Local LLM
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LMStudio vs Ollama (2026): Which One Should You Run?
LMStudio vs Ollama: Ollama for servers, containers and shipped code; LM Studio for desktop model testing. Licenses, APIs and defaults compared.
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Best Local LLM for 16GB RAM in 2026: What Actually Fits
Qwen3.5-9B is the best local LLM for 16GB RAM, Gemma 4 12B the runner-up. KV cache math, fit checks, and when gpt-oss-20b is worth it.
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How Much VRAM for a 7B Model? Quantization and Context
Size a 7B model using documented memory figures for BF16, INT8 and INT4. Account for KV cache, context length and LM Studio GPU offload.
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LM Studio vs Ollama for Local LLMs: How to Actually Choose
A practical comparison of LM Studio and Ollama for local LLMs: licensing limits, OpenAI API coverage, and the memory and context defaults.
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LM Studio System Requirements: Windows, Mac, Linux, GPU
See the minimum specs per OS (Apple Silicon with macOS 14+, an x64 AVX2 CPU on Windows, Ubuntu 20.04+ on Linux) and how much RAM and VRAM your model needs.
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GGUF Quantization Levels: Q4_K_M vs Q8_0 Explained
How GGUF quantization trades model quality for memory, what Q4_K_M costs you against Q8_0, and how to match a quant level to the memory you have.