Maria Pena sustained injuries as a result of a tasing by police officers for the City of Rio Grande City. Pena sued the city and two of the officers in state court, alleging excessive force under 42 U.S.C. § 1983 and negligence under the Texas Tort Claims Act (“TTCA”).[1] Upon removal, the district court denied Pena’s motion for leave to amend, dismissed her claims against the officers, and entered judgment on the pleadings for the city. Because the district court erred in disregarding Pena’s proposed amended complaint, and because that complaint stated plausible claims against the officers, we vacate and remand for the court to consider whether Pena’s pleadings survive the officers’ defense of qualified immunity (“QI”). We affirm in part, vacate in part, and remand.I.Pena sued the city, Lieutenant Jose Solis, and Officer Rosa Salinas after Pena was seized by Salinas with a taser. The circumstances surrounding the incident are disputed, but it appears that the police intervened after observing an altercation between Pena and her father near their family car. Officer Humberto Vela, the first to intercede, attempted to extract Pena from the back seat. Pena fled, and Salinas pursued on foot. At Solis’s order, Salinas fired her taser at Pena, and the barbs attached to Pena’s back and scalp. She fell to the ground with injuries to her face and teeth.Pena initially sued the city, alleging negligence under the TTCA, then added § 1983 excessive-force claims against the city, Salinas, and Solis. The city moved for judgment on the pleadings, and the officers moved to dismiss for failure to state a claim and raised the defense of QI. Upon removal to federal court, Pena twice sought leave to amend her state-court complaint, presumably to satisfy the federal pleading standard. Both motions referenced her proposed amended complaint, but an exhibit of the complaint was attached only to her initial motion. The district court looked only to Pena’s second motion to amend and found that allowing the remaining amendments proposed in that motion would be futile. The court dismissed the claims against the officers without reaching the QI defense, and it entered judgment on the pleadings for the city.II.Pena asserts the district court erred in evaluating her complaint under the federal “plausibility” standard instead of Texas’s more lenient “fair notice” standard. She maintains that Federal Rule of Civil Procedure 8 does not apply to filings before removal.[2] This court has yet to address that question squarely, but our closest precedent and considerations of practicality weigh heavily against Pena’s position.A removed action does not need to be repleaded “unless the court orders it.” FED. R. CIV. P. 81(c)(2). In a removed case, plaintiffs can rely on the state pleadings, whatever the state pleading standard, absent a challenge to their validity. See White v. State Farm Mut. Auto. Ins. Co., 479 F. App’x 556, 561 (5th Cir. 2012) (per curiam). Where, as here, the defendants challenge the pleadings, we conclude, as we will explain, that the federal pleading standard applies.In International Energy Ventures Management, L.L.C. v. United Energy Group, Ltd., 818 F.3d 193, 199 (5th Cir. 2016), this court’s diversity jurisdiction depended on whether a non-diverse defendant was properly joined before removal. To answer that question, we first had to determine whether the plaintiffs had stated a claim against the non-diverse defendant in their state- court pleadings. Id. We concluded that the pleadings must be reviewed under the federal pleading standard because the question of improper joinder “[a]t bottom . . . is solely about determining the federal court’s jurisdiction.” Id. at 202.[3] Pena asks that we distinguish International Energy on the ground that its reasoning was anchored in the underlying jurisdictional question. But there is no valid reason to cabin our decision in that way. Applying contextu- ally dependent pleading standards to removed cases would bring more confusion than clarity, especially in areas of federal law with specialized pleading standards, intertwined with the QI defense. Cf. Anderson v. Valdez, 845 F.3d 580, 589-90 (5th Cir. 2016). Upon removal, the federal pleading standards control.Pena complains this will unfairly prejudice plaintiffs, but our liberal amendment rules prove to the contrary. After the 21-day period in which pleadings may be amended “as a matter of course,” “[t]he court should freely give leave [to amend] when justice so requires.” FED. R. CIV. P. 15(a)(1)-(2). Removal from a notice-pleading jurisdiction is a natural time at which justice would call for the court to permit such an amendment. See Faulkner v. ADT Sec. Servs., Inc., 706 F.3d 1017, 1021 (9th Cir. 2013).The district court should not have denied Pena leave to amend to conform to the federal standard. This circuit does not require a complicated motion to amend, but only that “the party requesting amendment” “set forth with particularity the grounds for the amendment and the relief sought.”