Full Opinion

Appellate Case: 25-7052 Document: 31-1 Date Filed: 07/14/2026 Page: 1 FILED United States Court of Appeals PUBLISH Tenth Circuit UNITED STATES COURT OF APPEALS July 14, 2026 Christopher M. Wolpert FOR THE TENTH CIRCUIT Clerk of Court _________________________________ MISTY HARDEN; ROBERT HARDEN, as guardians and next friends of Shaun Smith, an incapacitated adult; SAVANAHA WORKS, Plaintiffs - Appellants, v. No. 25-7052 B.J. HEDGECOCK, Sheriff of Pushmataha County, Oklahoma, in his official capacity, Defendant - Appellee. _________________________________ Appeal from the United States District Court for the Eastern District of Oklahoma (D.C. No. 6:19-CV-00379-EFM) _________________________________ Robert M. Blakemore (Daniel Smolen with him on the brief), Smolen & Roytman, Tulsa, Oklahoma, for Plaintiffs-Appellants. Alison B. Levine (Wellon B. Poe with her on the brief), Collins Zorn & Wagner, PLLC, Oklahoma City, Oklahoma, for Defendant-Appellee. _________________________________ Before HOLMES, Chief Judge, TYMKOVICH and MORITZ, Circuit Judges. _________________________________ TYMKOVICH, Circuit Judge. _________________________________ Appellate Case: 25-7052 Document: 31-1 Date Filed: 07/14/2026 Page: 2 While incarcerated in an Oklahoma county jail, Shaun Smith and Savanaha Works alleged they were sexually abused by jailers. 1 After release, they filed a civil rights suit against the jailers for excessive force under 42 U.S.C. § 1983. They also alleged that the County Sheriff’s policies of understaffing the jail and inadequately supervising the jailers caused their abuse. The district court granted summary judgment on the claim against the sheriff, finding no evidence that the jail was understaffed or that the sheriff was deliberately indifferent to the risk of unconstitutional sexual abuse. Exercising jurisdiction under 28 U.S.C. § 1291, we AFFIRM. A plaintiff asserting municipal liability based on a policy that does not facially violate federal law must prove that the municipality maintained the policy with deliberate indifference. This standard requires the municipality to have actual or constructive notice that its action or failure to act is substantially certain to result in an infringement on federal rights. The typical way to establish notice is through a pattern of similar constitutional or federal-statutory violations. Neither Smith nor Works has introduced evidence of a pattern of unconstitutional sexual abuse at the jail. As a result, we find the Sheriff’s Office was not deliberately indifferent in maintaining its staffing and supervision policies, and the municipal liability claims therefore fail. 1 The named plaintiffs, Misty and Robert Harden, sued on Smith’s behalf because he is an incapacitated adult. For simplicity, we refer to Smith directly throughout this opinion without invoking the Hardens. 2 Appellate Case: 25-7052 Document: 31-1 Date Filed: 07/14/2026 Page: 3 I. Background A. Factual History 1. Inmate Smith and Officer Nichols Shaun Smith entered the Pushmataha County Jail in February 2016 for pretrial detention on a burglary charge. On March 3, the Pushmataha County Sheriff’s Office hired Tamara Nichols as a jailer and assigned her to the night shift. Nichols had worked at the jail twice before and had been dismissed for various reasons. The Sheriff’s Office first hired Nichols in 2012, fired her in 2013 for repeatedly missing work, rehired her in 2014, and fired her again after she tested positive for methamphetamine. Nichols also had several consensual sexual encounters with two previous inmates. The encounters typically occurred in the jail laundry room, which lacks security cameras because it is the room where inmates change from street clothes into jail clothes. The Pushmataha County Sheriff at the time, Terry Duncan, was aware of Nichols’s previous sexual relationships. Though the jail had a sexual misconduct policy prohibiting any sexual contact between jailers and inmates, Duncan did not discipline Nichols. At some point in March or April 2016, Smith and Nichols engaged in a sexual relationship. Smith argues the encounter was nonconsensual. He says he has an IQ of 57, suffers from mental illness, and has abused drugs in the past. And he argues Nichols had been using him as a conduit to smuggle drugs into the prison and used that as leverage to manipulate him into nonconsensual sex. 3 Appellate Case: 25-7052 Document: 31-1 Date Filed: 07/14/2026 Page: 4 A few weeks after the incident, another jailer saw Nichols and Smith rummaging through inmate property on the jail’s video surveillance system. The jail then asked the Oklahoma State Bureau of Investigation (OSBI) to investigate potential theft and mishandling of property. During her interview with an investigator, Nichols disclosed that she had sex with Smith in the laundry room. Nichols was arrested the same day, charged with second-degree rape, and terminated for violating the jail’s sexual misconduct policy. 