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A ZDNET reviewer who expected a compact mini PC to struggle with local AI coding work reports the opposite. On the VZmore AX9 Max Mini PC, running the qwen3-coder:30b model through Ollama, he generated about 1,500 lines of code for a web app while the machine stayed usable. The app still needed database fixes before it ran, and the result comes from one author’s setup rather than a controlled benchmark. Jack Wallen’s verdict on his own expectations was blunt: “I was wrong. Very wrong.”
What the reviewer actually tested
The test had one concrete goal: ask a local coding model to build a usable application. Wallen asked the model for a web app for entering theatrical costume measurements, saving those measurements to a database, and letting users sign in. Nothing about the task was synthetic, which is why it is more informative than a token-speed chart, but it is still a single run described in one article.
How the setup was built
The workflow Wallen describes can be reproduced in outline. Treat the steps as the sequence he reports, not as a tested installation guide for your hardware.
The Tool Desk
Outbyte PC Repair FREERepair Windows errors before they cause bigger problemsFix Now →Outbyte Driver Updater FREEScan for outdated or missing drivers - takes under a minuteDriver Scan →- Replace the preinstalled Windows OS with Fedora Linux. The reviewer did not keep the factory operating system for this test.
- Install the Moose front end. Moose was the interface he used to work with the model.
- Install Ollama and use it to download the model.
- Pull
qwen3-coder:30band submit the costume-measurement web app request. - Fix the database commands in the generated code. Wallen says this step was necessary before the app worked.
He also configured Ollama to accept connections from other machines on his local network. That configuration is covered in its own section below.
#1 Best Overall
- 【Low Power for Always-On AI Workflows】At just 15W TDP, the GEEKOM A7 uses far less power than a traditional 350W desktop, helping reduce electricity costs, heat, and cooling noise during extended operation. That efficiency makes it ideal for keeping cloud AI assistants and AI Agent tasks running in the background—automating document summaries, email polishing, meeting notes, content rewriting, research, and scheduled workflows throughout the day. The energy savings can help recoup the device cost in about 1 year, making A7 a practical choice for 24/7 AI task hosting and efficient everyday computing.
- 【Ryzen 7 7730U – More Than a Low-Power PC】Think low power means less performance? Not here. The Ryzen 7 7730U mini computer packs 8 cores, 16 threads, and up to 4.5GHz, giving you the power to handle multitasking, dozens of tabs, video calls, and creative work smoothly. AMD Radeon Graphics supports 4K playback, multi-display work, photo editing, and casual gaming without a dedicated GPU. Compared with the Ryzen 7 5825U and Ryzen 5 7430U, it delivers up to 20% higher performance for faster response and smoother everyday computing—all in a compact, energy-efficient Mini desktop.
- 【Lock In More Memory Before It Costs More】32GB gives you the headroom most demanding tasks need today—and room to grow tomorrow. Built for heavy multitasking, content creation, large projects, and AI-assisted workloads, the GEEKOM mini pc starts you with twice the memory of a typical 16GB setup, so you can skip an immediate upgrade. With AI driving greater demand for memory, starting with 32GB is a smarter way to stay ready for what’s next. The 500GB PCIe Gen4 x4 SSD delivers fast storage, with support for up to 64GB RAM and 4TB SSD storage when you need more.
- 【Premium Metal Design & 3-Year Warranty】Why settle for plastic? The GEEKOM mini desktop features a premium aluminum alloy chassis that resists daily wear and helps dissipate heat during extended use. Rigorous quality testing and CE, FCC, and RoHS compliance support dependable performance, backed by a 3-year limited warranty and professional support for long-term peace of mind.
- 【One Mini PC, All Your Ports】Stay connected with dual USB-C ports, 5 USB 3.2 ports, dual HDMI 2.0, and a 2.5G LAN port for fast, flexible connectivity. The USB-C ports support high-speed data transfer, display output, and peripheral power, while Wi-Fi 6E keeps streaming, file transfers, and online work fast and reliable. From multiple peripherals to high-resolution displays, everything you need stays within easy reach.
