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Author

Thomas Newkirk

IT manager and editor of Vetted Consumer. I research local-LLM hardware by aggregating real owner reports and cited sources, never claiming hands-on testing I haven't done. Scores and verdicts are set before any affiliate consideration.

Intel Arc Pro B60: 192GB of VRAM the Cheap Way, and What It Really Costs

Intel Arc Pro B60: 192GB of VRAM the Cheap Way, and What It Really Costs

GPUs for Local LLM

What Hardware Runs Inkling? A 975B Model That Fits on One Box (Unlike Kimi K3)

What Hardware Runs Inkling? A 975B Model That Fits on One Box (Unlike Kimi K3)

Inkling: Mira Murati's First Open Model Is a 975B MoE You Can Actually Run

Inkling: Mira Murati's First Open Model Is a 975B MoE You Can Actually Run

Minisforum MS-A2: The 16-Core Mini Workstation Homelabbers Keep Buying

Minisforum MS-A2: The 16-Core Mini Workstation Homelabbers Keep Buying

AI Mini PCs & Servers

What Hardware Runs Kimi K3? The 2.8T Options, Ranked (and When to Just Rent)

What Hardware Runs Kimi K3? The 2.8T Options, Ranked (and When to Just Rent)

The Cheapest Way to Run a 70B Model Locally in 2026 (What Owners Actually Use)

The Cheapest Way to Run a 70B Model Locally in 2026 (What Owners Actually Use)

GPUs for Local LLM

Beelink GTR9 Pro: A 128GB Local-AI Powerhouse, With One Catch to Check First

Beelink GTR9 Pro: A 128GB Local-AI Powerhouse, With One Catch to Check First

Unified-Memory AI

Kimi K3: The Largest Open Model Ever (2.8T Params), and Why Almost No One Can Run It Locally

Kimi K3: The Largest Open Model Ever (2.8T Params), and Why Almost No One Can Run It Locally

Minisforum MS-01 Buyer's Guide: The Homelab Mini PC With a GPU Slot

Minisforum MS-01 Buyer's Guide: The Homelab Mini PC With a GPU Slot

AI Mini PCs & Servers

Rockchip RK3588 for Local LLMs: The $150 NPU Board (Orange Pi 5, Radxa Rock 5B)

Rockchip RK3588 for Local LLMs: The $150 NPU Board (Orange Pi 5, Radxa Rock 5B)

Edge AI & Accelerators

Two Used RTX 3090s vs One RTX 5090 for Local LLMs: 48GB and a 70B, or 32GB and Raw Speed?

Two Used RTX 3090s vs One RTX 5090 for Local LLMs: 48GB and a 70B, or 32GB and Raw Speed?

GPUs for Local LLM

A $1,000 Local-AI Server With 32GB of VRAM: Inside a Triple-3060 OptiPlex Build

A $1,000 Local-AI Server With 32GB of VRAM: Inside a Triple-3060 OptiPlex Build

GPUs for Local LLM

RTX 5090 vs RTX 4090 for Local LLMs: What 32GB and 78% More Bandwidth Really Buy

RTX 5090 vs RTX 4090 for Local LLMs: What 32GB and 78% More Bandwidth Really Buy

GPUs for Local LLM

RTX 5090 vs Mac Studio M3 Ultra for Local LLMs: What Owners of Both Measured

RTX 5090 vs Mac Studio M3 Ultra for Local LLMs: What Owners of Both Measured

GPUs for Local LLM

Kimi K2.7 Code: The Open Trillion-Parameter Coder, and the 594GB Reality of Running It Locally

Kimi K2.7 Code: The Open Trillion-Parameter Coder, and the 594GB Reality of Running It Locally

Which Edge Chips Can Run an LLM (and Which Can't)?

Which Edge Chips Can Run an LLM (and Which Can't)?

Edge AI & Accelerators

Your Coral and Hailo TPU Can't Run an LLM. Here's Why (and What Hailo-10 Changed)

Your Coral and Hailo TPU Can't Run an LLM. Here's Why (and What Hailo-10 Changed)

Edge AI & Accelerators

Raspberry Pi 5 (16GB) Buyer's Guide: A $120 Local-AI and Self-Hosting Machine

Raspberry Pi 5 (16GB) Buyer's Guide: A $120 Local-AI and Self-Hosting Machine

Edge AI & Accelerators

Unified Memory, Explained: Why Mini PCs Can Run 70B Models a Big GPU Can't (and Where They Slow Down)

Unified Memory, Explained: Why Mini PCs Can Run 70B Models a Big GPU Can't (and Where They Slow Down)

AI Mini PCs & Servers

Three Mini PCs, One 70B Model: What Clustering Intel's New NUCs Can (and Can't) Do

Three Mini PCs, One 70B Model: What Clustering Intel's New NUCs Can (and Can't) Do

AI Mini PCs & Servers

Bandwidth, Not TFLOPS: What Sets Your Local LLM Speed (and Why the Newest Card Isn't Always Fastest)

Bandwidth, Not TFLOPS: What Sets Your Local LLM Speed (and Why the Newest Card Isn't Always Fastest)

GPUs for Local LLM

GPT-5.6 is here, and you can't run it. Here's what you can run instead.

GPT-5.6 is here, and you can't run it. Here's what you can run instead.

