1. Publisher Identity & Editorial Scope on VRAMForge
VRAMForge is an independent bilingual (English and Vietnamese) hardware capacity-planning workbench maintained by the VRAMForge Editorial Desk (Independent Digital Infrastructure Publication).
We build VRAMForge to solve a recurring production failure mode: Linux OOM-killer crashes caused when teams size self-hosted Ollama, vLLM, Dify, or Qdrant servers from nominal model parameter counts alone while ignoring GGUF super-block overhead and multi-user KV-cache expansion.
Editorial contact: https://vramforge.pages.dev/en/contact/.
2. Formula Sources vs Empirical Benchmarks on VRAMForge
We do not claim unverified physical benchmark labs. Every memory and throughput projection on VRAMForge is computed deterministically from published llama.cpp K-quant effective bits-per-weight tables (4.85 bpw for Q4_K_M, 5.70 bpw for Q5_K_M, 8.50 bpw for Q8_0, 16.0 bpw for FP16), Grouped-Query Attention (GQA) KV-cache geometry, and memory-bandwidth roofline ratios.
Where empirical telemetry from live nvidia-smi or llama-bench runs is not yet attached, we mark the slot explicitly as direct host-level telemetry verification on your target instance rather than inventing synthetic test numbers.
3. Public Vendor Tariff Citations (Retrieved 2026-11-12) on VRAMForge
Hardware plan specs and baseline tariffs referenced across VRAMForge are compiled from publicly published vendor pricing pages retrieved on 2026-11-12: Hostinger (https://www.hostinger.com/vps-hosting), UltaHost (https://ultahost.com/vds-hosting), Vultr (https://www.vultr.com/pricing/), InterServer (https://www.interserver.net/vps/), and ChemiCloud (https://chemicloud.com/wordpress-hosting).
Promotional discounts, free cloud GPU trial credits, and multi-year renewal rates can change at any time; we always advise engineers to verify final billing terms on the official checkout screen.