Reported hardware and specifications
The figures below come from the article. They were not independently verified, and the AI performance numbers are peak specifications, not measurements taken during the coding task.
| Item | Reported value | Status of the figure |
|---|---|---|
| CPU | AMD Ryzen AI 9 HX 470 | Reviewed configuration, as stated in the article |
| Graphics | AMD Radeon 890M | Reviewed configuration, as stated in the article |
| Memory | 32 GB DDR5 SO-DIMM | Reviewed configuration; expansion up to 256 GB is a claim in the article |
| Storage | 1 TB PCIe 4.0 SSD | Reviewed configuration; dual PCIe 4.0 expansion up to 5 TB is a claim in the article |
| NPU performance | Up to 55 NPU TOPS | Peak figure reported by the article; not measured in the coding test |
| Total system AI performance | Up to 86 TOPS | Peak figure reported by the article; not measured in the coding test |
| Chassis | 5.3 x 5.2 x 2.3 inches | Reported by the article |
| Wired and wireless networking | Wi-Fi 7; dual 2.5G LAN | Reported by the article |
| Ports | Two USB4, six USB-A, two HDMI 2.1; support for up to four displays | Reported by the article |
| Cooling and noise | Vapor-chamber design; approximately 38 dB in operation; up to 65 W sustained TDP | Reported by the article; the noise figure is approximate and its test conditions are not stated |
| Price | $1,499 | Article-time figure from September 2026; not verified as a current price |
Price and configuration to confirm before buying
The $1,499 price was the figure at the time of the article. Current price, stock, and seller configuration were not verified for this piece, so check the exact model listing before comparing it with other machines. The reviewed unit had 32 GB of memory and a 1 TB SSD. If you plan to upgrade, the article’s expansion claims depend on DDR5 SO-DIMM memory and M.2 PCIe 4.0 SSDs. Check module dimensions, supported capacity, and the system’s own requirements before purchasing any part.
Rank #2
- EVOLUTION RYZEN AI MAX+ 395 MINI PC - GMKtec EVO-X2 is the next evolution in AI mini PC Ryzen Strix Halo series. Thanks to AMD Simultaneous Multithreading (SMT) the core-count is effectively doubled, to 32 threads. Ryzen AI Max+ 395 has 64 MB of L3 cache and can boost up to 5.1 GHz, depending on the workload. The Ryzen AI Max+ 395 is currently rated as the "most powerful x86 APU" on the market for AI computing.
- AI NPU with XDNA 2 ARCHITECTURE - Powered by 16 “Zen 5” CPU cores, 50+ peak AI TOPS XDNA 2 NPU and a truly massive integrated GPU driven by 40 AMD RDNA 3.5 CUs, the Ryzen AI MAX+ 395 is a transformative upgrade and delivers a significant performance boost over the competition. The Ryzen AI Max+ 395 excels in consumer AI workloads like the llama.cpp-powered application: LM Studio. Shaping up to be the must-have app for client LLM workloads, LM Studio allows users to locally run the latest language model without any technical knowledge required and unleash their creativity and productivity.
- AMD RADEON 8090S iGPU GAMING PC - The AMD Radeon RX 8060S offers all 40 CUs with up to 2.9 GHz graphics clock and uses the new RDNA 3.5 architecture. The powerful iGPU is positioned between an RTX 4060 and 4070 laptop GPU and therefore enables gaming in FHD at maximum details in most demanding games. The 8060S can also utilize the full 128GB pool, which is perfect for running LLMs such as Deepseek 70B Q8, which runs comfortably on this machine.
- EIGHT CHANNEL LPDDR5X - LPDDR5X is a new ground breaking memory small form factor installed on-board. With blazing speeds up to to 8000MT/s, it runs 1.5x faster than the DDR5 SODIMMs; 90% better performance over DDR5 SODIMMs in video conferencing and photo editing; 30% better performance in productivity apps; 12% better performance in digital content workloads.
- QUAD SCREEN 8K DISPLAY SUPPORT - EVO-X2 AI Mini PC support 4-screen 4K/8K output via HDMI 2.1 (8K@60Hz), DisplayPort 1.4 (4K@60Hz), and dual USB 4 40Gbps Transfer speed (supporting PD3.0/DP1.4/DATA). Ideal for gaming, video editing, and multitasking, it provides expansive and crisp multi-display support.
Running the model for other machines on your network
Wallen also tested the mini PC as a shared model server on his LAN. Requests from other machines were slower than running the model directly on the mini PC. In his subjective comparison, they still felt faster than the same remote setup on his System76 desktop. The article gives no measured latency, token rate, repeat trials, or controlled comparison, so treat the speed comparison as an impression rather than a measurement.
Which tools and models the article says are supported
The article says the system supports compatible Qwen, Llama, Gemma, and DeepSeek models through tools including LM Studio, Ollama, and AMD GAIA. The author attributes part of the experience to the processor’s NPU and AMD XDNA 2 architecture. Compatibility depends on software versions, model size, quantization, drivers, and runtime configuration. The article does not document a systematic matrix covering those variables, so a model that runs for one reader may behave differently on another setup.
