THE PUBLIC HARDWARE COMPANION / V2.1

Buy for a bottleneck.
Not for a model name.

Your existing machine may be enough. Start with the fit check, measure a small workload, then use these links if an upgrade solves a specific problem.

Check my existing hardware

As an Amazon Associate we earn from qualifying purchases. Confirm the exact variant, current specifications, price, seller, condition and availability on Amazon. Listing descriptions here are selection cues, not live inventory or freshly verified specifications.

BEFORE ANY PURCHASE

01 / Prove the baseline

Use a small model, 4K context and one request. Record available RAM and actual GPU placement.

02 / Name the limit

Capacity, speed, storage or concurrency? More hardware only helps if it addresses that limit.

03 / Check the whole machine

Fit, power, connectors, drivers and return terms count as much as the VRAM label.

Complete systems

Choose the exact configuration. These towers ship with Windows; the guide’s server route requires installing Ubuntu on a dedicated drive.

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Lenovo Legion Tower 5i

Listed 16GB NVIDIA configuration

Check the selected RTX 5070 Ti variant, RAM, storage and Linux driver support. Other variants on the listing may differ.

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iBUYPOWER Element desktop

Listed 12GB NVIDIA configuration

Confirm the RTX 5070 variant, installed RAM, PSU and expansion options. Do not erase an existing Windows drive without a backup.

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Desktop GPU candidates

A card upgrade makes sense when measured inference speed or memory is your actual limit.

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ZOTAC RTX 5070 Ti listing

16GB VRAM configuration to confirm

Check current Linux driver support, case clearance, power connectors and the exact selected SKU.

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ASUS Prime RTX 5070 listing

12GB VRAM configuration to confirm

Start with a 7B model and short context. This capacity does not guarantee a fully GPU-resident large agent.

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24GB GPU listings

More room for models; still a purchase that needs a compatibility and condition check.

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RTX 3090 Founders Edition listing

24GB; confirm seller and condition

Check PSU, connectors, cooling, physical fit and return rights. Compare total cost rather than VRAM alone.

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RTX 3090 renewed listing

24GB; renewed condition to confirm

Review the refurbisher, warranty, return policy and proof of operation. Condition and seller can change.

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Different platforms, different setup routes

These platforms use acceleration setups outside this edition’s installation instructions. Do not buy one expecting the Ubuntu NVIDIA or TrueNAS steps to carry over unchanged.

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Apple Mac mini listing

Apple Silicon / unified-memory route

Confirm the exact generation, memory and storage on Amazon. Native macOS setup is not covered by the v2 guide.

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NVIDIA DGX Spark listing

Dedicated AI system / ARM platform

Needs its own ARM software and acceleration route. It is not a drop-in replacement for the guide’s x86-64 server.

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AMD Ryzen AI Halo listing

Ryzen AI Max platform

Verify exact memory, operating system and runtime support. AMD acceleration setup is outside this guide.

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MINISFORUM MS-S1 Max listing

Ryzen AI Max workstation

Confirm the actual SKU, memory allocation, firmware and supported backend before buying.

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RAM: COMPATIBILITY BEFORE CAPACITY

Check the machine’s manual first.

Confirm DDR generation, DIMM or SO-DIMM, maximum capacity, free slots and whether memory is soldered. Do not mix a desktop kit into a laptop shopping list.

A CPU machine with 32GB can be a useful starting point. Upgrading to 64GB adds capacity, not GPU-like speed. With a $0 budget, try smaller models and close other applications before spending anything.

HARDWARE IS ONLY THE FIRST DECISION

Get the setup route to go with it.

The guide connects model choice to installation, useful tasks and recovery.

Compare the $29 and $49 options

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The local AI setup in the guide is separate from this marketing website.