CachyOS has taken the overall performance lead in a fresh cross-platform test of AMD’s Ryzen AI 9 HX 470, beating the Windows 11 installation supplied with the system and edging both Ubuntu 26.04 LTS and Fedora Workstation 44 in an out-of-the-box comparison. The result is not a blanket Linux victory in every workload—Windows 11 retained meaningful leads in several graphics and encoding tests—but it is a persuasive demonstration that a performance-focused Linux distribution can extract more from AMD’s newest mobile-class silicon without hand-tuned settings. Phoronix’s full seven-page test is especially notable because it puts mainstream and enthusiast-oriented operating systems on the same compact PC rather than comparing abstract platform claims.
The hardware in question is the BOSGAME VTA-439, a mini PC based on AMD’s Ryzen AI 9 HX 470, formerly codenamed Gorgon Point. Phoronix tested the system as a complete retail-style configuration: a 12-core, 24-thread processor paired with Radeon 890M integrated graphics, 32GB of DDR5-5600 memory in a dual-channel arrangement, and a 1TB NVMe SSD. The test configuration and operating-system lineup are detailed in the original review.
That processor is a serious piece of compact-PC hardware rather than a modest low-power chip. AMD lists four Zen 5 cores and eight Zen 5c cores, for 12 physical cores and 24 threads, with boost speeds up to 5.2GHz. It also carries a default 28W TDP that can be configured from 15W to 54W, making system firmware, cooling, power policy, and operating-system scheduling particularly consequential to real-world results. AMD’s product specifications also confirm the presence of a 16-core Radeon 890M GPU running up to 3.1GHz.
The key value of this Windows 11 vs Linux performance benchmark is its approach. Microsoft Windows 11 Pro arrived preinstalled on the BOSGAME system and was updated through July 8. The Linux operating systems—Ubuntu 26.04 LTS, Fedora Workstation 44, and CachyOS—were then clean-installed and tested in their default configurations in mid-July. No manual kernel swaps, scheduler changes, compiler rebuilds, or post-install tuning were used to give one platform an artificial advantage. Phoronix explicitly describes the comparison as out-of-the-box testing.
That matters because CachyOS is designed around the very proposition being tested: performance improvements should arrive already enabled, rather than requiring users to become Linux performance engineers. Its showing therefore suggests that packaging policies, kernel configuration, scheduling decisions, and compiler choices can move the needle on modern AMD hardware.
Fedora Workstation 44, meanwhile, was released on April 28, 2026. Fedora’s current download page presents it as the mainstream desktop image for Intel and AMD x86_64 hardware, with the project recommending at least 4GB of RAM and 40GB of storage for a typical installation. Fedora’s official Workstation 44 page places it in a different role from Ubuntu LTS: a current, developer-friendly platform that tracks newer upstream components more aggressively.
CachyOS takes a more explicit performance-first position. The distribution says it rebuilds packages with x86-64-v3, x86-64-v4, and Zen 4-oriented optimizations, plus link-time optimization and profile-guided optimization where applicable. It layers those packages on top of a customized kernel with scheduler choices and desktop responsiveness as a core goal. CachyOS’s overview makes this strategy unusually transparent.
The important distinction is that CachyOS is not merely “Arch Linux with a different desktop theme.” It is a distribution-level attempt to turn low-level optimization practices—often associated with custom kernels and expert tuning—into a default desktop experience.
But high specifications do not automatically translate to uniform application performance. Operating systems and drivers must make good decisions about:
Instead, the results are workload-sensitive.
That is significant for the growing category of mini PCs used as compact production machines. CPU rendering, denoising, simulation, software builds, image processing, and parallel batch work are areas where thread scheduling and efficient use of all available cores matter more than polished consumer software integration.
In Blender specifically, CachyOS won several CPU-only scenes, while Fedora also secured victories in others. Windows 11 did win selected HIP-accelerated Blender tests, demonstrating that GPU compute remains a more complicated picture than the CPU results alone imply. The Blender results reinforce the broader conclusion: the right answer changes depending on whether the workload is CPU-bound or GPU-accelerated.
This nuance is useful for users who want excellent Ryzen AI 9 HX 470 performance but do not want a rolling-release operating system. Ubuntu 26.04 LTS and Fedora Workstation 44 were highly competitive, often trading first-place finishes with CachyOS and each other. The CachyOS advantage is meaningful, but it is not evidence that Ubuntu or Fedora are poor choices for AMD Gorgon Point systems.
