
VLLM vs LM Studio vs Ollama: Windows 11 Benchmarks (2026)
vLLM vs LM Studio vs Ollama benchmarked on Windows 11 WSL2. Real tokens/sec, VRAM footprint, and PagedAttention tests on RTX 4090 and RTX 4060 GPUs.
6 articles

vLLM vs LM Studio vs Ollama benchmarked on Windows 11 WSL2. Real tokens/sec, VRAM footprint, and PagedAttention tests on RTX 4090 and RTX 4060 GPUs.

Cut local LLM attention memory in half. Learn the exact FP8 KV-cache flags, vLLM settings, and Ollama configs to run 128K context on 24GB GPUs.

How our team routes developer workloads between cloud DeepSeek API and local Ollama on 8GB-16GB GPUs for low-latency coding and zero-leakage log analysis.

Deploy private local RAG with Open-WebUI, Ollama, and ChromaDB. Step-by-step setup guide with Qwen 2.5 benchmarks, Docker compose, and GPU memory sizing.

Run Microsoft Phi-4 and DeepSeek-R1 natively on Windows 11. Complete hardware sizing, Ollama command runbook, and GPU offloading benchmark data.
Set up Fooocus locally on Windows 11 with NVIDIA GPUs. Step-by-step install, low-VRAM flags (4GB/6GB/8GB), FLUX models, and 127.0.0.1:7865 launch guide.