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Enable Ollama Parallel Requests Without OOM Crashes

Benchmark VRAM usage per parallel context slot in Ollama. Learn exact OLLAMA_NUM_PARALLEL settings for 8GB, 12GB, and 16GB GPUs without hitting OOM errors.

August 18, 2026 · 5 min read