1. Engineering Estimates & "As-Is" Technical Reference on VRAMForge
All GGUF bits-per-weight equations, parallel KV-cache projections, roofline token/sec estimates, and Docker/Ollama CLI snippets published on VRAMForge by VRAMForge Editorial Desk are provided "AS IS" for capacity-planning reference.
Actual production memory usage and token throughput vary based on tokenizer vocabulary size, flash-attention flags, Linux kernel hugepages, Qdrant HNSW ef_construct parameters, and physical CPU/GPU silicon stepping. Always verify OOM margins in staging before routing live traffic.
2. Upstream Vendor Pricing, Credits & Renewal Terms (Retrieved 2026-11-12) — VRAMForge
Public vendor tariffs cited on VRAMForge (retrieved 2026-11-12, such as $5.99/mo to $19.99/mo KVM NVMe tiers, $68.00/mo Dedicated VDS plans, $89/mo price-locked Ryzen servers, or $300 cloud GPU trial credits) are controlled solely by each upstream hosting company.
Promotional rates, regional stock, and renewal terms may change without prior notice; always confirm final checkout terms on the official vendor website.
3. Self-Managed Security & Limitation of Liability on VRAMForge
Servers provisioned via outbound links belong 100% to your direct vendor account. You are solely responsible for firewalling Ollama port 11434, securing Qdrant/Flowise API keys, and maintaining encrypted backups. VRAMForge assumes no liability for upstream outages, data loss, or third-party billing disputes.