For a Windows-focused creator whose workflow relies on applications or codecs that benefit from the Windows stack, those OpenAPV results carry practical weight. For users working with modern AV1 pipelines and open-source tools, the stronger Linux showing in SVT-AV1 may be the more relevant data point.
The broader lesson is straightforward: “video encoding” is not one workload. Encoder implementations, compiler behavior, runtime libraries, instruction-set use, and operating-system builds all influence outcomes. Choosing an operating system based on a single media benchmark would be as misleading as selecting a CPU based on a single game.
This does not mean modern Linux graphics are weak. It means that the particular Windows Radeon driver stack was faster in this OpenGL-heavy benchmark on this Ryzen AI 9 HX 470 system. That distinction matters for users of OpenGL-based engineering tools, visualization applications, legacy games, emulators, and creative software whose graphics path still leans on OpenGL.
CachyOS also surpassed Windows 11 in the native 3DMark Wild Life Extreme test, although Fedora could not run that proprietary benchmark because of a libc-related issue. Phoronix’s graphics test page records both the CachyOS win and Fedora’s test limitation.
That Fedora caveat deserves attention. A benchmark result can only speak for software that successfully installs and runs. For a user whose daily work depends on proprietary commercial tools, a compatibility failure is more consequential than a small throughput advantage in a different workload. Fedora’s inability to run this one benchmark does not invalidate its broader performance, but it is a reminder that ecosystem compatibility is itself part of platform performance.
For users buying a Ryzen AI mini PC for local models, the implication is practical: measure the exact model, quantization format, prompt-processing method, and inference back end that matter to the workflow. Vulkan, CPU BLAS, model size, and token-generation versus prompt-processing behavior can all alter the operating-system winner.
The project’s kernel documentation gets more specific. The default
Several elements can plausibly contribute to a faster desktop or workstation profile:
For enthusiasts, that flexibility is a feature. For a business workstation, a family PC, or an appliance-style mini PC that must remain stable with minimal supervision, it can be a cost.
That is highly appropriate for a Ryzen AI 9 HX 470 mini PC. It is less suitable as a universal recommendation for older desktops, mixed fleets, or environments where disk images must freely move between generations of CPUs.
For many users, especially in Windows-first enterprises, performance is one factor among several:
CachyOS is the most interesting choice for users who want maximum out-of-box Linux performance from current AMD hardware, particularly in CPU rendering, compiling, parallel processing, open-source media tools, and certain local AI workloads. Its lead was measurable enough to matter, and it achieved that lead without the test being framed around manual tuning. The overall result and methodology support that conclusion.
Ubuntu 26.04 LTS is the conservative Linux alternative. It remained close to CachyOS and Fedora in many workloads, won a number of benchmarks, and offers the longer support model expected from an LTS release. Canonical states that Ubuntu 26.04 LTS receives standard security maintenance through May 2031. Ubuntu’s lifecycle page makes it especially attractive for systems meant to stay in service for years.
Fedora Workstation 44 is the balanced, current Linux option. It remained highly competitive in performance and picked up wins in rendering, compute, and AI-adjacent tests. The trade-off is that its fast pace and comparatively short lifecycle may not suit every deployment, while individual proprietary tools can expose integration rough edges. Fedora’s Workstation 44 release page confirms its status as the current mainstream desktop release.
Windows 11 remains the safer default for Windows-centric software and some graphics workloads. Its strong OpenGL performance, several Vulkan integer wins, OpenAPV leads, and selected HIP or CPU BLAS successes show that the preinstalled operating system is not merely a compatibility fallback. The graphics results, encoding tests, and Llama.cpp measurements all provide concrete cases where Windows is the better performer.
CachyOS’s overall lead is a meaningful achievement because it came from a standard installation rather than a custom-built benchmark image. Its compiler optimizations, customized kernel, and performance-first defaults appear well aligned with AMD’s Gorgon Point architecture. Ubuntu 26.04 LTS and Fedora Workstation 44 also demonstrate that mainstream Linux has become exceptionally capable on this hardware, particularly for CPU-heavy professional and creative work.