2. Sheriff Turnover and Reform Efforts Sheriff Duncan lost his bid for reelection in June 2016 and resigned from office in July. B.J. Hedgecock took over as sheriff in November and, aware of the Nichols–Smith incident, immediately worked to improve conditions at the jail. Sheriff Hedgecock fired several jailers, brought in new staff and officers, replaced the jail administrator, and asked the Oklahoma Jail Inspection Division to conduct an inspection and identify deficiencies he could address. He also revamped the sexual misconduct policy and enforced it. But one policy Hedgecock left in place from the previous administration was the practice of single staffing the jail during the overnight shift. 3. Inmate Works and Officer Byers Savanaha Works was an inmate in the jail from July 2017 to November 2017. The Sheriff’s Office hired Timothy Byers as a jailer in October 2017 and assigned him to the overnight shift. After “lights out” on November 13, Byers told Works he needed her to get some jumpsuits and paper from the laundry room. Works’s role as 4 Appellate Case: 25-7052 Document: 31-1 Date Filed: 07/14/2026 Page: 5 a prison trustee afforded her more freedom of movement and allowed her to perform work around the prison. Byers followed Works to the laundry room and eventually told her to “drop them” and touch her toes. App. 441. He then initiated sexual contact for about five minutes. The morning after the incident, another inmate reported that Byers removed Works from her cell and “forced her to have sex with him.” App. 318. Sheriff Hedgecock contacted OSBI and requested an investigation. Interviews with inmates produced conflicting stories about the event but confirmed a sexual encounter. A security camera outside the laundry room partially captured the incident and reveals Byers standing behind Works for about five minutes and likely engaging in some kind of sexual contact. Works claimed that the encounter was coerced, she was too scared to call for help during the incident, and she did not report it out of fear. When investigators asked Byers whether the encounter was consensual, he invoked the Fifth Amendment and declined to answer. Hedgecock fired Byers, but because jail policy prohibits sex between inmates and jailers regardless of consent, the Sheriff’s Office made no determination on whether Works consented. Byers was later arrested and charged with second-degree rape by instrumentation, but the charge was dismissed after Works refused to cooperate with the prosecution. B. Procedural History Smith and Works jointly sued Nichols and Byers under § 1983 for allegedly subjecting them to excessive force and failing to protect them in violation of the 5 Appellate Case: 25-7052 Document: 31-1 Date Filed: 07/14/2026 Page: 6 Eighth and Fourteenth Amendments. They also brought a municipal liability claim by suing Sheriff Hedgecock in his official capacity, alleging he and his predecessor caused the sexual abuse through deliberate indifference by inadequately staffing the jail and failing to train and supervise the jailers. Nichols moved to dismiss based on untimely service of process. The district court granted the motion after Smith and Works did not reply. Byers then moved for summary judgment based on qualified immunity, arguing there was no underlying constitutional violation because Works had consented to sex. The district court denied summary judgment because it determined Works’s consent was a contested fact issue and a prisoner’s right to be free from nonconsensual sexual contact was clearly established. Byers appealed, and we affirmed, holding Works had introduced sufficient evidence of nonconsent to defeat qualified immunity at summary judgment. Works v. Byers, 128 F.4th 1156, 1163 (10th Cir. 2025). Sheriff Hedgecock also moved for summary judgment, arguing there were no grounds for municipal liability because there was no underlying constitutional violation. Alternatively, he asserted that no official policy caused the alleged constitutional violations and neither he nor Duncan had acted with deliberate indifference to an obvious risk of inmate sexual abuse. The district court recounted its finding that Works had created a material fact issue over her