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Hardware Matrices for Local LLMs

Capacity-First Learning Sandbox

MINISFORUM UM790 Pro Mini Desktop Computer

4.0 GHz AMD Ryzen 9 7940HS 8-Core CPU | 32GB 5600 MT/s DDR5 RAM | 1TB M.2 NVMe SSD | Integrated Radeon 780M Graphics

⚠️ Integrated GPU limits performance for larger models; consider CPU offloading strategies.
AI Capability

Strong CPU for offloading tasks, suitable for smaller models up to 34B with efficient multi-agent setups.

Why Recommended

Offers a powerful CPU and ample RAM at a lower price point, making it a solid choice for budget-conscious users needing robust local AI inference.

Capacity-First Learning Sandbox

MINISFORUM UM870 Slim Mini (Ryzen 7-8745H, 32GB, 1TB SSD, Windows 11 Pro)

8745H, 32GB, 1TB SSD, Windows 11 Pro)

⚠️ No dedicated GPU available, relying solely on integrated graphics.
AI Capability

Strong CPU for offloading tasks, suitable for smaller models up to 34B.

Why Recommended

Offers a powerful CPU and ample RAM at a reasonable price, making it a solid choice for CPU-offloaded inference.

Capacity-First Learning Sandbox

MINISFORUM UM890 Pro Mini (Ryzen 9-8945HS, 32GB, 1TB SSD, Windows 11 Pro)

8945HS, 32GB, 1TB SSD, Windows 11 Pro)

⚠️ No dedicated GPU available, relying solely on integrated graphics which limits heavy model inference.
AI Capability

Strong CPU for offloading tasks, suitable for smaller models up to 34B with efficient multi-agent setups.

Why Recommended

Offers a powerful CPU and ample RAM at a reasonable price, making it a solid choice for those prioritizing CPU offload capabilities.

Value Outlier

Acer Aspire XC-1725 Desktop Computer

2 GHz AMD Ryzen 7 7730U 8-Core | 32GB DDR4-3200 RAM | Integrated AMD Radeon Graphics | 1TB M.2 NVMe PCIe SSD

⚠️ Integrated GPU limits heavy model performance.
AI Capability

Strong CPU for offloading tasks, suitable for smaller models up to 34B.

Why Recommended

Offers a powerful CPU and ample RAM at a budget-friendly price, ideal for offloading tasks.

Capacity-First Learning Sandbox

MINISFORUM MS-A2 Desktop Workstation

2.5 GHz AMD Ryzen 9 7945HX 16-Core | 32GB 5600 MT/s DDR5 RAM | 1TB M.2 NVMe PCIe 4.0 SSD | Integrated AMD Radeon 610M Graphics

⚠️ No dedicated GPU available, suitable for CPU offloaded inference only.
AI Capability

Ideal for CPU offloaded inference of smaller models up to 34B.

Why Recommended

Offers a solid balance of RAM and CPU power at a budget-friendly price, making it a great choice for offloading tasks to the CPU.