At the same time, Windows 11 continues to justify its place on systems like the BOSGAME VTA-439. Its graphics-driver strengths, selected compute wins, and unmatched software ecosystem mean it remains the more pragmatic platform for many buyers. The benchmark does not crown a universal winner. It does, however, make one conclusion difficult to dismiss: on AMD Ryzen AI 9 HX 470 hardware, CachyOS is no longer an enthusiast curiosity—it is a serious performance option that can outperform Windows 11 where modern CPU throughput matters most.
Overview: A Mini PC Test With Bigger Implications
The hardware in question is the BOSGAME VTA-439, a mini PC based on AMD’s Ryzen AI 9 HX 470, formerly codenamed Gorgon Point. Phoronix tested the system as a complete retail-style configuration: a 12-core, 24-thread processor paired with Radeon 890M integrated graphics, 32GB of DDR5-5600 memory in a dual-channel arrangement, and a 1TB NVMe SSD. The test configuration and operating-system lineup are detailed in the original review.That processor is a serious piece of compact-PC hardware rather than a modest low-power chip. AMD lists four Zen 5 cores and eight Zen 5c cores, for 12 physical cores and 24 threads, with boost speeds up to 5.2GHz. It also carries a default 28W TDP that can be configured from 15W to 54W, making system firmware, cooling, power policy, and operating-system scheduling particularly consequential to real-world results. AMD’s product specifications also confirm the presence of a 16-core Radeon 890M GPU running up to 3.1GHz.
The key value of this Windows 11 vs Linux performance benchmark is its approach. Microsoft Windows 11 Pro arrived preinstalled on the BOSGAME system and was updated through July 8. The Linux operating systems—Ubuntu 26.04 LTS, Fedora Workstation 44, and CachyOS—were then clean-installed and tested in their default configurations in mid-July. No manual kernel swaps, scheduler changes, compiler rebuilds, or post-install tuning were used to give one platform an artificial advantage. Phoronix explicitly describes the comparison as out-of-the-box testing.
That matters because CachyOS is designed around the very proposition being tested: performance improvements should arrive already enabled, rather than requiring users to become Linux performance engineers. Its showing therefore suggests that packaging policies, kernel configuration, scheduling decisions, and compiler choices can move the needle on modern AMD hardware.
The Software Lineup: Stable Defaults Versus Performance-First Defaults
The comparison spans three distinct approaches to desktop Linux alongside Windows 11:- Windows 11 Pro represents the manufacturer’s default consumer operating system and AMD’s most extensively supported desktop platform.
- Ubuntu 26.04 LTS represents the long-support, broad-compatibility Linux option favored by many enterprises, developers, and users who value predictable maintenance.
- Fedora Workstation 44 represents a fast-moving, upstream-focused desktop Linux distribution with a strong reputation for delivering current technologies.
- CachyOS represents the performance-tuned, Arch Linux-based alternative designed to optimize the software stack for modern CPUs.
Fedora Workstation 44, meanwhile, was released on April 28, 2026. Fedora’s current download page presents it as the mainstream desktop image for Intel and AMD x86_64 hardware, with the project recommending at least 4GB of RAM and 40GB of storage for a typical installation. Fedora’s official Workstation 44 page places it in a different role from Ubuntu LTS: a current, developer-friendly platform that tracks newer upstream components more aggressively.
CachyOS takes a more explicit performance-first position. The distribution says it rebuilds packages with x86-64-v3, x86-64-v4, and Zen 4-oriented optimizations, plus link-time optimization and profile-guided optimization where applicable. It layers those packages on top of a customized kernel with scheduler choices and desktop responsiveness as a core goal. CachyOS’s overview makes this strategy unusually transparent.
The important distinction is that CachyOS is not merely “Arch Linux with a different desktop theme.” It is a distribution-level attempt to turn low-level optimization practices—often associated with custom kernels and expert tuning—into a default desktop experience.
Why the Ryzen AI 9 HX 470 Is a Demanding Platform Test
AMD’s Ryzen AI 9 HX 470 combines heterogeneous CPU cores, a powerful integrated GPU, modern AI acceleration, PCIe 4.0 connectivity, and high-bandwidth DDR5 or LPDDR5X memory support. AMD rates the chip for up to 86 TOPS of aggregate AI performance, including up to 55 NPU TOPS, while its Radeon 890M graphics supports DirectX 12 and modern display outputs. AMD’s HX 470 specifications show why this class of chip is increasingly suitable for compact workstations, small-form-factor developer systems, and living-room gaming PCs.But high specifications do not automatically translate to uniform application performance. Operating systems and drivers must make good decisions about:
- Thread placement across performance-oriented Zen 5 and density-oriented Zen 5c cores.
