4:24-cv-04927•Swarm Technology LLC v. Hewlett Packard Enterprise Company
Testo completo
UNITED STATES DISTRICT COURT SOUTHERN DISTRICT OF TEXAS HOUSTON DIVISION Swarm Technology LLC, Plaintiff, v. Hewlett Packard Enterprise Company, Defendant. § § § § § § § § Civil Action H-24-4927 MEMORANDUM AND RECOMMENDATION This case has been referred to the undersigned magistrate judge pursuant to 28 U.S.C. § 636(b)(1). ECF No. 36. Swarm Technology LLC (Swarm) filed this lawsuit against Hewlett Packard Enterprise Company (HPE), alleging infringement of U.S. Patent No. 12,159,1611 (the ’161 Patent).2 ECF No. 30; ECF No. 53-2. The court held a claim construction (Markman3 ) hearing on December 4, 2025. See Hearing Transcript, ECF No. 72. 1. Background The ’161 Patent is titled “System and Method for Swarm Collaborative Intelligence Using Dynamically Configurable Proactive Autonomous Agents.” The patent states that “[t]he present invention generally relates to parallel-process computing, and particularly to a processing architecture which involves autonomous co-processors configured to proactively retrieve tasks from a task pool populated by a central processing unit.” 1:19–23. 1 Where citing to the specification and claims of the ’161 Patent, the court uses the format “column:lines.” without naming the patent each time. 2 Swarm also alleged infringement of U.S. Patent No. 10,592,275 (the ’275 Patent) but has since limited its allegations to the ’161 Patent. See ECF No. 61; ECF No. 53-2. 3 Markman v. Westview Instruments, 517 U.S. 370, 372 (1996). United States District Court Southern District of Texas ENTERED January 23, 2026 Nathan Ochsner, Clerk Case 4:24-cv-04927 Document 79 Filed 01/23/26 in TXSD Page 1 of 16
2 The U.S. Patent and Trademark Office (PTO) issued the ’161 Patent on December 3, 2024. The ’161 Patent is the fourth in a family of patents. 1:8–15. Preceding the ’161 Patent is the ’275 Patent, issued on March 17, 2020, which is a continuation of U.S. Patent No. 9,852,004, (the ’004 Patent) issued on Dec. 26, 2017, which is a continuation of U.S. Patent No. 9,146,777, (the ’777 Patent) issued on Sep. 29, 2015. Id.; ’275 Patent, ECF No. 1-1. The court has read and carefully considered all the parties’ filings and evidence as to claim construction. For reasons of judicial economy, however, the court has not addressed in writing every single argument that the parties have made. The parties should thus not assume that the court has failed to consider an argument or evidence that is not specifically discussed herein. 2. Legal Standard for Claim Construction “The purpose of claim construction is to ‘determin[e] the meaning and scope of the patent claims asserted to be infringed.’” Lemoine v. Mossberg Corp., 2020-2140, 2021 WL 4199934, at *2 (Fed. Cir. Sept. 15, 2021) (alteration in original) (quoting Markman v. Westview Instruments, Inc., 52 F.3d 967, 976 (Fed. Cir. 1995)). In construing patent claims, context is important. See, e.g., Lemoine, 2021 WL 4199934, at *2 (finding that the preamble of the patent provided “important context for the nature and structure of the invention being claimed” without which it was “difficult to make sense of the claims”); Ultimax Cement Mfg. Corp. v. CTS Cement Mfg. Corp., 587 F.3d 1339, 1347–48 (Fed. Cir. 2009) (relying on “the context in which the term was used within the claim and the specification” to determine the “proper construction”). Claim construction is an issue of law to the extent that it is decided on the intrinsic evidence. Data Engine Techs. LLC v. Google LLC, 10 F.4th 1375, 1380 (Fed. Cir. 2021); see also Teva Case 4:24-cv-04927 Document 79 Filed 01/23/26 in TXSD Page 2 of 16
3 Pharms. USA, Inc. v. Sandoz, Inc., 574 U.S. 318, 326 (2015) (stating that “the ultimate issue of the proper construction of a claim should be treated as a question of law”). Unless the inventor acts as a lexicographer and defines claim terms in a special way, “[t]he words of a claim are generally given their ordinary meaning, which is ‘the meaning that the term would have to a person of ordinary skill in the art in question at the time of the invention.’” Data Engine Techs. LLC, 10 F.4th at 1381–82 (quoting Phillips v. AWH Corp., 415 F.3d 1303, 1312–13 (Fed. Cir. 2005) (en banc)); see also Phillips, 415 F.3d at 1316 (allowing inventors to give claim terms special meanings). For purposes of claim construction, “a person of ordinary skill in the art is deemed to read the claim term not only in the context of a particular claim in which the disputed term appears, but in the context of the entire patent, including the specification.” Phillips, 415 F.3d at 1313. The claims are the portion of the patent that define “the scope of the patentee’s rights.” Teva Pharms. USA, Inc., 574 U.S. at 