Rank #3
- LOW ENERGY HIGH PERFORMANCE MINI PC - The Intel Core Ultra 5 125U is part of the Ultra 5 lineup, using the Meteor Lake architecture with BGA 2049. Intel Hyper-Threading technology is available and effectly doubles the core-count of the P-Cores, to a total of 14 threads. Core Ultra 5 125U has 12 MB of L3 cache and operates at 1300 MHz by default, but can boost up to 4.3 GHz, depending on the workload. With a TDP of 15 W, the Core Ultra 5 125U consumes very little energy but outputs high performance efficiency
- 32GB DDR5 RAM + 512GB SSD - The K15 mini computer is equipped with Dual 16GB (Total 32GB) SO-DIMM DDR5 4800MHz memory sticks. 512GB PCIE 4.0 SSD Drive with 3x M.2 2280 Expansion slots. Each slot capable of reading up to 8TB. (24TB MAX)
- QUAD SCREEN 4K DISPLAY SUPPORT - K15 Mini PC support 4-screen 4K/8K output via HDMI 2.1 (8K@60Hz), DisplayPort 1.4 (4K@60Hz), and USB Type-C Transfer speed (supporting PD3.0/DP1.4/DATA). Ideal for gaming, video editing, and multitasking, it provides expansive and crisp multi-display support
- OCULINK PORT - The Oculink port on the rear interface enables higher bandwidth capabilities, better frame rates and lower lag. The standard also operates at PCIe x4 speeds, compared to Thunderbolt's x3. Gamers and content creators can benefit from Oculink's higher bandwidth, resulting in better performance and lower lag for eGPU setups
- DUAL NIC FAST 2.5GBE + WIFI 6E + BT 5.2 - Dual Ethernet 2.5GbE LAN port design provides more applications, such as firewall, multichannel aggregation, soft routing, file storage server. Built-in WIFI 6E / Bluetooth 5.2 is more stable and efficient to connect multiple wireless devices such as projector, printer, monitor, speakers and etc
What this test does and does not show
- It shows that one reviewer, on one configuration, got a multi-file-sized coding task from a local model on a compact machine, with the system remaining usable during generation.
- It does not show that the PC will handle every local model or workload. Model size, quantization, and runtime settings all change the result.
- It does not show a measured generation speed, sustained performance curve, or noise level under load for the coding task.
- It does not show that generated code works without review. The database commands needed correction.
- It does not compare the VZmore AX9 Max Mini PC with other mini PCs. Any shortlist needs separately verified products and evidence.
Checklist before you buy a mini PC for local AI
- Confirm the exact configuration you are buying, including memory, storage, and whether the listed upgrade paths apply to that unit.
- Check the current price and seller, because the article’s $1,499 figure is dated.
- Decide which models you need and their size and quantization, then test those on the machine or on a comparable setup.
- Verify that your chosen runtime (Ollama, LM Studio, or AMD GAIA) supports the hardware and model you plan to use.
- Measure generation speed and noise under your own workload rather than relying on peak TOPS figures.
Source
Jack Wallen, “I doubted this mini PC could handle my local AI tasks, but it blew me away,” ZDNET article carried on Yahoo Tech, September 23, 2026: https://tech.yahoo.com/computing/articles/doubted-mini-pc-could-handle-193112887.html
Quick Recap
Rank #4
- EVOLUTION CORE ULTRA 9 285H MINI PC - GMKtec EVO-T1 is the next evolution in AI mini PC Ultra 9 series. The Core Ultra 9 285H offers 16 cores (six P-cores + eight E-cores + two LPE-cores) and 16 threads with a turbo clock of 5.4 GHz. It is currently one of the best value for performance AI mini PC computers.
- AI NPU - The 285H features an Intel AI Boost NPU, capable of up to 13 TOPS (Tera Operations per Second) for INT8 calculations, which is designed to accelerate AI tasks.
- INTEL ARC 140T GAMING PC - The Arc 140T GPU includes 8 Xe cores and supports features like DirectX 12, OpenGL 4.5, and OpenCL 3, making it capable of handling modern games and creative applications. It also supports Quick Sync Video for efficient video encoding and decoding, as well as AV1 encoding and decoding.
- 64GB DDR5 RAM + 1TB SSD - The EVO-T1 is equipped with Dual 32GB (Total 64GB) SO-DIMM DDR5 5600MHz memory sticks. 2TB PCIE 4.0 SSD Drive with 3x M.2 2280 Expansion slots. Each slot capable of reading up to 4TB. (12TB MAX)
- QUAD SCREEN 8K DISPLAY SUPPORT - EVO-T1 AI Mini PC support 4-screen 4K/8K output via HDMI 2.1 (8K@60Hz), DisplayPort 1.4 (4K@60Hz), and USB Type-C Transfer speed (supporting PD3.0/DP1.4/DATA). Ideal for gaming, video editing, and multitasking, it provides expansive and crisp multi-display support.
Product prices and availability are accurate as of the date/time indicated and are subject to change. Any price and availability information displayed on Amazon at the time of purchase will apply.