- Boost behavior under sustained CPU and GPU load.
- Memory locality and cache utilization in highly parallel applications.
- GPU API driver maturity across Vulkan, OpenGL, and compute workflows.
- Thermal and power-management policy in a device with a configurable TDP range.
- Compiler-generated code quality for common applications and libraries.
CachyOS Wins the Overall Story, Not Every Chart
The headline conclusion deserves a precise reading. CachyOS came out ahead overall in this particular comparison, with a slight advantage over Ubuntu 26.04 LTS and Fedora Workstation 44 and more substantial advantages over Windows 11 in many CPU-oriented tasks. Yet the charts do not support the simplistic conclusion that Windows 11 is uncompetitive or that Linux always delivers superior performance on Radeon 890M graphics.Instead, the results are workload-sensitive.
CPU Rendering and Creator Workloads Favor Linux
The clearest pattern emerges in CPU-intensive rendering and content-creation workloads. In Java tests, LuxCoreRender, Intel Embree, Intel Open Image Denoise, OSPRay, OSPRay Studio, and numerous Blender CPU-only scenes, the Linux distributions generally ran ahead of Windows 11. CachyOS frequently finished first, but Ubuntu and Fedora also collected individual wins. The CPU and rendering benchmarks on pages three and four of the review show Linux pulling ahead in rendering-heavy work, while additional creator results show a similar pattern.That is significant for the growing category of mini PCs used as compact production machines. CPU rendering, denoising, simulation, software builds, image processing, and parallel batch work are areas where thread scheduling and efficient use of all available cores matter more than polished consumer software integration.
In Blender specifically, CachyOS won several CPU-only scenes, while Fedora also secured victories in others. Windows 11 did win selected HIP-accelerated Blender tests, demonstrating that GPU compute remains a more complicated picture than the CPU results alone imply. The Blender results reinforce the broader conclusion: the right answer changes depending on whether the workload is CPU-bound or GPU-accelerated.
Linux Does Not Mean One Linux Winner
CachyOS’s overall lead should not erase the strong performance of Ubuntu and Fedora. Ubuntu took first place in multiple DaCapo Java, Embree, Open Image Denoise, OSPRay, Stockfish, and Primesieve workloads. Fedora won individual LuxCoreRender, OSPRay, Blender, Primesieve, and Llama.cpp tests. Phoronix’s CPU workload results and later benchmark pages make clear that the standard Linux distributions were not distant followers.This nuance is useful for users who want excellent Ryzen AI 9 HX 470 performance but do not want a rolling-release operating system. Ubuntu 26.04 LTS and Fedora Workstation 44 were highly competitive, often trading first-place finishes with CachyOS and each other. The CachyOS advantage is meaningful, but it is not evidence that Ubuntu or Fedora are poor choices for AMD Gorgon Point systems.
Video Encoding Splits the Field
The encoding results are equally mixed. Windows 11 earned a number of first-place finishes in the OpenAPV video encoder tests, while Linux distributions collected more wins using SVT-AV1. The OpenAPV and SVT-AV1 results show why broad operating-system performance narratives need to be tempered by the actual tools a user runs.For a Windows-focused creator whose workflow relies on applications or codecs that benefit from the Windows stack, those OpenAPV results carry practical weight. For users working with modern AV1 pipelines and open-source tools, the stronger Linux showing in SVT-AV1 may be the more relevant data point.
The broader lesson is straightforward: “video encoding” is not one workload. Encoder implementations, compiler behavior, runtime libraries, instruction-set use, and operating-system builds all influence outcomes. Choosing an operating system based on a single media benchmark would be as misleading as selecting a CPU based on a single game.
