rejected showing of plain error
Correct application of grouping/stacking rules (U.S.S.G. § 3D1.x and § 5G1.2)	Grouping/stacking misapplied, overstating range	Counts properly grouped (production counts split per § 3D1.2(d)); stacking of statutory maxima under § 5G1.2(d) appropriate	No error; grouping and stacking upheld
Applicability of § 2G2.2(b)(4) enhancement (sadistic/violent material)	Enhancement improper because Brown did not produce sadistic images	Even if misapplied, error harmless because total offense level exceeded guideline table maximum by >4 levels	No reversible error; harmless error because correcting it would not change range
Procedural/substantive reasonableness of 60‑year sentence	Sentence procedurally flawed and possibly substantively unreasonable (court relied on erroneous facts about Victim 3 and equated Brown with murderers)	District court considered § 3553(a) factors, victim impact, and issued below‑Guidelines sentence; Victim 3’s harm reasonably considered	Remanded for resentencing to ensure sentence not based on clearly erroneous factual understanding; left open substantive review on remand

Olano v. United States, 507 U.S. 725 (discussing waiver vs. forfeiture and plain‑error review)
Gall v. United States, 552 U.S. 38 (standard for procedural and substantive reasonableness of sentences)
McCrimon v. United States, 788 F.3d 75 (pleading standards and plain‑error tolerances at sentencing review)
United States v. Dorvee, 616 F.3d 174 (substantive‑reasonableness framework in child‑pornography cases)
United States v. Cramer, 777 F.3d 597 (harmless error in Guidelines calculation)
United States v. Corsey, 723 F.3d 366 (remand when sentencing record ambiguous as to rationale)
United States v. Juwa, 508 F.3d 694 (remand where sentencing court may have relied on improper factual assumptions)
Graham v. Florida, 560 U.S. 48 (distinguishing nonhomicide offenses from homicide in sentencing proportionality)
United States v. Jacobson, 15 F.3d 19 (procedures for resentencing on remand)