321. The court must read the claims, however, in light of the specification and the prosecution history if in evidence. Data Engine Techs. LLC, 10 F.4th at 1382 (quoting Phillips, 415 F.3d at 1315, 1317 (referring to the patent as “a fully integrated written instrument” consisting of a specification that concludes with the patent claims)). “Typically, the specification is the best guide for construing the claims.” Lemoine, 2021 WL 4199934, at *2 (citing Vitronics Corp. v. Conceptronic, Inc., 90 F.3d 1576, 1582 (Fed. Cir. 1996) (“[T]he specification is always highly relevant to the claim construction analysis. Usually, it is dispositive; it is the single best guide to the meaning of a disputed term.”)). A court also may rely on extrinsic evidence, which includes dictionaries and expert testimony. Phillips, 415 F.3d at 1317; Grace Instrument Indus., LLC v. Chandler Instruments Co., LLC, 57 F.4th 1001, 1008 (Fed. Cir. 2023). Case 4:24-cv-04927 Document 79 Filed 01/23/26 in TXSD Page 3 of 16
4 [E]xpert testimony can be useful to a court for a variety of purposes, such as to provide background on the technology at issue, to explain how an invention works, to ensure that the court’s understanding of the technical aspects of the patent is consistent with that of a person of skill in the art, or to establish that a particular term in the patent or the prior art has a particular meaning in the pertinent field. Phillips, 415 F.3d at 1318. To the extent, however, that the expert testimony is conclusory, unsupported, and “clearly at odds with the claim construction mandated by the claims themselves, the written description, and the prosecution history,” it should be discounted. Id. (quoting Key Pharms. v. Hercon Labs. Corp., 161 F.3d 709, 716 (Fed. Cir. 1998)). Claim construction may require that the district court “make ‘credibility judgments’ about witnesses.” Teva Pharms. USA, Inc., 574 U.S. at 327. 3. Claim Construction The parties dispute the meaning of these claim terms: (1) task, (2) task pool, (3) primary controller, (4) and device function reconfiguration task/reconfiguration of a device function. The parties agree to the meaning of these terms: (1) task type, (2) proactively, (3) configured to, (4) CPU/controller, and (5) searching within the task pool . . . for one or more first tasks. 4 In construing the disputed claim terms and phrases, the court has focused first and foremost on the claim language and the specification’s description. The court notes when it has also consulted a dictionary and considered the expert testimony to determine the meaning of the claim language to one of ordinary skill in the art at the time of the invention. 4 The parties agree to the meaning of this phrase, “searching within the task pool . . . for one or more first tasks,” and its variations as used in Claims 8, 22, 25, 35, 37, 41, and 42. See ECF No. 66 at 16. Case 4:24-cv-04927 Document 79 Filed 01/23/26 in TXSD Page 4 of 16
5 A. Task type The parties agree and the court finds that a “task type” is “a task attribute that indicates which co-processors/cells are capable of performing a task.” See ECF No. 66 at 23. B. Proactively The parties agree and the court finds that “proactively” means “initiating change rather than reacting to events (i.e., not being told to act or not reactionary).” See ECF No. 66 at 29. C. Configured to The parties agree and the court finds that “configured to” means “actually programmed or actually equipped with hardware or software to.” See ECF No. 66 at 34. D. CPU/controller The parties agree and the court finds that the terms “CPU” and “controller” are interchangeable and do not require the court’s construction. ECF No. 62 at 36; ECF No. 63 at 22; Hearing Transcript, ECF No. 72 at 5:16–6:12 (“whether one says plain and ordinary meaning or the parties just aren’t disputing that, it requires a construction, we’re fine with the words of the claim without any further elaboration”). E. Searching within the task pool . . . for one or more first tasks At the Markman Hearing, the parties agreed to the court’s proposed construction of “searching within the task pool . . . for one or more first tasks.” Hearing Transcript, ECF No. 72 at 88:24–89:5. Thus, the parties agree, and the court finds that “searching within the task pool . . . for one or more first tasks” means “evaluating and choosing among the available tasks within the task pool in order to selectively retrieve one with an appropriate task type.” Id. F. Task Swarm argues that no construction is necessary for the term “task” because the plain and ordinary meaning, “a unit of work or Case 4:24-cv-04927 Document 79 Filed 01/23/26 in TXSD Page 5 of 16