Graphics Results: Windows 11 Retains Important Advantages
The Radeon 890M is one of the most capable integrated GPUs AMD has shipped, but the graphics portion of this test is where Windows 11 makes its strongest case.OpenGL Is a Clear Windows 11 Strength
In Unigine Superposition across Low, Medium, High, and Ultra quality presets, Windows 11 consistently outperformed the tested Linux distributions. The OpenGL benchmark results make this one of the least ambiguous findings in the entire review.This does not mean modern Linux graphics are weak. It means that the particular Windows Radeon driver stack was faster in this OpenGL-heavy benchmark on this Ryzen AI 9 HX 470 system. That distinction matters for users of OpenGL-based engineering tools, visualization applications, legacy games, emulators, and creative software whose graphics path still leans on OpenGL.
Vulkan Is More Competitive—and More Varied
Vulkan compute produced a less uniform outcome. Windows 11 was faster in several integer-focused tests, while Ubuntu and CachyOS won some floating-point or alternative vector tests. The review characterizes floating-point performance as broadly similar between the Windows Radeon driver and Linux’s Mesa RADV driver, with Windows showing more distinct strengths in INT32 and INT16 performance. The Vulkan compute analysis illustrates that API-specific driver behavior can outweigh simplistic assumptions about platform superiority.CachyOS also surpassed Windows 11 in the native 3DMark Wild Life Extreme test, although Fedora could not run that proprietary benchmark because of a libc-related issue. Phoronix’s graphics test page records both the CachyOS win and Fedora’s test limitation.
That Fedora caveat deserves attention. A benchmark result can only speak for software that successfully installs and runs. For a user whose daily work depends on proprietary commercial tools, a compatibility failure is more consequential than a small throughput advantage in a different workload. Fedora’s inability to run this one benchmark does not invalidate its broader performance, but it is a reminder that ecosystem compatibility is itself part of platform performance.
Local AI Testing Again Refuses a One-Platform Verdict
Llama.cpp results underline the same point. Linux frequently performed better with the Vulkan back end, while Windows 11 won several CPU BLAS cases. Fedora and Ubuntu also led individual tests. The Llama.cpp benchmark results show a fragmented but encouraging landscape for local AI experimentation on Radeon 890M graphics.For users buying a Ryzen AI mini PC for local models, the implication is practical: measure the exact model, quantization format, prompt-processing method, and inference back end that matter to the workflow. Vulkan, CPU BLAS, model size, and token-generation versus prompt-processing behavior can all alter the operating-system winner.
Why CachyOS Could Be Ahead
CachyOS’s performance design provides a credible explanation for why it leads or contends so frequently in CPU-bound workloads. The project states that its repositories use modern CPU-targeted compilation, link-time optimization, and profile-guided optimization. Its default kernel adds its own configuration choices and tuning rather than relying entirely on generic distribution defaults. CachyOS describes these package and kernel choices on its main site.The project’s kernel documentation gets more specific. The default
linux-cachyos kernel uses Clang with ThinLTO, a 1000Hz tick rate, and an AutoFDO performance profile; CachyOS also documents architecture-specific builds and multiple scheduler options, including EEVDF, BORE, and BMQ variants. The CachyOS kernel feature documentation details those technical choices.Several elements can plausibly contribute to a faster desktop or workstation profile:
- CPU-targeted binaries can take advantage of instruction-set baselines not available to distributions that prioritize maximum hardware compatibility.
- Link-time optimization can enable broader compiler optimizations across code units.
- Profile-guided optimization can tailor generated machine code toward observed execution patterns.
- Scheduler and preemption tuning can affect responsiveness, wake-up latency, and throughput under contention.
- AMD P-State-related enhancements may help the platform respond more effectively to changing CPU demand.
The Risks Behind the Performance Appeal
CachyOS’s result is compelling, but it does not eliminate the reasons many users choose Windows 11, Ubuntu LTS, or Fedora.Rolling Releases Require More Operational Attention
CachyOS is based on Arch Linux and uses a rolling-release model. That delivers current software rapidly, but it also means users must be more comfortable with frequent updates, occasional package transitions, and the possibility that new upstream components introduce regressions. CachyOS offers prebuilt modules and several kernel choices to reduce friction, but its own documentation confirms that the project supports a broad and actively evolving kernel stack. Its kernel documentation lists standard, LTS, hardened, real-time, server, and other kernel variants.For enthusiasts, that flexibility is a feature. For a business workstation, a family PC, or an appliance-style mini PC that must remain stable with minimal supervision, it can be a cost.
