Rule 32 Notice Challenges to Sentencing “Extra-Record Facts” Require a Contemporaneous Objection; Record-Based Inferences Defeat Plain-Error Review

Introduction

In United States v. Trujillo (10th Cir. Aug. 10, 2026) (unpublished “Order and Judgment”), the Tenth Circuit affirmed a 46-month, below-Guidelines sentence for Miguel Gabino Trujillo following his guilty plea to unlawful reentry under 8 U.S.C. § 1326(b)(2). The principal appellate issue was procedural: Trujillo argued the district court relied on purportedly new, undisclosed “facts” at sentencing—specifically, statements that he had “habitual drug trafficking behavior” and “clearly has a relationship with a [Drug Trafficking Organization]”—without giving him a chance to contest them, allegedly violating Federal Rule of Criminal Procedure 32(i)(1).

The panel rejected the claim largely on preservation and plain-error grounds, and—critically—held the challenged characterizations were supported by reasonable inferences from the record (especially the PSR), undermining the premise that the court must have relied on extra-record information.

Summary of the Opinion

• Preservation: Trujillo did not object at sentencing despite having an opportunity when the court asked whether counsel had “anything further.”
• Unforeseeable-error doctrine: Even assuming it remains viable, it did not apply because the PSR disclosed drug-related convictions and conduct, making the topic foreseeable.
• Plain-error review: The panel found no error because the district court’s statements were not clearly erroneous given the record.
• Substantial rights: Even if error occurred, Trujillo failed to show a reasonable probability of a lower sentence absent the challenged remarks.
• Disposition: Sentence affirmed.

Analysis

Precedents Cited

1) United States v. Wireman, 849 F.3d 956 (10th Cir. 2017)

The panel relied on United States v. Wireman to reject Trujillo’s claim that he lacked an opportunity to object. The key factual move was procedural: after the district court made the contested comments and imposed sentence, it invited further input, and defense counsel said “No.” Under Wireman, such a record defeats arguments that an objection was impossible; the defendant must timely raise the issue to preserve it.

2) United States v. Martinez-Barragan, 545 F.3d 894 (10th Cir. 2008)

Trujillo invoked an “unforeseeable-error doctrine” (i.e., that certain unanticipated errors should be treated as preserved). The panel cited United States v. Martinez-Barragan for skepticism—“even assuming the unforeseeable-error doctrine is still good law”—and then held it would not apply because the PSR made drug-trafficking-related discussion foreseeable.

3) United States v. Lucero, 130 F.4th 877 (10th Cir. 2025) and United States v. Romero, 491 F.3d 1173 (10th Cir. 2007)

Having found forfeiture, the court applied the four-part plain-error test as stated in United States v. Lucero, which in turn quotes United States v. Romero: (1) error, (2) plainness, (3) effect on substantial rights, (4) impact on the fairness/integrity/public reputation of proceedings. These cases supplied the controlling framework and the burden allocation: Trujillo, as the forfeiting party, had to establish each prong.

4) United States v. Maestas, 642 F.3d 1315 (10th Cir. 2011)

United States v. Maestas supplied the doctrinal bridge between Trujillo’s “extra-record” theory and the record itself. The panel reasoned that Trujillo’s claim “presupposes” the district court’s statements were unsupported; therefore, he first had to show the factual findings were clearly erroneous. Quoting Maestas, the court emphasized that a characterization is not clearly erroneous if it is not “totally without factual support in the record.”

5) United States v. Gonzalez-Huerta, 403 F.3d 727 (10th Cir. 2005) and United States v. Trujillo-Terrazas, 405 F.3d 814 (10th Cir. 2005)

These cases governed the “substantial rights” prong. Under United States v. Gonzalez-Huerta, an error affects substantial rights only if there is a “reasonable probability” the outcome would have differed. United States v. Trujillo-Terrazas was used (through Lucero) to describe how a defendant may show prejudice in sentencing: by demonstrating a reasonable probability of a lesser sentence under the proper framework.