consent and then determined Smith had done the same regarding his consent. It therefore held, for summary judgment purposes, that both Smith and Works had been sexually abused in violation of their constitutional rights. Even so, the court ruled for Sheriff 6 Appellate Case: 25-7052 Document: 31-1 Date Filed: 07/14/2026 Page: 7 Hedgecock based on its findings that the prison was adequately staffed across both administrations, that both Nichols and Byers were trained on jail rules and state law governing sexual contact between inmates and jailers, and that neither Duncan nor Hedgecock had been deliberately indifferent to an obvious risk of unconstitutional sexual abuse of inmates. On remand from Works’s appeal, Works and Byers settled and stipulated to Byers’s dismissal from the case. That rendered the grant of summary judgment for Sheriff Hedgecock a final order eligible for appellate review. Works and Smith timely appealed. II. Discussion Smith and Works appeal the district court’s denial of their municipal liability claims based on inadequate jail staffing and failure to supervise. 2 We reject their arguments because, even assuming their constitutional rights were violated, they cannot prove that either Sheriff Duncan or Sheriff Hedgecock acted with deliberate indifference to an obvious risk that jailers would sexually abuse inmates. “We review a district court’s grant of summary judgment de novo, using the same standard applied by the district court pursuant to Fed. R. Civ. P. 56(a).” Cillo v. City of Greenwood Village, 739 F.3d 451, 461 (10th Cir. 2013) (citation modified). At this stage, “[w]e must ‘view facts in the light most favorable’ to the non-moving 2 Smith and Works also brought a claim based on failure-to-train, which the district court rejected. They do not argue for reversal of that ruling. 7 Appellate Case: 25-7052 Document: 31-1 Date Filed: 07/14/2026 Page: 8 part[y], . . . resolving all factual disputes and reasonable inferences in [his] favor.” Id. (quoting Tabor v. Hilti, Inc., 703 F.3d 1206, 1215 (10th Cir. 2013)). “Summary judgment must be granted if ‘there is no genuine dispute as to any material fact’ and the moving party is ‘entitled to judgment as a matter of law.’” Id. (quoting Fed. R. Civ. P. 56(a)). A. Municipal Liability Standards When a plaintiff sues a municipal employee in his official capacity under § 1983, the suit is an action “against the county or municipality.” Porro v. Barnes, 624 F.3d 1322, 1328 (10th Cir. 2010). While § 1983 allows claims against municipal entities for violating federal rights, liability is strictly limited to instances when the violation stems from “official municipal policy.” Monell v. Dep’t of Soc. Servs. of City of New York, 436 U.S. 658, 691 (1978). Thus, on top of an underlying constitutional or federal statutory violation, a municipal-liability plaintiff must prove three elements: (1) an official policy or custom, (2) that caused the underlying injury, and (3) culpable state of mind. Schneider v. City of Grand Junction Police Dep’t, 717 F.3d 760, 769 (10th Cir. 2013). When the plaintiff does not claim “the municipal action itself violated federal law, or directed or authorized the deprivation of federal rights,” the necessary state of mind is “deliberate indifference.” Bd. of Cnty. Comm’rs of Bryan Cnty. v. Brown, 520 U.S. 397, 406–07 (1997). A municipality may be liable for an employee’s violation of a person’s federal rights when the claim is based on a formal policy or custom. Policies meeting this standard include, among others, “decisions of municipal employees with final 8 Appellate Case: 25-7052 Document: 31-1 Date Filed: 07/14/2026 Page: 9 policymaking authority” and “the deliberately indifferent failure to adequately train or supervise employees.” Pyle v. Woods, 874 F.3d 1257, 1266 (10th Cir. 2017) (citing Brammer-Hoelter v. Twin Peaks Charter Acad., 602 F.3d 1175, 1189 (10th Cir. 2010)); see also Timothy M. Tymkovich, Municipal Liability: Tensions in the Tenth Circuit, 100 Denv. L. Rev. 439, 444–58 (2023) (identifying and categorizing types of municipal liability claims). “Under Oklahoma law, the sheriff is the final policymaker for a county jail.” Est. of Crowell ex rel. Boen v. Bd. of Cnty. Comm’rs of Cnty. of Cleveland, 237 P.3d 134, 142 (Okla. 2010). “To establish the causation element, the challenged policy must be ‘closely related to the violation of the plaintiff’s federally protected right.’” Schneider, 717 F.3d at 770 (quoting Martin A. Schwartz, Section 1983 Litigation: Claims & Defenses § 7.12[B] (2013)). This means the plaintiff must show the policy “was the ‘moving force’ behind the injury alleged.” Bd. of Cnty. Comm’rs of Bryan Cnty., 520 U.S. at 404. One way to meet this burden is by demonstrating the policy facially violates federal law. See Barney v. Pulsipher, 143 F.3d 1299, 1307 (10th Cir. 1998). But when a policy is facially lawful, “the burden of establishing causation . . . is heavy.” Hinkle v. Beckham Cnty. Bd. of Cnty. Comm’rs, 962 F.3d 1204, 1241 (10th Cir. 2020) (citing Bd. of Cnty. Comm’rs of Bryan Cnty., 520 U.S. at 405 (“Where a plaintiff claims the municipality has not directly inflicted an injury, but nonetheless caused an employee to do so, rigorous standards of culpability and causation must be applied to ensure that the municipality is not held liable solely for the actions of its employee.”)). 9 Appellate Case: 25-7052 Document: 31-1 Date Filed: 07/14/2026 Page: 10 “[A] plaintiff seeking to establish municipal liability on the theory that a facially lawful municipal action has led an employee to violate a plaintiff’s rights must demonstrate that the municipal action was taken with ‘deliberate indifference’ as to its known or obvious consequences.” Bd. of Cnty. Comm’rs of Bryan Cnty., 520 U.S. at 407 (quoting City of Canton v. Harris, 489 U.S. 378, 388 (1989)). This requires more than “[a] showing of simple or even heightened negligence.” Id. The standard “may be satisfied when the municipality has actual or constructive notice that its action or failure to act is substantially certain to result in a constitutional violation, and it consciously or deliberately chooses to disregard the risk of harm.” Hinkle, 962 F.3d at 1241 (quoting Waller v. City and County of Denver, 932 F.3d 1277, 1284 (10th Cir. 2019)). Such notice is typically established by proving municipal actors were aware of a pattern of constitutional violations but can also be proven “in a narrow range of circumstances where a violation of federal rights is a highly predictable or plainly obvious consequence of a municipality’s action or inaction.” Waller, 932 F.3d at 1284 (citation modified). B. The Municipal Liability Claims 1. Underlying Constitutional Violations Works claims Byers violated her Eighth and Fourteenth Amendment rights by sexually abusing her and failing to protect her while she was imprisoned. A guard’s sexual abuse of an inmate violates the Constitution because sexual abuse “has no legitimate penological purpose, and is ‘simply not part of the penalty that criminal offenders pay for their offenses against society.’” Giron v. Corr. Corp. of Am., 191 10 Appellate Case: 25-7052 Document: 31-1 Date Filed: 07/14/2026 Page: 11 F.3d 1281, 1290 (10th Cir. 1999) (quoting Boddie v. Schnieder, 105 F.3d 857, 861 (2d Cir. 1997)). We have recognized, however, “that consent is a defense to a constitutional claim for sexual abuse.” Brown v. Flowers, 974 F.3d 1178, 1186 (10th Cir. 2020) (citing Graham v. Sheriff of Logan Cnty., 741 F.3d 1118, 1125–26 (10th Cir. 2013)). That is so because “not all misbehavior by public officials, even egregious misbehavior, violates the Constitution.” Graham, 741 F.3d at 1125. As we explained in Graham, the Supreme Court has cautioned us against constitutionalizing all tortious conduct by government actors. Id. (first citing DeShaney v. Winnebago Cnty. Dep’t of Soc. Servs., 489 U.S. 189, 202 (1989) (“[T]he claim here is based on the Due Process Clause of the Fourteenth Amendment, which, as we have said many times, does not transform every tort committed by a state actor into a constitutional violation.”); and then citing Baker v. McCollan, 443 U.S. 137, 146 (1979) (“Section 1983 imposes liability for violations of rights protected by the Constitution, not for violations of duties of care arising out of tort law. Remedy for the latter type of injury must be sought in state court under traditional tort-law principles.”)). As a result, we found it “proper to treat sexual abuse of prisoners as a species of excessive-force claim, requiring at least some form of coercion (not necessarily physical) by the prisoner’s custodians.” Id. at 1126. Importantly, we have also emphasized that courts should be attentive to the high risk of nonphysical coercion based on the hierarchical relationship between guards and prisoners, and the inherently restrictive and disciplinary nature of jails. See id. (“We agree with the 11 Appellate Case: 25-7052 Document: 31-1 Date Filed: 07/14/2026 Page: 12 Ninth Circuit that ‘[t]he power dynamics between prisoners and guards make it difficult to discern consent from coercion.’” (quoting Wood v. Beauclair, 692 F.3d 1041, 1047 (9th Cir. 