[4] The failure to attach a copy of the proposed complaint is not, on its own, fatal to a motion to amend. Zaidi v. Ehrlich, 732 F.2d 1218, 1220 (5th Cir. 1984); Davis v. United States, 961 F.2d 53, 57 (5th Cir. 1991). Though Pena failed to attach the amended complaint to her second motion, she pointed out, in both motions, that the case had been removed. Additionally, the proposed complaint was her first pleading in federal court upon removal. That is sufficient particularity to permit amendment, and the district court thus abused its discretion[5] in penalizing Pena for her clerical error.Nonetheless, the failure of the district court to review the proposed complaint does not, on its own, compel remand. “[W]here the district court’s denial of leave to amend was based solely on futility, this court applies a de novo standard of review ‘identical, in practice, to the standard used for reviewing a dismissal under Rule 12(b)(6).’”[6] Under that standard, we must evaluate the sufficiency of the proposed complaint and decide which, if any, of Pena’s claims survive the pleadings.III.Pena can assert her claims only to the extent they pass the plausible- pleading test of Ashcroft v. Iqbal, 556 U.S. 662, 678 (2009).[7] “To survive a motion to dismiss, a complaint must contain sufficient factual matter, accepted as true, to ‘state a claim to relief that is plausible on its face.’” Id. (quoting Bell Atl. Corp. v. Twombly, 550 U.S. 544, 570 (2007)). “Threadbare recitals of the elements of a cause of action, supported by mere conclusory statements, do not suffice.” Id. The city’s motion for judgment on the pleadings is subject to this same standard. Doe v. MySpace, Inc., 528 F.3d 413, 428 (5th Cir. 2008).A. Section 1983 Claims Against Salinas and SolisWe have outlined the proper procedural framework for addressing § 1983 claims at the pleading stage. Regardless of whether QI is asserted, a district court must first “determine whether the plaintiff has ‘file[d] a short and plain statement of his complaint, a statement that rests on more than conclusions alone.’” Anderson, 845 F.3d at 589-90 (quoting Schultea v. Wood, 47 F.3d 1427, 1433 (5th Cir. 1995) (en banc)). Only after the regular pleading requirement is satisfied can the court “insist that a plaintiff file a reply tailored to [the defendant's] answer [or motion to dismiss] pleading the defense of qualified immunity.” Id. at 590 (quoting Schultea, 47 F.3d at 1433-34). In Anderson, we first evaluated whether the complaint had sufficiently pleaded the elements of a First Amendment retaliation claim; only then did we proceed to the QI analysis. Id. at 590, 599. Here, the district court granted the officers’ motions to dismiss without reaching QI. Under the above framework, we begin by reviewing that determination in light of Pena’s proposed amended complaint.Pena asserts that Solis and Salinas used excessive force to seize her in violation of the Fourth Amendment. Her proposed amended complaint alleges that Vela approached to arrest her and that she did not physically assault either Vela or her father. While attempting the arrest, Vela threatened and attempted to dry-stun Pena, but she ran away. Pena claims that she was unarmed, not a threat to third parties, and not suspected of a crime while she fled.As Pena was fleeing, Solis gave three orders to the officers to fire their tasers. Salinas then fired hers while running, and the barbs lodged in Pena’s scalp and back. Pena fell to the ground, “causing burns and breaking two of her front teeth.” Once she was on the ground, Pena claims the electrical current continued to flow; Solis saw her “shaking” and ordered Salinas to turn off her taser. Pena alleges that “Salians deliver[ed] more than [one] electrical exposure charge” after she had been subdued.To state a claim for excessive force, Pena’s proposed complaint must allege “(1) an