Legal Reasoning

1. Forfeiture and opportunity to object: The panel treated the absence of a contemporaneous objection as dispositive for the standard of review. It pointed to a concrete record moment—counsel was asked if there was anything further and declined—making this a straightforward forfeiture case.
2. Foreseeability from the PSR: Because Trujillo acknowledged reviewing the PSR, and the PSR included a conviction for “using a communication facility” to facilitate a drug trafficking felony plus multiple drug possession convictions, the panel concluded it was foreseeable the court would discuss trafficking-related conduct and possible DTO involvement at sentencing. This reasoning narrowed any “surprise” theory.
3. No error because the statements were record-supported inferences: The panel rejected the premise that the district court must have relied on undisclosed information. It treated the challenged remarks as inferences that could be drawn from the record: repeated reentries, repeated drug possession, and a trafficking-facilitation conviction supported an inference of “drug trafficking behavior.” It also held “behavior” is broader than the existence of specific charges or convictions, reducing the force of Trujillo’s “only one trafficking conviction” point. The “habitual” label was a “closer question,” but still not “totally without factual support.”
4. No prejudice even if error assumed: The court offered an alternative holding: even if the two statements were improper, Trujillo did not show a reasonable probability of a lower sentence. The district court had emphasized multiple 18 U.S.C. § 3553(a) considerations—serious criminal history, substance abuse, habitual reentry, and the nature of the offense—and already granted a downward variance. The panel concluded the record did not support the claim that the challenged remarks were “pivotal” to the 46-month outcome.

Impact

Although this disposition is expressly “not binding precedent” (except under law-of-the-case, res judicata, and collateral estoppel), its reasoning has persuasive significance in three practical ways:

• Rule 32/notice complaints must be raised immediately: When the sentencing court makes an unexpected characterization of the defendant’s history or conduct, counsel should object on the record when invited for final comments, or risk forfeiture and plain-error review.
• “Extra-record” theories will fail if the PSR supports an inference: If the PSR and record allow the sentencing judge to draw an inference—even a strongly worded one—appellate courts may decline to infer reliance on undisclosed information.
• Prejudice is hard to prove after a downward variance: Where the district court already varied downward and tied its sentence to multiple § 3553(a) factors, defendants may struggle to show a “reasonable probability” that removing one or two remarks would have produced a still-lower sentence.

Complex Concepts Simplified

Procedural reasonableness

Whether the sentencing process followed required procedures (e.g., correct guideline calculation, consideration of § 3553(a), and fair opportunity to contest facts). It differs from substantive reasonableness, which concerns the length of the sentence.

Federal Rule of Criminal Procedure 32(i)(1)

A set of sentencing rules designed to ensure the parties have a meaningful chance to review and comment on information the court uses at sentencing (often centered on the PSR). Trujillo argued the judge relied on undisclosed information; the court found the record supported the judge’s statements.

PSR (Presentence Investigation Report)

A report prepared by probation summarizing the offense, criminal history, and other relevant information; it frequently anchors what facts are considered “of record” at sentencing.

Forfeiture vs. preservation

If a party does not object at the time of the alleged error, the issue is typically forfeited, meaning the appellate court uses the more demanding “plain error” standard.

Plain-error review

A four-step test requiring the defendant to show (1) error, (2) that is clear/obvious, (3) prejudice affecting substantial rights, and (4) a serious effect on the fairness/integrity/public reputation of proceedings.

Clearly erroneous

A deferential review of factual findings. A finding is not clearly erroneous if it has some factual support in the record, even if another interpretation is possible.

“Reasonable probability” (prejudice)

Not a certainty—rather, a meaningful likelihood that, without the alleged error, the sentence would have been lower.

Conclusion

United States v. Trujillo reinforces two practical rules in sentencing appeals: (1) defendants must object contemporaneously to contested sentencing characterizations (including alleged Rule 32 notice problems) when given the opportunity, or face plain-error review; and (2) claims that a judge relied on undisclosed extra-record information are unlikely to succeed when the PSR and record support the judge’s remarks as permissible inferences. Even where a challenged description is arguably overstated (such as “habitual”), the absence of clear factual error and the difficulty of proving prejudice—especially after a downward variance—will often be outcome determinative.