6 computation,” applies. ECF No. 60 at 3. HPE argues that a “task” is “a component or subset of a computational requirement.” ECF No. 62 at 14. The term “task” is used in many of the claims, and its meaning is central to the patent. For example, Claim 1 recites, in part, “[a] processing system, comprising: a task pool; a primary controller configured to populate the task pool with a plurality of tasks, each task having a type field comprising a task type, and a status field[.]” 14:16–20 (emphasis added). Claim 2 recites the processing system of Claim 1, “wherein: the first task further comprises a function to be executed[.]” 14:33–34. Claim 8 covers, in part, “[a] method of dynamically controlling processing resources in a network comprising a task pool and a primary controller configured to populate the task pool with a first plurality of tasks each having a task type. . . [.]” 15:8–11. The ’161 Patent specification explains that the invention relates to parallel-process computing. 1:19–20. Traditional computer processors execute machine coded instructions serially. 1:47–48. Traditionally, “[t]o run a plurality of applications concurrently, a single processor interleaves instructions from various programs and executes them serially[.]” 1:48–50. It goes on to state that: True parallel or multi-core processing, on the other hand, is a computational approach that breaks large computational tasks into individual blocks of computations and distributes them among two or more processors. A computing architecture that uses task parallelism (parallel processing) divides a large computational requirement into discrete modules of executable code. 1:52–58. The specification explains that in a typical multiprocessor system, the CPU “partitions the computational requirements into tasks[,]” which are distributed to co-processors. 1:62–64. The Case 4:24-cv-04927 Document 79 Filed 01/23/26 in TXSD Page 6 of 16
7 specification explains that “[e]ach task thread 21 represents a computational task that may be a component or subset of the larger aggregate computational requirement imposed on the CPU 11.” 7:16–19. Swarm has stated to the PTO on multiple occasions that a task “represents a computational task that is a component or subset of a larger aggregate computational requirement imposed on the CPU[.]” Swarm’s Response ’004 Patent IPR, ECF No. 62-11 at 27, 56, 9; Swarm’s Response ’275 Patent IPR, ECF No. 62-12 at 58. Swarm also argued that a task “represents a computational task that may be a component or subset of a larger aggregate computational requirement imposed on the CPU[.]” ECF No. 62- 12 at 33, 10 (emphasis added). Said another way, Swarm explained that the CPU “divide[s] an aggregate computational problem into a group of tasks,” or “partitions an aggregate computing requirement into a plurality of tasks[.]” Id. at 12. Swarm also argued that the prior art was distinguishable from its invention because the prior art did not “divide a large computational task into smaller groups of tasks[.]” ECF No. 62-11 at 24. The Federal Circuit explained that a CPU “breaks down large computational tasks into individual blocks of computations[.]” Swarm Tech. LLC v. Amazon.com, Inc., No. 2023- 2323, 2025 WL 1793698, at *1 (Fed. Cir. June 30, 2025). The court finds that a “task” is “a discreet block of computations or machine executable instructions that is part of the CPU’s overall computational requirement.” G. Task pool Swarm argues that “‘task pool’ requires no construction, and should be accorded its plain and ordinary meaning as described in the specification: hardware and/or software for managing tasks.” ECF No. 60 at 5. HPE argues that a “task pool” is “a collection of tasks of multiple types.” ECF No. 62 at 18. Case 4:24-cv-04927 Document 79 Filed 01/23/26 in TXSD Page 7 of 16
8 The claims contemplate that a plurality of tasks will populate the task pool. For example, the claims often refer to a primary controller that is “configured to populate the task pool with a plurality of tasks.” 14:18–19; 17:48–49; 18:3–4; 21:17–18; 22:18–19; 23:8–9. The claims also contemplate that the task pool can send and receive notifications to and from the CPU and co-processors. 14:56–57 (“prior to the task pool sending the second notification to the controller of completion of the first task”); 14:63–65 (“the first co-processor is configured to process the second task and notify the task pool upon completion of the second task”); 16:24–25 (“programming the CPU to communicate with the task pool”). The specification explains that the task pool, after being populated by the CPU, “contains one or more task threads,” where each task thread may contain one or more discrete tasks. 7:15–22. Thus, a populated task pool may contain one or more tasks. The specification also states that the task pool may be software based or “disposed in a dedicated hardware block.” 