The GEEKOM A9 Max mini PC is on sale for $1,189.15 during Prime Day. It features an AMD Ryzen AI 9 HX 370 processor, 32GB DDR5 RAM, 1TB SSD, and Windows 11 Pro in a compact form factor. The 32GB RAM makes it capable of running 7B–8B local LLMs via tools like Ollama or LM Studio without relying on cloud services. It supports up to 128GB RAM and dual PCIe Gen4 SSDs up to 8TB, offering room to grow. Connectivity includes Wi-Fi 7, USB 4, dual 2.5 GbE, and HDMI 2.1. It's positioned as a compact developer workstation or home lab machine for those wanting to experiment with local AI.
Nguồn: https://www.xda-developers.com/skip-cloud-compact-ryzen-ai-9-mini-pc-handles-8b-local-llms. 8sync News chỉ tóm tắt và dẫn link; bản quyền nội dung thuộc tác giả và nguồn gốc.
Các mô hình MoE và kỹ thuật lượng tử hóa (quantization) cho phép chạy AI cục bộ trên GPU cũ 8GB VRAM như RTX 2070 Super, thay thế được các gói cloud nhờ các model như Qwen3-Coder 8B hay Gemma 4 E4B. Các công cụ như Ollama (dòng lệnh) hay LM Studio (GUI) giúp triển khai dễ dàng, nhưng cần lưu ý tốc độ sinh token, kích thước cửa sổ ngữ cảnh và hỗ trợ tool calling.
Nếu bạn đang tìm cách tiết kiệm chi phí và tăng hiệu suất cho các ứng dụng AI hàng ngày mà vẫn giữ được chất lượng cao, thì bài viết này sẽ cho bạn cách tối ưu hóa mô hình AI với GPU cũ và công nghệ MoE/quantization để làm việc hiệu quả mà không cần phụ thuộc vào cloud.
The TerraMaster F2-425 is a 2-bay x86 NAS currently discounted to $240 during Prime Day. Powered by an Intel N95 CPU with Quick Sync support, it enables hardware-accelerated transcoding for Jellyfin, Plex, and Emby. It supports up to 60TB of storage, 2.5GbE networking, and works well with Btrfs for RAID 1 or JBOD setups. The author used it as a remote backup rig connected via Tailscale with Rsync, making it a practical option for 3-2-1 backup pipelines and self-hosting containers without relying on cloud subscriptions.
Arm-sponsored content arguing that CPUs play a critical but underappreciated role in agentic AI infrastructure. While accelerators handle model performance, CPUs act as the control plane — managing data movement, workload scheduling, and secure isolation. Arm's Neoverse platform underpins custom silicon from AWS (Graviton), Google (Axion), Microsoft (Azure Cobalt), and NVIDIA (Grace Hopper/Blackwell), all reflecting a shift toward purpose-built Arm-based processors in cloud and AI datacenters. The piece introduces the Arm AGI CPU, built with Meta, targeting rack-level density for agentic AI deployments.
Terramaster has refreshed its F4-425 NAS lineup with the Pro model, upgrading the CPU from an Intel N150 (4-core) to an Intel Core 3 N350 (8-core, 7W TDP) and doubling the integrated GPU execution units to 32. The unit reviewed is the top configuration with 16GB DDR5, priced at $799.99. A notable discovery: TOS installs on user-inserted disks rather than onboard storage, making drive migration between devices seamless. TOS 7 brings a cleaner UI and better storage management, but the 'AI-native' marketing claim is questioned — the OpenClaw AI feature is merely an orchestration layer requiring external LLM configuration, not on-device inference. Several software rough edges are noted: global search limited to home directory, Jellyfin subdirectory browsing issues, no keyboard navigation in Photos, and apps needing manual re-enabling after each reboot. The underlying Linux environment is Ubuntu 22.04, which reaches EOL in April 2027 — a concern for a newly launched device. Hardware performance is solid, with under 20% CPU/RAM load during photo indexing and under 10% during 4K streaming.
A look at why dedicated Wi-Fi access points like the Ubiquiti UniFi AP AC PRO are a better choice than ISP-provided routers for home networks. The post explains the benefits of PoE-powered APs — flexible placement, VLAN support, and seamless roaming — and highlights a Prime Day deal bringing the UniFi AP AC PRO down to $125. It also touches on use cases like smart home IoT devices, NAS, home labs, and Home Assistant automations.
Micron CEO Sanjay Mehrotra has stated that the AI-driven global RAM and NAND shortage will persist through 2027 and only begin to improve gradually in 2028, with no clear timeline for supply catching up to demand. The shortage stems from major chip makers — Micron, Samsung, and SK Hynix — pivoting to serve hyperscaler data center demand, leaving consumer markets undersupplied. Micron posted record Q3 2026 revenue of $41.46 billion, a 346% year-on-year increase. The supply crunch is driving up prices for DDR5 RAM and SSDs, with downstream effects including higher console prices and the Steam Machine launching at $1,049.
Orange Pi 6 is a new compact SBC (90x90mm) powered by the CIX P1 (CD8180) 12-core Arm Cortex-A720/A520 SoC with up to 32GB LPDDR5 RAM. Compared to the larger Orange Pi 6 Plus, it features 2.5GbE instead of 5GbE networking, drops LiPo battery support, and comes in a smaller form factor. Key specs include dual M.2 PCIe Gen4 x4 slots, multiple display outputs, a 28.85 TOPS NPU, and support for Debian, Ubuntu, Android, Windows 11, and OpenHarmony. Pricing starts at $239 for the 8GB model, reflecting the high cost of LPDDR5 RAM, making it significantly pricier than typical Orange Pi boards.

Linux 7.2 is removing two obsolete drivers from its source tree: the DTLK ISA speech synthesizer driver and the Applicom PROFIBUS driver. The Applicom driver was originally ported from SCO Unix in 1998, has had severe coding style issues, was broken for years in early Git history, and has no known active users. Later Applicom hardware only officially supports Windows and has been discontinued. The removals together eliminate approximately 19,500 lines of code, reducing future maintenance burden.