injury, which (2) resulted directly and only from the use of force that was clearly excessive to the need; and the excessiveness of which was (3) objectively unreasonable.” Bazan ex rel. Bazan v. Hidalgo Cty., 246 F.3d 481, 487 (5th Cir. 2001) (citation omitted). The second and third elements collapse into a single objective-reasonableness inquiry, see Scott v. Harris, 550 U.S. 372, 381 (2007), guided by the following Graham factors: “the severity of the crime at issue, whether the suspect poses an immediate threat to the safety of the officers or others, and whether he is actively resisting arrest or attempting to evade arrest by flight.” Graham v. Connor, 490 U.S. 386, 396 (1989).Pena easily satisfies the injury prong. The central question is whether she pleaded facts that plausibly suggest the officers’ conduct was objectively unreasonable. We analyze the officers separately because they are alleged to have participated in distinct ways: Whereas Solis gave the order to tase, Salinas fired the neutralizing shot. Cf. Kitchen v. Dallas Cty., 759 F.3d 468, 480 (5th Cir. 2014) (requiring separate QI analyses where the officers did not act in unison).1. SalinasPena presents two factual grounds for an excessive-force claim against Salinas: (1) that Salinas used the taser to stop Pena from fleeing and (2) that she continued to apply an electrical charge to Pena after she had struck the ground. The second allegation plausibly suggests objective unreasonableness. In Cooper v. Brown, 844 F.3d 517, 523-24 (5th Cir. 2016), we distinguished the initial use of a dog bite to restrain a suspect from the continued application of that same bite once the suspect was no longer resisting. We found it clearly established “that once an arrestee stops resisting, the degree of force an officer can employ is reduced.” Id. at 524 (discussing Bush v. Strain, 513 F.3d 492, 502 (2008); Newman v. Guedry, 703 F.3d 757, 762 (5th Cir. 2012)). More recently, in Darden v. City of Fort Worth, 866 F.3d 698, 706 (5th Cir. 2017), we held it objectively unreasonable to tase a suspect once he had “put his hands in the air” and was “no longer resisting arrest.”[8] Hence, the continued tasing of Pena once she had already hit the ground, and was no longer resisting, states a well-recognized excessive-force claim.The initial tasing, however, presents a closer question, given that Pena was fleeing. In Newman, which held it objectively unreasonable for officers to tase a non-resisting suspect, we specifically noted that “[n]o one contends that Newman attempted to flee.” Newman, 703 F.3d at 763. The absence of any evidence that the suspect had fled was significant likewise in Deville v. Mar- cantel, 567 F.3d 156, 167-68 (5th Cir. 2009), in which the police pulled a woman from her car during a traffic stop.Our decision in Zimmerman v. Cutler, 657 F. App’x 340, 342 (5th Cir. 2016 (per curiam), arguably presents the closest factual analogue. Zimmerman was struck with a taser after fleeing from the police, who had arrived to break up a verbal altercation. Id. We did not reach the question of excessive force, deciding only “that at the time of Zimmerman’s arrest it was not clearly established . . . that a single shot or use of a Taser to halt a fleeing misdemeanor suspect would amount to excessive force.” Id. at 347.Crucially, Pena’s proposed complaint alleges that she was not suspected of any crime when she fled, thus distinguishing her from the abovementioned plaintiffs. That characterization is belied by the police reports, but on a motion to dismiss, Pena’s well-pleaded factual allegations enjoy a presumption of truth.[9] Given her plausible allegation that she was a non-suspect at the time of her initial tasing, Pena’s pleadings in this regard also state a claim against Salinas for excessive force.2. SolisTwo theories of § 1983 liability potentially apply to Solis’s order to tase Pena: supervisor and bystander liability. The former obtains “if (1) [the supervisor] affirmatively participates in the acts that cause the constitutional deprivation, or (2) [the supervisor] implements unconstitutional policies that causally result in the constitutional injury.” Gates v. Tex. Dep’t of Prot. & Reg. Servs., 537 F.3d 404, 435 (5th Cir. 2008). “In order to establish supervisor liability for constitutional violations committed by subordinate employees, plaintiffs must show that the supervisor act[ed], or fail[ed] to act, with deliberate indifference