2012))); Brown, 974 F.3d at 1186–87 (considering “the inherently coercive nature of prisons” when analyzing whether a prisoner consented to sex with a jailer). Nonetheless, “in this circuit, the burden remains on the plaintiff—not the defendant—to establish that sexual conduct is nonconsensual.” Works, 128 F.4th at 1162. Sheriff Hedgecock argues Works’s rights were not violated because she consented to sex with Byers. As discussed earlier, in a previous appeal we have already considered Works’s allegations and held “a reasonable jury could accept as true that Byers used nonconsensual force to invade Works’[s] bodily integrity.” Id. at 1165. We thereby affirmed the district court’s summary judgment determination that Byers violated Works’s constitutional rights. We see no reason to revisit that decision. 3 As a result, Works has established a constitutional violation for purposes of her municipal liability claim. 3 Sheriff Hedgecock argues for reconsideration because the Works panel “weighed an adverse inference against Byers due to his having invoked his Fifth Amendment rights” on the consent question. Resp. Br. 42–43. He says the inference “cannot be drawn against [him],” and we should therefore review Works’s consent de novo. Resp. Br. 43. But the Works panel addressed the adverse inference only after it had considered the other evidence and determined a jury could find the encounter was nonconsensual. 128 F.4th at 1164–65. Since the adverse inference was not essential to Works’s holding on the issue of an underlying constitutional violation, we need not revisit the determination that Byers violated Works’s constitutional rights. 12 Appellate Case: 25-7052 Document: 31-1 Date Filed: 07/14/2026 Page: 13 Similarly, Sheriff Hedgecock contends Smith’s rights were not violated because he consented to sex with Nichols. The district court found the issue of Smith’s consent was a disputed fact and proceeded to the municipal liability analysis. Given that finding and the significant factual and legal overlap between Smith’s and Works’s municipal liability claims, we too assume Smith has established an underlying constitutional violation and move on to municipal liability. 2. Municipal Liability Works argues for municipal liability based on Sheriff Hedgecock’s alleged failures to staff the prison adequately and to supervise Byers. Smith makes a similar argument based on Sheriff Duncan’s continuation of the allegedly insufficient staffing policy and inadequate supervision of Nichols. We have recognized both inadequate jail staffing and failure to supervise as official policies that can support municipal liability. See Lopez v. LeMaster, 172 F.3d 756, 763 (10th Cir. 1999) (discussing inadequate jail staffing and failure to supervise in the context of a municipal failure-to-protect claim); see also Prince v. Sheriff of Carter Cnty., 28 F.4th 1033, 1049–50 (10th Cir. 2022) (denying summary judgment based on evidence that a jail’s deliberately indifferent failure to retain any medical staff contributed to a prisoner’s death). Importantly, while jail staffing can be so inadequate that it violates minimum constitutional standards, see Lopez, 172 F.3d at 763, neither Smith nor 13 Appellate Case: 25-7052 Document: 31-1 Date Filed: 07/14/2026 Page: 14 Works advanced that theory before the district court. 4 Instead, they argued that the sheriffs’ one-jailer-per-shift policy fell short of Oklahoma state standards for staffing and allowed Nichols and Byers to perpetrate the alleged sexual abuse. See App. 723– 25. But evidence of state law violations, even criminal misconduct, does not show a violation of federal law actionable under § 1983. See Graham, 741 F.3d at 1125– 26 (explaining that § 1983 protects against violations of constitutional rights, not common torts and criminal misconduct); Fee v. Herndon, 900 F.2d 804, 808 (5th Cir. 1990) (“[T]he Constitution is not a criminal or civil code to be invoked invariably for the crimes or torts of state educators who act in contravention of the very laws designed to thwart abusive disciplinarians.”). Since Smith and Works do not claim that the staffing policy violated federal law itself, they must prove the sheriffs maintained it with deliberate indifference. That same culpability standard applies to their failure-to-supervise claim. See Brammer-Hoelter, 602 F.3d at 1190. 