Subscribe
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.

Local Embedding Models Explained: The Other Model Your RAG Setup Needs
September 4, 2026

Local Embedding Models Explained: The Other Model Your RAG Setup Needs

Software & Tools
LLM Sampling Settings Explained: Temperature, Top-P, Top-K, and Min-P
September 3, 2026

LLM Sampling Settings Explained: Temperature, Top-P, Top-K, and Min-P

Software & Tools
How Much RAM Do You Need to Run a Local LLM in 2026?
September 2, 2026

How Much RAM Do You Need to Run a Local LLM in 2026?

Software & Tools
You Can Run DeepSeek V4 Flash on a Single RTX 3090. The Catch Is RAM, Not the GPU
September 1, 2026

You Can Run DeepSeek V4 Flash on a Single RTX 3090. The Catch Is RAM, Not the GPU

GPUs for Local LLM
Which Mac Should You Buy to Run Local LLMs in 2026? A Memory-First Buyer's Guide
September 1, 2026

Which Mac Should You Buy to Run Local LLMs in 2026? A Memory-First Buyer's Guide

Unified-Memory AI
AZisk Bolted an RTX Pro 6000 Onto a Strix Halo and Ran a 122B Model Across NVIDIA and AMD at Once
August 31, 2026

AZisk Bolted an RTX Pro 6000 Onto a Strix Halo and Ran a 122B Model Across NVIDIA and AMD at Once

AI Mini PCs & Servers
ServeTheHome's $1K-Cheaper 128GB AI Box Has a Twist: It's a Rebadge
August 30, 2026

ServeTheHome's $1K-Cheaper 128GB AI Box Has a Twist: It's a Rebadge

AI Mini PCs & Servers
The M5 Mac and Local LLMs: Apple's New Matmul Hardware Finally Attacks Prompt Processing
August 27, 2026

The M5 Mac and Local LLMs: Apple's New Matmul Hardware Finally Attacks Prompt Processing

Unified-Memory AI
The Best Open LLM You Can Actually Run Right Now, by VRAM Tier (August 2026)
August 24, 2026

The Best Open LLM You Can Actually Run Right Now, by VRAM Tier (August 2026)

Open Models
Strix Halo vs the Mac for Local AI: The 128GB Matchup, in Other People's Measured Numbers
August 9, 2026

Strix Halo vs the Mac for Local AI: The 128GB Matchup, in Other People's Measured Numbers

Unified-Memory AI
GMKtec EVO-X3 Tested by Wendell: The Fastest Strix Halo Yet, and Its Unholy OcuLink Trick
August 8, 2026

GMKtec EVO-X3 Tested by Wendell: The Fastest Strix Halo Yet, and Its Unholy OcuLink Trick

AI Mini PCs & Servers
What "Open Weights" Lets You Do: The 2026 Model License Map, Read From the Actual Texts
August 8, 2026

What "Open Weights" Lets You Do: The 2026 Model License Map, Read From the Actual Texts

Open Models
The Attention Rebuild: How 2026's Open Models Made 1M Context Fit on Machines You Own
August 1, 2026

The Attention Rebuild: How 2026's Open Models Made 1M Context Fit on Machines You Own

Software & Tools
DeepSeek V4 Flash Tested: Frontier-Class Coding for 79 Cents a Day, and It Runs on a 128GB Box
August 1, 2026

DeepSeek V4 Flash Tested: Frontier-Class Coding for 79 Cents a Day, and It Runs on a 128GB Box

Open Models
Every Frontier Open Model Is a MoE Now. Here Is What That Does to Your Hardware Math
July 31, 2026

Every Frontier Open Model Is a MoE Now. Here Is What That Does to Your Hardware Math

Open Models
Speculative Decoding, Explained: The Free Speed Toggle Your Local LLM Is Probably Not Using
July 25, 2026

Speculative Decoding, Explained: The Free Speed Toggle Your Local LLM Is Probably Not Using

Software & Tools
Intel Arc Pro B60: 192GB of VRAM the Cheap Way, and What It Really Costs
July 19, 2026

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)
July 19, 2026

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

Open Models
Inkling: Mira Murati's First Open Model Is a 975B MoE You Can Actually Run
July 19, 2026

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

Open Models
Minisforum MS-A2: The 16-Core Mini Workstation Homelabbers Keep Buying
July 18, 2026

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)
July 18, 2026

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

Open Models
The Cheapest Way to Run a 70B Model Locally in 2026 (What Owners Actually Use)
July 17, 2026

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
July 17, 2026

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
July 17, 2026

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

Open Models
Minisforum MS-01 Buyer's Guide: The Homelab Mini PC With a GPU Slot
July 16, 2026

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)
July 15, 2026

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?
July 13, 2026

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
July 13, 2026

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
July 11, 2026

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
July 8, 2026

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
July 7, 2026

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

Open Models
Which Edge Chips Can Run an LLM (and Which Can't)?
July 6, 2026

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)
July 4, 2026

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
July 3, 2026

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)
July 2, 2026

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
July 1, 2026

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)
June 30, 2026

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.
June 29, 2026

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

Open Models
Qwen-AgentWorld-35B-A3B: a local 'world model' you can run at home
June 26, 2026

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

Open Models
MiniMax M3: The First Open-Weight Multimodal Frontier Model (and the License Catch)
June 25, 2026

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

Open Models
Serving a Local LLM as an API: From Ollama's Endpoint to vLLM Throughput (and When to Rent Instead)
June 21, 2026

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
June 21, 2026

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
June 20, 2026

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

Open Models
Mac mini M4 Pro Buyer's Guide: Do You Actually Need the Pro?
June 20, 2026

Mac mini M4 Pro Buyer's Guide: Do You Actually Need the Pro?

AI Mini PCs & Servers
RAG on a Local LLM, Explained: Give Your Model Your Documents Without Drowning in Context
June 19, 2026

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
June 18, 2026

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

Open Models
Beelink SER10 Max (Ryzen AI 9 HX 470): It “Caught” the M4 Pro, But Local-AI Buyers Should Read the Fine Print
June 18, 2026

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
June 17, 2026

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

Software & Tools

Get the Vetted Consumer newsletter

Reviews, buying advice, and field notes. Delivered monthly.

Almost there, check your inbox and click the confirmation link. ✓

Something went wrong, please try again, or email [email protected].