to violations of others’ constitutional rights committed by their subordinates.” Porter v. Epps, 659 F.3d 440, 446 (5th Cir. 2011) (internal quotation marks and citation omitted, alterations and emphasis in original).Pena alleges that “Lt. Jose Solis . . . gave the order to tase Maria Julissa Pena . . . three (3) times.” We infer from the inclusion of his title, “Lieutenant,” and the use of “order,” that Solis was in a position to direct Salinas to use the taser against Pena. A superior officer issuing a direct order to a subordinate to use excessive force demonstrates both the necessary action and causality for a supervisor-liability claim. Pena’s proposed amended complaint thus stated a claim against Solis under this theory.There is bystander liability for an “officer who is present at the scene and does not take reasonable measures to protect a suspect from another officer’s use of excessive force “ Hale v. Townley, 45 F.3d 914, 919 (5th Cir. 1995). This theory most naturally applies to the allegation that the electrical charge continued to be applied after Pena was on the ground and no longer resisting. The facts, as pleaded, relieve Solis from liability on this theory. As pleaded, it was Solis who noticed that Pena was “‘shaking’ from the electrical current and then ordered Officer Salinas to ‘shut off the taser.’” Solis took “reasonable measures” to stop the application of the charge once he noticed Pena was still “shaking” on the ground. The proposed complaint does not state a claim against Solis on this theory.3. Qualified ImmunityHaving determined that Pena sufficiently pleaded Fourth Amendment violations by both officers, we would ordinarily turn to QI and decide whether said violations were clearly established at the time of the incident. Anderson, 845 F.3d at 599. But the district court found the complaint deficient on its face and never reached QI. Because, as a “general rule,” we do “not consider an issue not passed upon below,”[10] we remand for the district court to decide in the first instance whether QI defeats Pena’s proposed amended complaint.[11]B. Section 1983 Claims Against the CityOn appeal, Pena presses two theories of municipal liability: that the city (1) had a policy of tasing juvenile non-suspects and moving targets without regard for resulting secondary injuries and (2) failed adequately to train its officers not to use a taser in the aforementioned circumstances. Though Pena need not offer proof of her allegations at this stage, she still must plead facts that plausibly support each element of § 1983 municipal liability under either theory. See Iqbal, 556 U.S. at 678.1. Policy LiabilityWe begin with the three elements of municipal liability under § 1983: “[A] plaintiff must show that (1) an official policy (2) promulgated by the municipal policymaker (3) was the moving force behind the violation of a constitutional right.” Hicks-Fields v. Harris Cty., 860 F.3d 803, 808 (5th Cir. 2017) (citations omitted), cert. denied, 2017 U.S. LEXIS 7214 (U.S. Dec. 4, 2017). Pena’s complaint fails the first two prongs.The first policy prong “includes the decisions of a government’s lawmakers, the acts of its policymaking officials, and practices so persistent and widespread as to practically have the force of law.” Connick v. Thompson, 563 U.S. 51, 61 (2011) (citations omitted); Peterson v. City of Fort Worth, 588 F.3d 838, 850-51 (5th Cir. 2009). To proceed beyond the pleading stage, a complaint’s “description of a policy or custom and its relationship to the underlying constitutional violation . . . cannot be conclusory; it must contain specific facts.” Spiller v. City of Tex. City, Police Dep’t, 130 F.3d 162, 167 (5th Cir. 1997).[12] Pena’s complaint identifies just two “specific facts,” and neither plausibly suggests that the city has a policy of tasing non-suspect minors.Pena first cites the police department’s written taser policy—reaffirmed six weeks before the incident—that allows for the tasing of moving targets. But that policy is neither unconstitutional on its face nor causally connected to Pena’s excessive-force claim. As noted above, Pena’s allegations against the officers survive Rule 12(b)(6) not because she was running but because she was a non-threatening non-suspect. A felon in flight presents another matter entirely. Because the written policy that Pena identifies is causally irrelevant, it cannot demonstrate the persistent practice she alleges.