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70B+

Hardware that can run 70-billion-parameter and larger language models locally — the unified-memory boxes and GPU rigs that fit big models, with real tokens-per-second numbers from owners.

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

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

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

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

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

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

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

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

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

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

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

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

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)

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

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 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

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

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

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 Desktop Buyer's Guide: The Repairable Strix Halo Box That Runs 70B Models

Framework Desktop Buyer's Guide: The Repairable Strix Halo Box That Runs 70B Models

Unified-Memory AI

GMKtec EVO-X2 Guide: The 128GB Mini PC That Runs 70B Models Locally

GMKtec EVO-X2 Guide: The 128GB Mini PC That Runs 70B Models Locally

Unified-Memory AI

RTX 5090 vs RTX Pro 6000 for AI: A Benchmark Deep-Dive (and Why VRAM Wins)

RTX 5090 vs RTX Pro 6000 for AI: A Benchmark Deep-Dive (and Why VRAM Wins)

GPUs for Local LLM

NVIDIA's RTX Spark Puts DGX-Class AI Silicon in a Laptop, Should You Wait?

NVIDIA's RTX Spark Puts DGX-Class AI Silicon in a Laptop, Should You Wait?

Unified-Memory AI

The NVIDIA DGX Spark, According to the People Who Own One

The NVIDIA DGX Spark, According to the People Who Own One

Unified-Memory AI

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