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VRAMFORGE // DETERMINISTIC GGUF WORKBENCH

Select Your VRAMForge GGUF & Self-Hosted RAG Workbench Edition

We compute exact GGUF quantization weights (4.85 bpw to 16.0 bpw), parallel GQA KV-cache overhead, Qdrant HNSW RAM, and memory-bandwidth roofline tok/s in English and Vietnamese.

English VRAMForge Workbench (/en/)

Interactive GGUF & KV-Cache Sizer, 8 Docker/Ollama blueprints, and 2026-11-12 DDR5 VDS vs Cloud GPU tariff tables.

Open English VRAMForge Workbench →