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(13 articles)

8 Open Source LLMs Worth Running in April 2026

April 2026 might be the strongest month for open weights since the original Llama era. Here are the eight models from the LocalLLaMA roundup actually worth...

May 2, 202610 min

Local LLM Speed Test: Ollama vs LM Studio vs llama.cpp

Tokens per second across three popular local LLM runtimes. The winner isn't who you'd expect, and the gap is smaller than the marketing suggests.

April 30, 20268 min

Fine-Tune an LLM on Your Own Data: A 2026 Guide

A practical walkthrough for fine-tuning open-source LLMs with QLoRA, from dataset prep to evaluation. Real code, real costs, no fluff.

April 29, 20267 min

2026 LLM Benchmark Showdown: 8 Tests, One Clear Winner

Claude Opus 4.6 leads three of eight major benchmarks while OpenAI's o3 dominates math reasoning. We break down MMLU, HumanEval, SWE-bench, and five more tests...

April 19, 20268 min

DeepSeek vs Llama 4: Which Open Source LLM Wins?

DeepSeek R1 dominates reasoning benchmarks while Llama 4 Maverick offers a 1M-token context window. We break down benchmarks, architecture, pricing, and use...

April 18, 20269 min

Ollama vs LM Studio vs llama.cpp: 5 Speed Tests Ranked

llama.cpp beats Ollama by 8–15% in raw token generation, but speed isn't everything. Here's how all three local LLM runners compare across the metrics that...

April 8, 20269 min

How to Run Llama 4 Locally: Complete Setup Guide

Step-by-step guide to running Meta's Llama 4 Scout and Maverick models on your own hardware using Ollama, llama.cpp, and vLLM, with hardware requirements and...

April 6, 202621 min

Ditch the API Bill: Run Claude Code on Local LLMs

Connect Claude Code CLI to a local llama.cpp server in under 10 minutes. Full tutorial covering terminal setup, VS Code integration, and performance tuning for...

April 5, 20268 min

Ditch the API: 8 Open Source LLMs for Local AI in 2026

We tested the top 8 open source LLMs you can run on your own hardware in 2026 — from the 14B Phi-4 to the 671B DeepSeek V3. Here's what's actually worth your...

March 30, 202612 min

Ollama vs LM Studio: 7 Differences That Matter

Ollama is a CLI-first tool built for developers who want API access and Docker deployment. LM Studio is a polished desktop app for anyone who wants to chat...

March 30, 202612 min

ROCm 7 vs Vulkan on Mi50: 4-Model Benchmark Results

New benchmarks pit ROCm 7 nightly against Vulkan on an AMD Mi50 32GB running llama.cpp. Vulkan wins short-context dense inference, but ROCm dominates...

March 23, 202610 min

6 Best Uncensored GGUF Models to Run Locally in 2026

The Qwen3.5-9B uncensored GGUF scene just got interesting. We ranked the top distilled, uncensored models you can actually run on consumer hardware — no cloud,...

March 18, 202610 min
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