[13]Aside from the abovementioned policy, the only “specific fact” in the complaint is the single incident in which Pena was involved. But plausibly to plead a practice “so persistent and widespread as to practically have the force of law,” Connick, 563 U.S. at 61, a plaintiff must do more than describe the incident that gave rise to his injury. In Spiller, 130 F.3d at 167, we rejected, as “vague and conclusory,” a claim by a black motorist, arrested without probable cause, that his arrest resulted from the police department’s general policy of “disre- gard[ing] . . . the rights of African American citizens” and of “engag[ing] [African Americans] without regard to probable cause to arrest.” Though Pena characterizes the relevant policy with greater particularity, her allegations are equally conclusional and utterly devoid of “factual enhancements.” Iqbal, 556 U.S. at 678 (citing Twombly, 550 U.S. at 557).[14] The complaint also fails § 1983′s “policymaker” prong. In Groden v. City of Dallas, 826 F.3d 280, 286 (5th Cir. 2016), we clarified that, because the identity of the policymaker is a legal question, courts should not “grant motions to dismiss for failing to plead [a] specific identity.” Rather, “the complaint need only allege facts that show an official policy, promulgated or ratified by the policymaker, under which the municipality is said to be liable.” Id. at 284. The plaintiff in Groden carried his burden of connecting the policy to the city council by alleging that the city “publically announced” the policy and that its “spokesman” gave “media interviews describing the new policy.” Id. at 286.A city cannot be liable for an unwritten custom unless “[a]ctual or constructive knowledge of such custom” is attributable to a city policymaker. Hicks-Fields, 860 F.3d at 808. Pena’s complaint invites no more than speculation that any particular policymaker, be it the chief of police or the city commission, knew about the alleged custom.[15] Without more, her allegation fails the second prong of § 1983 as well.2. Failure-to-Train LiabilityPena’s failure-to-train theory requires a plaintiff to prove that “1) the [city] failed to train or supervise the officers involved; 2) there is a causal connection between the alleged failure to supervise or train and the alleged violation of the plaintiff’s rights; and 3) the failure to train or supervise constituted deliberate indifference to the plaintiffs constitutional rights.” Thompson v. Uphsur Cty., 245 F.3d 447, 459 (5th Cir. 2001). Pena’s proposed complaint identifies multiple alleged inadequacies in the department’s taser-training program. She claims the city used uncertified taser trainers, that neither Solis nor Salinas was certified in taser use, and that officers were not trained regarding “secondary injuries for taser use,” the “appropriate methods for handling minors,” or “the legal use of force . . . and non-lethal weapons.” Of these many allegations, only the last bears a direct causal relationship to the specific constitutional violation at issue—the deployment of nonlethal weapons against minor non-suspects.[16] Unfortunately for Pena, that allegation fails on the third, deliberate-indifference prong.Because the “standard for [municipal] fault” is a “stringent” one, “[a] pattern of similar constitutional violations by untrained employees is ordinarily” required to show deliberate indifference. Connick, 563 U.S. at 62 (quotes and citations omitted). As noted above, Pena fails sufficiently to plead such a pattern.Pena suggests, in the alternative, that the single incident in which she was tased plausibly suggests deliberate indifference by the city. Though it is true that “a plaintiff may establish deliberate indifference” through “a single incident,” Burge v. St. Tammany Par., 336 F.3d 363, 372 (5th Cir. 2003) (citations omitted), Pena’s allegations lie well beyond the reach of this narrow exception.The Supreme Court first articulated the single-incident principle in City of Canton v. Harris, 489 U.S. 378, 390 n.10 (1989), by way of a hypothetical:[C]ity policymakers know to a moral certainty that their police officers will be required to arrest fleeing felons. The city has armed its officers with firearms, in part to allow them to accomplish this task. Thus, the need to train officers in the constitutional limitations on the use of deadly force . . . can be said to be “so obvious,” that failure to do so could properly be characterized as “deliberate