4 The opening brief might be read as arguing that the policy of inadequate staffing is itself unconstitutional, based on citations to Lopez and a statement that “the sexual misconduct is highly probative of Plaintiffs’ claim that the Sheriff’s staffing and supervision was constitutionally infirm.” Opening Br. 23–25. If so, this is a new theory not advanced in the district court or alleged in the complaint. As a result, Smith and Works forfeited the argument, and their failure to argue for plain error on appeal waives the issue. Richison v. Ernest Grp., Inc., 634 F.3d 1123, 1130 (10th Cir. 2011). 14 Appellate Case: 25-7052 Document: 31-1 Date Filed: 07/14/2026 Page: 15 Smith and Works point to no evidence that either Sheriff Duncan or Sheriff Hedgecock acted with deliberate indifference. 5 Beginning with Sheriff Duncan, Smith argues that Duncan should have known that inadequate staffing and supervision “was substantially certain to result in a constitutional violation.” Opening Br. 28. It is true that “deliberate indifference may be found absent a pattern of unconstitutional behavior if a violation of federal rights is a ‘highly predictable’ or ‘plainly obvious’ consequence of a municipality’s action or inaction.” Barney, 143 F.3d at 1307–08 (first quoting Bd. of Cnty. Comm’rs of Bryan Cnty., 520 U.S at 409; and then citing City of Canton, 489 U.S. at 390 & n.10). But the “range of circumstances” that can satisfy this standard is “narrow,” id. at 1308, and we have previously rejected the argument that prisoner sexual abuse is a plainly obvious consequence of having a single jailer on duty, id. at 1309 n.8 (citing Hovater v. Robinson, 1 F.3d 1063, 1066 (10th Cir. 1993)). Smith next argues that if a pattern of prior incidents is necessary, Sheriff Duncan had notice of a substantial risk that Nichols would sexually abuse inmates based on her prior sexual misconduct. As we describe above, before the episode with Smith, the record shows that Nichols had maintained sexual relationships with two other inmates. Both relationships took place despite the jail’s misconduct policy prohibiting sex between jailers and inmates. Further, Oklahoma law criminalizes 5 Since we decide the case based on the lack of deliberate indifference, we express no opinion on whether Smith and Works have met their burden to overcome summary judgment on the other elements of municipal liability. 15 Appellate Case: 25-7052 Document: 31-1 Date Filed: 07/14/2026 Page: 16 such conduct by a jailer as statutory rape. Okla. Stat. tit. 21, § 1111(7) (2015). Sheriff Duncan was aware of the relationships and even confronted one of the inmates, who simply laughed and walked away. 6 According to Smith, the fact that Sheriff Duncan knew Nichols had repeatedly violated prison rules and state law governing sexual contact between inmates and jailers means he was aware of the risk of sexual abuse presented by inadequate staffing and supervision. Smith’s argument fails because even deplorable prior violations of prison rules and state law do not establish a pattern of infringement against federal rights. See Bd. of Cnty. Comm’rs of Bryan Cnty., 520 U.S. at 409 (explaining notice ordinarily requires “showing a pattern of constitutional violations”); cf. Schneider, 717 F.3d at 774 (holding police officers’ consensual sexual relationships with private citizens they met while on duty, though a violation of department policy, did “not amount to constitutional violations”). Since our precedent holds that uncoerced sex between a jailer and inmate is not a constitutional violation, see Brown, 974 F.3d at 1186, Smith must prove a pattern of nonconsensual sex at the jail to establish that Sheriff Duncan had notice that his policies would lead to sexual abuse. Smith does not make an argument that the relationship was nonconsensual. 6 Smith does not identify any evidence that Sheriff Duncan was aware of Nichols’s prior relationship with a second inmate. While the Sheriff’s Office acknowledged the relationship in its motion for summary judgment, it did not admit Sheriff Duncan knew about the relationship when the Smith–Nichols incident occurred. Nonetheless, the Sheriff’s Office conceded at oral argument that Duncan was aware of both relationships. Oral Arg. at 16:45–16:57, https://www.ca10.uscourts.gov/sites/ca10/files/oralarguments/25-7052.mp3. 16 Appellate Case: 25-7052 Document: 31-1 Date Filed: 07/14/2026 Page: 17 As we noted above, the line between consent and coercion in this context is hard to draw, and our concerns about “the power dynamics between prisoners and guards” have led us to scrutinize claims by jailers that prisoners consented to sex. Graham, 741 F.3d at 1126 (citation modified); see also Brown, 974 F.3d at 1186. But we recognized in Graham that a prisoner’s claim of sexual abuse certainly fails when there is no genuine dispute over consent. 