7:9–14. The court finds that a “task pool” is “hardware or software that contains the available tasks.” The words of each claim must be read in conjunction with this definition to determine the scope of the claimed invention. The court’s definition does not exclude the possibility that the task pool may contain only one task or a single task type when populated. This definition also does not exclude the possibility that the task pool will send and receive notifications. H. Primary controller Swarm argues that “‘primary controller’ requires no construction, and should be accorded the ordinary meaning it has in the field of computing and as described in the specification: hardware and/or software for managing a network and for accessing the task pool.” Swarm argues that “primary controller” Case 4:24-cv-04927 Document 79 Filed 01/23/26 in TXSD Page 8 of 16
9 is used interchangeably with “CPU” and “controller.” ECF No. 60 at 18. HPE argues that “primary controller” is indefinite. Patent claims are indefinite if, when read in light of the intrinsic evidence, “they do not ‘inform those skilled in the art about the scope of the invention with reasonable certainty.’” Horizon Pharma, Inc. v. Dr. Reddy’s Lab’ys Inc., 839 F. App’x 500, 505 (Fed. Cir. 2021) (quoting Nautilus, Inc. v. Biosig Instruments, Inc., 572 U.S. 898, 910 (2014)). “The definiteness requirement . . . mandates clarity, while recognizing that absolute precision is unattainable.” Nautilus, 572 U.S. at 910. Because “[a] lack of definiteness renders invalid ‘the patent or any claim in suit[,]’” the burden of proof is by clear and convincing evidence. Nautilus, Inc., 572 U.S. at 902; Biosig Instruments, Inc. v. Nautilus, Inc., 783 F.3d 1374, 1377 (Fed. Cir. 2015). Many patent claims in the ’161 Patent refer to a “primary controller” (e.g., Claims 1, 8, 9, 25, 26, and 37–42). See, e.g., 14:18; 15:9–10; 15:36; 17:48, 67; 18:3, 26; and 21:16. Often, the claims state that the primary controller is configured to populate the task pool with a plurality of tasks. The claims do not explicitly state how a primary controller is different from any other controller.5 The claims also sometimes use “primary controller” synonymously with “CPU” and “controller.” See, e.g., Claims 1, 26, 38, 39, 40. The specification describes multiple embodiments, which the court separates into three situations. (1) A system that may contain more than one controller and more than one task pool, without describing which controller is “primary”; (2) a system with a single controller, not referred to as a “primary” controller; and 5 Swarm spends most of its reply brief differentiating the primary controller from co- processors. ECF No. 63 at 14–16. This distinction does not inform the court about how the primary controller is different from a “controller” or “CPU.” The parties agree that “CPU” and “controller” are interchangeable terms. Case 4:24-cv-04927 Document 79 Filed 01/23/26 in TXSD Page 9 of 16
10 (3) a system with a single controller described as a “primary control unit.” As to the first situation, the specification states that the system may include more than one CPU and more than one task pool, “in which case a particular CPU 11 may interact exclusively with a particular task pool 13, or multiple CPUs 11 may share one or more task pools[.]” 4:56–60. The specification does not describe which of the multiple CPUs that may populate the task pool is the “primary controller.” The specification does not ever use the word “primary” when describing such an embodiment. Swarm’s argument seems to indicate that all CPUs that populate a task pool are also the “primary controller.” See, e.g., Hearing Transcript, ECF No. 72 at 76:24–77:22 (“Primary controller equals controller. Neither are equal to coprocessors.”). As to the second situation, the specification describes a system including one CPU or controller, a task pool, and one or more co-processors. See, e.g., 3:62–65; 4:37–45; 12:41–44. The controller in these examples is not referred to as a “primary controller.” As to the third situation, the specification refers to a system with one controller that is the “primary control unit.”6 11:65–66. This is the only reference to “primary” in the specification. Referring to Figure 5, the specification explains that “an internet of things network 500 use case illustrates the dynamic harnessing of nearby (or otherwise available) devices. Network 500 includes a primary control unit 502 (e.g., a laptop, tablet, or gaming device), a task pool 504, a first co-processor device 506, and a second co- processor device[].” 11:65–12:1. The specification provides an example wherein a laptop connects to the task pool and populates 6 The patent does not explicitly say that a primary control unit is the same as a primary controller. Case 4:24-cv-04927 Document 79 Filed 01/23/26 in TXSD Page 10 of 16