indifference” to constitutional rights.Id. at 390 n.10. The Court has revisited the exception twice, each time declining to broaden its scope. See Bd. of Cty. Commrs v. Brown, 520 U.S. 397, 409 (1997); Connick v. Thompson, 563 U.S. 51, 63-71 (2011). In Connick, the Court was asked to extend the exception to a prosecutor’s Brady violation. In rejecting that invitation, the Court drew an instructive distinction between the Brady violation and the hypothetical in Canton:The obvious need for specific legal training that was present in the Canton scenario is absent here. Armed police must sometimes make split- second decisions with life-or-death consequences. There is no reason to assume that police academy applicants are familiar with the constitutional constraints on the use of deadly force. And, in the absence of training, there is no way for novice officers to obtain the legal knowledge they require. Under those circumstances there is an obvious need for some form of training.Connick, 563 U.S. at 63. The Court reasoned that those same considerations did not apply to “[a]ttorneys [who] are trained in the law and equipped with the tools to interpret and apply legal principles, understand constitutional limits, and exercise legal judgment.” Id.Our caselaw suggests, however, that the exception is generally reserved for those cases in which the government actor was provided no training whatsoever. In Brown v. Bryan County, 219 F.3d 450, 453-54, 462 (5th Cir. 2000), we held the single-incident exception satisfied where a reserve deputy, with “no training” from the police department applied excessive force during a car chase. Our later decisions have distinguished Brown, emphasizing that “there is a difference between a complete failure to train[] . . . and a failure to train in one limited area.”[17] Pena’s proposed complaint acknowledges that Solis and Salinas received taser training from other officers, so her allegations cannot satisfy the exacting test for the narrow single-incident exception.C. Texas Tort Claims ActFor her claim against the city under the TTCA, Pena alleges that Salinas negligently aimed the taser at her while she was running. The district court dismissed that claim because Pena was “unable to establish that sovereign immunity ha[d] been waived.” We agree.The TTCA waives the sovereign immunity enjoyed by Texas municipalities only “to the extent of liability created by [the statute].” TEX. CIV. PRAC. & REM. CODE § 101.025(a). The TTCA limits its waiver of liability on personal injury claims to negligence involving “the operation or use of a motor-driven vehicle or motor-driven equipment” to the extent the employee would be personally liable. Id. § 101.021.[18] Intentional torts are explicitly excepted from the waiver. Id. § 101.057.Pena contends that sovereign immunity is waived to the extent Salinas negligently aimed the taser, even though seizing Pena with the taser is unquestionably an intentional tort. This court has already decided, in accordance with the holdings of the Texas Supreme Court, that such a theory is not cognizable under the TTCA: “Claims of excessive force in the context of a lawful arrest arise out of a battery rather than negligence, whether the excessive force was intended or not.” Quinn v. Guerrero, 863 F.3d 353, 364 (5th Cir. 2017) (quoting City of Watauga v. Gordon, 434 S.W.3d 586, 593 (Tex. 2014)), petition for cert. filed (Nov. 6, 2017) (No. 17-686). “The determinative question is whether the negligence claim arises from the same facts that form the basis of the intentional-tort claim.” Id.Pena posits that Salinas’s firing of the taser at Pena’s head is an independent breach of a standard of care and thus negligence. But that is inextricably intertwined with the intentional tort of striking Pena with the taser,[19] and Quinn, id., forecloses Pena’s effort to bifurcate those two actions. Thus, the TTCA does not waive sovereign immunity with respect to Pena’s claims.In sum, the claims against the city entirely fail, but the claims against the officers survive at least the first half of the proper analysis at the pleading stage. The judgment of dismissal is thus AFFIRMED IN PART, VACATED IN PART, and REMANDED, with instruction to consider whether Pena’s pleadings against Solis and Salinas survive QI. We place no limitation on the matters that the district may consider and decide, as needed, on remand, and we make no suggestion as to the ultimate merits.