741 F.3d at 1123. The evidence of Nichols’s conduct with one of the inmates satisfies that standard because the inmate testified that all the encounters were consensual. App. 877–78; see Brown, 974 F.3d at 1186–87 (discussing the role of testimony in establishing consent or nonconsent). Similarly, Nichols claims that her relationship with a second prior inmate was consensual, and Smith and Works have not identified any contradictory evidence. Thus, the only prisoner–jailer relationships that Duncan knew about were apparently consensual and therefore not constitutional violations. Pointing to our decision in Tafoya v. Salazar, 516 F.3d 912 (10th Cir. 2008), Smith suggests that prison officials’ failure to enforce a no-contact policy can, by itself, prove deliberate indifference. But that misunderstands the case. In Tafoya, a sheriff implemented a no-contact policy between male officers and female inmates after a series of known sexual assaults at a prison under his control. Despite the new policy, a male guard sexually assaulted a female inmate three years later. When the inmate sued and alleged deliberate indifference, the sheriff pointed to the no-contact policy as evidence that he had worked to improve conditions and protect inmates from abuse and was thus not deliberately indifferent. We rejected the sheriff’s 17 Appellate Case: 25-7052 Document: 31-1 Date Filed: 07/14/2026 Page: 18 argument because there was testimony that he had not enforced the policy and knew that jailers routinely violated it. Instead, we drew an inference of deliberate indifference based on the sheriff’s notice of the prior assaults and his failure to enforce his own mitigation measures despite that notice. The pattern of prior constitutional violations was key to our decision because it showed the sheriff was aware of a specific risk of more violations and made only a faithless effort at improvement. But in Sheriff Duncan’s case, the requisite notice is absent. Without such notice, we cannot infer that his non-enforcement of the jail’s sexual misconduct policy was undertaken with deliberate indifference. No doubt, Sheriff Duncan’s lax enforcement of rules and willful disregard for criminal sexual conduct inside the jail is inexcusable. But evidence that Nichols engaged in a consensual sexual relationship with a prisoner, while outrageous, does not indicate a high likelihood that Nichols would also force an inmate into sex against his will. Since Smith has not introduced evidence of any constitutional violation prior to his abuse, let alone a pattern of them, he cannot prove that Sheriff Duncan acted with deliberate indifference. Thus, his municipal liability claim fails. Works similarly argues that Sheriff Hedgecock was deliberately indifferent because he was aware of the prior sexual misconduct between Smith and Nichols and chose not to change the staffing policy. She also claims that Hedgecock knew that double-staffing with jailers of each sex would make sexual abuse much less likely. According to Works, the combination of these facts proves that Hedgecock’s 18 Appellate Case: 25-7052 Document: 31-1 Date Filed: 07/14/2026 Page: 19 persistence in single-staffing the jail was done with deliberate indifference to the risk of prisoner sexual abuse. We disagree. Once again, sexual misconduct under prison rules and state law is not evidence of a constitutional violation. See Graham, 741 F.3d at 1125–26. But even assuming that Smith was sexually abused would not change the outcome. As we noted earlier, prisoner sexual abuse is not a plainly obvious consequence of a single-staffing policy. Barney, 143 F.3d at 1309 n.8 (citing Hovater, 1 F.3d at 1066). So we are outside the “narrow range of circumstances” where a single prior incident is adequate to give notice of a policy deficiency. Id. at 1307 (quoting Bd. of Cnty. Comm’rs of Bryan Cnty., 520 U.S. at 409). Further, the Smith–Nichols incident did not establish a pattern of similar constitutional violations that would alert Sheriff Hedgecock to a problem with his staffing policy. See Waller, 932 F.3d at 1287 (“[O]ne prior incident, even if it was a constitutional violation sufficiently similar to put officials on notice of a problem, does not describe a pattern of violations.” (quoting Coffey v. McKinley Cnty., 504 F. App’x 715, 719 (10th Cir. 2012))). Thus, Hedgecock’s knowledge of that incident did not make it plainly obvious that another, similar constitutional violation would result from continuing to single-staff the jail. Nor does his acknowledgment of the potential virtues of double-staffing