11 it with computationally intensive tasks. 12:3–30. Then, a nearby underutilized device, such as a smart phone, connects to the task pool and becomes a co-processor assisting the laptop. Id. Under these circumstances, there is only one controller, which is described as the “primary” control unit. The court turns to the remaining evidence. The prosecution history shows that Swarm argued that a controller is a “system level controller.” IPR ’275 Patent Hearing, ECF No. 62-14 at 35:1– 3. It is not clear how a “system level controller” varies from the “primary controller” claimed in the ’161 Patent. HPE provides extrinsic evidence from Dr. William Michalson. Dr. Michalson states in his declaration that the scope of the claims that include the term “primary controller” is uncertain to one of ordinary skill in the art because the claims and specification do not provide guidance on what a “primary controller” is, as opposed to any other type of controller.7 ECF No. 62-3 at 17 ¶ 45. In common usage, “primary” means “first in order of time or development” or “of first rank, importance, or value.” Primary, M ERRIAM -W EBSTER, https://www.merriam-webster.com/ dictionary/primary (last visited Jan. 14, 2026) (that definition implies that there can be only one “primary” element in a given system). “[A] patent is invalid for indefiniteness if its claims, read in light of the specification delineating the patent, and the prosecution history, fail to inform, with reasonable certainty, those skilled in the art about the scope of the invention.” Biosig Instruments, Inc. v. Nautilus, Inc., 783 F.3d 1374, 1377 (Fed. Cir. 2015). Claims must always be read in light of the specification. 7 Dr. Michalson’s testimony is unrebutted. Even so, the court understands that “expert reports and testimony [are] generated at the time of and for the purpose of litigation and thus can suffer from bias that is not present in intrinsic evidence.” See Phillips, 415 F.3d at 1318. Case 4:24-cv-04927 Document 79 Filed 01/23/26 in TXSD Page 11 of 16
12 SimpleAir, Inc. v. Sony Ericsson Mobile Commc’ns AB, 820 F.3d 419, 429–30 (Fed. Cir. 2016). “The construction that stays true to the claim language and most naturally aligns with the patent’s description of the invention will be, in the end, the correct construction.” Id. at 430. The Federal Circuit has explained that interpretations that render some portion of the claim language superfluous are disfavored. SimpleAir, Inc., 820 F.3d at 429. However, that preference is “not an inflexible rule that supersedes all other principles of claim construction.” Id. For example, in Intel Corp. v. Qualcomm Inc., 21 F.4th 801, 809–10 (Fed. Cir. 2021), the court explained that every buffer is implemented in hardware. Thus, “hardware buffer” “must mean something more than just a ‘buffer implemented in hardware,’ . . . or else the word ‘hardware’ would be erased from the claims.” Id. It is also highly disfavored to construe terms in a way that renders them void or meaningless. Wasica Fin. GmbH v. Cont’l Auto. Sys., Inc., 853 F.3d 1272, 1288 n.10 (Fed. Cir. 2017). The Federal Circuit has also held that, where a patent allows multiple methods that lead to different results, without guidance as to which method should be used, patent claims are indefinite. Dow Chem. Co. v. Nova Chemicals Corp., 803 F.3d 620, 633–34 (Fed. Cir. 2015); Teva Pharm. USA, Inc. v. Sandoz, Inc., 789 F.3d 1335, 1344–45 (Fed. Cir. 2015). Although “some modicum of uncertainty” is tolerated, “the patent and prosecution history must disclose a single known approach or establish that, where multiple known approaches exist, a person having ordinary skill in the art would know which approach to select.” Dow Chem. Co., 803 F.3d at 630. In other words, a patent must afford clear notice of what is claimed, thereby apprising the public of what is still open to them. Teva Pharm., 789 F.3d at 1341. Case 4:24-cv-04927 Document 79 Filed 01/23/26 in TXSD Page 12 of 16