“Optimized” Can Narrow the Compatibility Envelope
Packages built for newer x86-64 instruction levels are excellent for supported modern processors, but optimization always involves targeting assumptions. CachyOS’s focus on x86-64-v3, x86-64-v4, and Zen-oriented builds is a deliberate choice to favor current capable hardware rather than the broadest possible legacy support. CachyOS outlines its optimized package strategy.That is highly appropriate for a Ryzen AI 9 HX 470 mini PC. It is less suitable as a universal recommendation for older desktops, mixed fleets, or environments where disk images must freely move between generations of CPUs.
Windows Still Has the Broader Consumer and Commercial Software Position
The OpenGL and selected GPU-compute results are not the only reasons Windows 11 remains relevant. Windows retains practical advantages for software that is unavailable on Linux, poorly supported through compatibility layers, or dependent on vendor-specific drivers and workflows. The Fedora 3DMark issue in this test is a small but useful example: even if a system is fast, a workflow has to run correctly first. The 3DMark limitation is noted in the benchmark results.For many users, especially in Windows-first enterprises, performance is one factor among several:
- Application compatibility.
- Peripheral and device-management support.
- Vendor warranty expectations.
- Security and identity infrastructure.
- Training and support availability.
- Ease of recovering from a software regression.
What This Means for Windows 11 Users Considering Linux
For Windows users evaluating a Ryzen AI 9 HX 470 mini PC, the benchmark should be read as an invitation to match the operating system to the workload rather than to abandon Windows 11 on principle.CachyOS is the most interesting choice for users who want maximum out-of-box Linux performance from current AMD hardware, particularly in CPU rendering, compiling, parallel processing, open-source media tools, and certain local AI workloads. Its lead was measurable enough to matter, and it achieved that lead without the test being framed around manual tuning. The overall result and methodology support that conclusion.
Ubuntu 26.04 LTS is the conservative Linux alternative. It remained close to CachyOS and Fedora in many workloads, won a number of benchmarks, and offers the longer support model expected from an LTS release. Canonical states that Ubuntu 26.04 LTS receives standard security maintenance through May 2031. Ubuntu’s lifecycle page makes it especially attractive for systems meant to stay in service for years.
Fedora Workstation 44 is the balanced, current Linux option. It remained highly competitive in performance and picked up wins in rendering, compute, and AI-adjacent tests. The trade-off is that its fast pace and comparatively short lifecycle may not suit every deployment, while individual proprietary tools can expose integration rough edges. Fedora’s Workstation 44 release page confirms its status as the current mainstream desktop release.
Windows 11 remains the safer default for Windows-centric software and some graphics workloads. Its strong OpenGL performance, several Vulkan integer wins, OpenAPV leads, and selected HIP or CPU BLAS successes show that the preinstalled operating system is not merely a compatibility fallback. The graphics results, encoding tests, and Llama.cpp measurements all provide concrete cases where Windows is the better performer.
Conclusion: The OS Has Become a Real Performance Component
The most important lesson from the Ryzen AI 9 HX 470 comparison is that operating-system choice now materially shapes the performance profile of modern AMD mini PCs. The processor, GPU, memory, and SSD were identical throughout the test; what changed was the software stack. That alone was enough to produce a distinctly different outcome depending on whether the task was CPU rendering, OpenGL graphics, AV1 encoding, Vulkan compute, Blender acceleration, or local AI inference.CachyOS’s overall lead is a meaningful achievement because it came from a standard installation rather than a custom-built benchmark image. Its compiler optimizations, customized kernel, and performance-first defaults appear well aligned with AMD’s Gorgon Point architecture. Ubuntu 26.04 LTS and Fedora Workstation 44 also demonstrate that mainstream Linux has become exceptionally capable on this hardware, particularly for CPU-heavy professional and creative work.
At the same time, Windows 11 continues to justify its place on systems like the BOSGAME VTA-439. Its graphics-driver strengths, selected compute wins, and unmatched software ecosystem mean it remains the more pragmatic platform for many buyers. The benchmark does not crown a universal winner. It does, however, make one conclusion difficult to dismiss: on AMD Ryzen AI 9 HX 470 hardware, CachyOS is no longer an enthusiast curiosity—it is a serious performance option that can outperform Windows 11 where modern CPU throughput matters most.
References
- Primary source: Phoronix
Published: Tue, 28 Jul 2026 13:33:00 GMT
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