tip the scales. At most, it shows Sheriff Hedgecock knew that increased staffing was one possible mitigation tool among many. And he acted to abate the risk of prisoner abuse, including through strict enforcement of the sexual misconduct policy. Whatever the theoretical benefits of double-staffing, absent some notice that single-staffing would 19 Appellate Case: 25-7052 Document: 31-1 Date Filed: 07/14/2026 Page: 20 lead to sexual abuse, Sheriff Hedgecock did not act with deliberate indifference by choosing to implement different mitigation measures. Without notice that his staffing and supervisory policies carried a high probability of causing jailers to sexually abuse prisoners, Sheriff Hedgecock’s maintenance of those policies was not done with deliberate indifference. Works has not introduced evidence sufficient to find that Sheriff Hedgecock had the necessary notice. As a result, her municipal liability claim fails. III. Conclusion For the foregoing reasons, we affirm the district court’s judgment. 20 Appellate Case: 25-7052 Document: 31-1 Date Filed: 07/14/2026 Page: 21 25-7052, Harden v. Hedgecock MORITZ, Circuit Judge, concurring. I join the majority opinion because it faithfully applies our precedent in Graham v. Sheriff of Logan County, which implicitly adopted a weak presumption— but a presumption nevertheless—that inmates consent to sexual encounters with correctional officers absent “some form of coercion.” 741 F.3d 1118, 1126 (10th Cir. 2013); see also Works v. Byers, 128 F.4th 1156, 1162 (10th Cir. 2025) (explaining that the burden is on plaintiff, not defendant, “to establish that sexual conduct is nonconsensual”). But prison, as we have recognized, is an inherently coercive environment. Works, 128 F.4th at 1160; see also Brown v. Flowers, 974 F.3d 1178, 1187 (10th Cir. 2020). Presuming consent in such an environment legally sanctions institutional coercion and transforms a plain constitutional violation into a permissive interaction. Instead, we should adopt a straightforward presumption that inmates do not consent to sexual activity with prison staff, and that such sexual activity violates the Eighth Amendment, absent compelling evidence of consent put forth by the defendant. At the same time, this appeal is not well-suited to reconsidering Graham: plaintiffs have not asked us to do so, nor have they advanced the arguments I present below. See Clark v. Sweeney, 607 U.S. 7, 9 (2025) (explaining that our adversarial system “follow[s] the principle of party presentation,” meaning the parties frame the issues and the court decides them (quoting United States v. Sineneng-Smith, 590 U.S. 371, 375 (2020))). Nevertheless, this appeal offers an opportunity to evaluate 1 Appellate Case: 25-7052 Document: 31-1 Date Filed: 07/14/2026 Page: 22 Graham both in the municipal-liability context and in light of evolving standards of decency and relevant case law. See, e.g., Walton v. Nehls, 135 F.4th 1070, 1075 (7th Cir. 2025) (noting that federal law and “all 50 states have made a prison official’s sexual conduct with a prisoner a crime”). So I take this opportunity to write separately, recognizing that this will not be the last time we will be asked to review cases arising from sexual encounters between inmates and correctional officers. As the majority explains, Graham held that consent is a defense to inmate claims of sexual assault asserted under the Eighth Amendment, rejecting the plaintiff’s argument that prisoners can’t legally consent to sex with their custodians. 1 741 F.3d at 1124. To do so, Graham first surveyed the case law, noting that the Sixth and Eighth circuits permitted a consent defense, several district courts did not, and the Ninth Circuit followed a “middle ground” of presuming nonconsent. Id. at 1124– 25. Graham thus found “no consensus in the federal courts on whether, or to what extent, consent is a defense to an Eighth Amendment claim based on sexual contact with a prisoner.” Id. at 1125. So, falling back on warnings from the Supreme Court “against constitutionalizing . . . tortious conduct by government agents,” Graham 1 This holding, on its own, is unobjectionable. See Wood v. Beauclair, 692 F.3d 1041, 1048 (9th Cir. 2012) (expressing “concern[] about the implications of removing consent as a defense for Eighth Amendment claims” of sexual assault); Walton, 135 F.4th at 1075 (“A per se nonconsent rule would run counter to the Supreme Court’s instruction by broadly and indeed categorically expanding Eighth Amendment liability in one fell swoop—without regard to the unique factual circumstances that could a