Blog

Honest writing on open-LLM tradeoffs.

Best Open Source LLMs 2026: Honest Picks by Use Case

Which open-source LLM should you actually run in 2026? Honest picks by use case — frontier reasoning, coding, RAG, edge devices, multilingual.

Open Source LLM Licenses Explained: Llama vs Apache vs Gemma vs MIT

Can you use Llama in a commercial product? What does the Gemma license actually restrict? A plain-English breakdown of every major open LLM license.

DeepSeek V4 vs Llama 4: Which Open Frontier Model Should You Run?

DeepSeek V4 just topped the open leaderboard. Should you switch from Llama 4 405B? Side-by-side on benchmarks, license, hardware, and ecosystem.

Running an LLM on Your Laptop in 2026: M-Series, Quantization, and What Actually Works

Step-by-step: pick a quantization, install Ollama or LM Studio, run a 7B-14B model on a MacBook or 16GB GPU, and not lose your sanity.

Open Source LLMs vs Claude / GPT in 2026: When Does Open Win?

Open-source LLMs caught up to GPT-4 in 2024 and Claude Opus in 2026 — but should you actually switch? Cost, quality, latency, privacy compared.

Small LLMs on Edge Devices: What Runs on Phones, Pis, and Browsers in 2026

Gemma 2B runs on a Pi 5. Phi-4 runs in a browser via WebGPU. Phones run Llama 3B. A practical guide to LLMs on tiny hardware.

Fine-Tuning an Open Source LLM in 2026: LoRA vs QLoRA vs Full Fine-Tune

Should you LoRA, QLoRA, or full fine-tune your open LLM? Honest tradeoffs, GPU requirements, and a decision tree.

Where to Download Open LLM Weights Safely in 2026

Hugging Face is the default but not the only option. Mirrors, torrents, official sources, and how to verify checksums.