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Gemma 4 on a Used 8 GB RTX 3050: 116 Tokens/s for One User, 618 for 64

Gemma 4 on a Used 8 GB RTX 3050: 116 Tokens/s for One User, 618 for 64

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13 min read
Running MoE LLMs Larger Than Your RAM: A Practical Guide to mmap, Expert Offloading and SSD Streaming with llama.cpp

Running MoE LLMs Larger Than Your RAM: A Practical Guide to mmap, Expert Offloading and SSD Streaming with llama.cpp

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8 min read
Choosing a Local LLM Through Fate (2026 Edition)

Choosing a Local LLM Through Fate (2026 Edition)

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28 min read
llama-server's prompt cache reuses KV computed under a different LoRA scale

llama-server's prompt cache reuses KV computed under a different LoRA scale

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6 min read
Fine-tuning Qwen2.5-1.5B on a Mac to fix a parroting chatbot (and halve the prompt)

Fine-tuning Qwen2.5-1.5B on a Mac to fix a parroting chatbot (and halve the prompt)

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6 min read
Running 100B+ MoE Models on a Single RTX 4090: A Practical Guide to Expert Offloading with llama.cpp

Running 100B+ MoE Models on a Single RTX 4090: A Practical Guide to Expert Offloading with llama.cpp

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8 min read
Running 100B+ MoE LLMs on a Single RTX 4090: A Practical Guide to Expert Offloading with llama.cpp

Running 100B+ MoE LLMs on a Single RTX 4090: A Practical Guide to Expert Offloading with llama.cpp

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7 min read
When Chat Templates Go Wrong

When Chat Templates Go Wrong

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7 min read
Deploying LLMs Locally: Ollama, llama.cpp, vLLM & Text Generation Inference

Deploying LLMs Locally: Ollama, llama.cpp, vLLM & Text Generation Inference

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12 min read
Deploying LLMs Locally: Complete Guide to Ollama, llama.cpp, vLLM & TGI

Deploying LLMs Locally: Complete Guide to Ollama, llama.cpp, vLLM & TGI

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9 min read
Deploying LLMs Locally: Ollama, llama.cpp, and vLLM Comparison

Deploying LLMs Locally: Ollama, llama.cpp, and vLLM Comparison

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5 min read
llama.cpp vs Ollama in 2026: Which Runtime Should You Run?

llama.cpp vs Ollama in 2026: Which Runtime Should You Run?

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18 min read
A 4 GB Laptop GPU vs a 6-Core CPU on Gemma 4, Re-Measured in ABBA Order: 4.1x

A 4 GB Laptop GPU vs a 6-Core CPU on Gemma 4, Re-Measured in ABBA Order: 4.1x

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11 min read
ROCm vs Vulkan for AMD Local LLM Hosting: 2026 Guide

ROCm vs Vulkan for AMD Local LLM Hosting: 2026 Guide

Comments 2
20 min read
KV Cache on 16 GB GPUs: Making Long Context Actually Fit

KV Cache on 16 GB GPUs: Making Long Context Actually Fit

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22 min read
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