13 Here, the word “primary” should distinguish the “primary controller” from any other controller or CPU. The claims and specification do not inform, with reasonable certainty, those skilled in the art how to identify which controller in a given system is “primary.” The intrinsic evidence does not clarify what controller is “primary.” The unrebutted extrinsic evidence shows that the term “primary controller” has no specific meaning to one of ordinary skill in the art. A person of ordinary skill in the art, presented with a system having multiple controllers would have no way of determining which one is “primary.” Similarly, a person of ordinary skill in the art presented with a system having a single controller would have no way of knowing whether the single controller would qualify as “primary.” The patent does not afford a clear notice of what is claimed. The ’161 Patent’s claims, read in light of the specification and the prosecution history, fail to inform, with reasonable certainty, those skilled in the art about the scope of the primary controller. The court finds that “primary controller” is indefinite. I. Device function reconfiguration task Swarm argues that “device function reconfiguration task” and “reconfiguration of a device function” require no construction and should be accorded the ordinary meaning it has in the field of computing and as described in the specification: “a task or process which modifies a device’s capabilities.” ECF No. 60 at 15–16. HPE argues that these claim terms are indefinite. HPE argues that the claims provide no definition of “reconfiguration” and that, “[w]ithout any criteria to distinguish a ‘reconfiguration task’ from other tasks, one of ordinary skill in the art is unable to ascertain the intended scope.” In response, Swarm argues that “a reconfiguration task generally refers to a task which reconfigures a device.” ECF No. 63 at 17. Case 4:24-cv-04927 Document 79 Filed 01/23/26 in TXSD Page 13 of 16
14 The parties agree that “configured to” means “actually programmed or actually equipped with hardware or software to.” Claim 37 is the only claim that mentions “reconfiguration.” 21:14–36 (emphasis added). The Claim, in its entirety, recites: 21:13–36. The specification provides examples of a device. 11:42– 52. The specification states that an internet of things network includes a controller, a task pool, and “various devices.” Id. Examples of a “device” include a light bulb, a thermostat, an electrical receptacle, a power switch, an appliance, a vehicle, a keyboard, and “virtually any other plug and play device or application capable of interfacing with a network.” 11:47–52. The claim states that the first cell is configured to operate a device. The first task “comprises a reconfiguration of a device function of the device to perform a second task from the plurality of tasks[.]” 21:34–36. Apparently, after the first cell performs the first task, the device is enabled to perform a “second task.” Case 4:24-cv-04927 Document 79 Filed 01/23/26 in TXSD Page 14 of 16
15 Nowhere in the specification or claims is such an operation disclosed. There is no intrinsic evidence to explain what “reconfiguration” means in the context of Claim 37. There is no explanation in the claim or specification that defines the scope of a reconfiguration or how a reconfiguration task otherwise differs from other tasks. The closest the specification comes to describing what is recited in Claim 37 is the discussion of Figure 5. 11:63–12:30. There, the specification refers to a nearby underutilized device, such as a smartphone. 12:22. The smartphone connects to the task pool and retrieves an appropriate task. 12:23–24. The smartphone thus “becomes a co-processor seamlessly assisting the laptop.” 12:25–26. The specification goes on to say that “even the processing power of an available light-bulb 506 may become a co-processor to the laptop.” 12:29–30. The problem is that this discussion does not describe any sort of reconfiguration of the smartphone or the lightbulb. There is no indication that the lightbulb, for example, needed to be reconfigured to perform a task, or if any reconfiguration took place, how that happened. One is simply left to guess. “[A] claim term is indefinite if it ‘leave[s] the skilled artisan to consult the unpredictable vagaries of any one person’s opinion.’” Dow Chem. Co., 803 F.3d at 635. The patent and prosecution history do not inform those skilled in the art about the scope of “device function reconfiguration task” or “reconfiguration of a device function.” Accordingly, the court finds that “device function reconfiguration task” and “reconfiguration of a device function” are indefinite. 4. Conclusion The parties have fourteen days from service of this Memorandum and Recommendation to file written objections. 28 U.S.C. § 636(b)(1); Fed. R. Civ. P. 72. Failure to timely file Case 4:24-cv-04927 Document 79 Filed 01/23/26 in TXSD Page 15 of 16
16 objections will preclude appellate review of factual findings or legal conclusions, except for plain error. See Thomas v. Arn, 474 U.S. 140, 147–49 (1985); Rodriguez v. Bowen, 857 F.2d 275, 276– 77 (5th Cir. 1988). Signed at Houston, Texas on January 23, 2026. ______________________________________ Peter Bray United States Magistrate Judge Case 4:24-cv-04927 Document 79 Filed 01/23/26 in TXSD Page 16 of 16
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