Qwen-AgentWorld-35B-A3B: a local 'world model' you can run at home

Qwen-AgentWorld-35B-A3B: a local 'world model' you can run at home

MiniMax M3: The First Open-Weight Multimodal Frontier Model (and the License Catch)

MiniMax M3: The First Open-Weight Multimodal Frontier Model (and the License Catch)

Serving a Local LLM as an API: From Ollama's Endpoint to vLLM Throughput (and When to Rent Instead)

Serving a Local LLM as an API: From Ollama's Endpoint to vLLM Throughput (and When to Rent Instead)

Software & Tools

Three RTX 3060s vs One RTX 3090 for Local AI: What a $1,500 Build Actually Measured

Three RTX 3060s vs One RTX 3090 for Local AI: What a $1,500 Build Actually Measured

GPUs for Local LLM

Qwen3-30B-A3B: The Open Model Most People Should Actually Run

Qwen3-30B-A3B: The Open Model Most People Should Actually Run

RAG on a Local LLM, Explained: Give Your Model Your Documents Without Drowning in Context

RAG on a Local LLM, Explained: Give Your Model Your Documents Without Drowning in Context

Software & Tools

GLM-5.2: The Most Powerful Open-Weight Model Yet, and the Brutal Reality of Running It Locally

GLM-5.2: The Most Powerful Open-Weight Model Yet, and the Brutal Reality of Running It Locally

Beelink SER10 Max (Ryzen AI 9 HX 470): It “Caught” the M4 Pro, But Local-AI Buyers Should Read the Fine Print

Beelink SER10 Max (Ryzen AI 9 HX 470): It “Caught” the M4 Pro, But Local-AI Buyers Should Read the Fine Print

AI Mini PCs & Servers

Prompt Processing vs Generation: Why Your Box Is Fast at One and Slow at the Other

Prompt Processing vs Generation: Why Your Box Is Fast at One and Slow at the Other

Software & Tools

The KV Cache, Explained: Why Long Context Eats Your VRAM (and How to Fit More)

Software & Tools

The Local-LLM Hardware Cheat-Sheet: Which Box Runs Which Model

The Local-LLM Hardware Cheat-Sheet: Which Box Runs Which Model

GPUs for Local LLM

The Used RTX 3090 in 2026: Why a Five-Year-Old GPU Is Still Local AI's Best Deal

The Used RTX 3090 in 2026: Why a Five-Year-Old GPU Is Still Local AI's Best Deal

GPUs for Local LLM

How Much VRAM Do You Actually Need to Run a 70B Model Locally?

How Much VRAM Do You Actually Need to Run a 70B Model Locally?

Software & Tools

Ollama vs LM Studio vs llama.cpp: Which Local LLM Runtime Should You Actually Use?

Ollama vs LM Studio vs llama.cpp: Which Local LLM Runtime Should You Actually Use?

Software & Tools

Mixture-of-Experts (MoE), Explained: Why “Active Parameters” Decide What Runs on Your Machine

Mixture-of-Experts (MoE), Explained: Why “Active Parameters” Decide What Runs on Your Machine

Software & Tools

Your Local AI Model Folder Is a Mess: Taming a Multi-Terabyte Model Hoard on Apple Silicon

Your Local AI Model Folder Is a Mess: Taming a Multi-Terabyte Model Hoard on Apple Silicon

Unified-Memory AI

Mac Studio M3 Ultra vs DGX Spark for Local LLMs: What Owners of Both Measured

Mac Studio M3 Ultra vs DGX Spark for Local LLMs: What Owners of Both Measured

Unified-Memory AI

RTX 5090: A 32GB AI Powerhouse, or an Expensive Way to Game?

RTX 5090: A 32GB AI Powerhouse, or an Expensive Way to Game?

GPUs for Local LLM

RX 9060 XT 16GB Buyer's Guide: The Budget Value Champ (Buy the 16GB)

RX 9060 XT 16GB Buyer's Guide: The Budget Value Champ (Buy the 16GB)

GPUs for Local LLM

Why Everything Got More Expensive: The Memory Crisis, Explained (via Dave2D)

Why Everything Got More Expensive: The Memory Crisis, Explained (via Dave2D)

Strix Halo vs DGX Spark: Running 70B Locally, According to People Who Own Both

Strix Halo vs DGX Spark: Running 70B Locally, According to People Who Own Both

Unified-Memory AI

GGUF vs GPTQ vs AWQ: The Plain-English Guide to LLM Quantization (and Which One to Pick)

GGUF vs GPTQ vs AWQ: The Plain-English Guide to LLM Quantization (and Which One to Pick)

Software & Tools

Intel Arc B580: The Best Budget GPU, If You Tick One Box

Intel Arc B580: The Best Budget GPU, If You Tick One Box

Mac Studio M3 Ultra: The Local-AI Workhorse, Buy Now or Wait for M5?

Mac Studio M3 Ultra: The Local-AI Workhorse, Buy Now or Wait for M5?

Unified-Memory AI

Framework 12 vs the Cheap MacBook: When Repairability Loses to Value

Framework 12 vs the Cheap MacBook: When Repairability Loses to Value

Is the RTX Spark a 'Marketing Trap'? The Skeptic's Case (and What Owners Say)

Is the RTX Spark a 'Marketing Trap'? The Skeptic's Case (and What Owners Say)

Unified-Memory AI

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