https://vramforge.pages.dev/en/?src=rss_auto Deterministic GGUF quantization memory equations, parallel KV-cache sizing, Docker/Ollama blueprints, and Cloud GPU vs VPS TCO audits. en Thu, 12 Nov 2026 12:00:00 GMT https://vramforge.pages.dev/en/models/deepseek-r1-ollama/?src=rss_auto vramforge-en-model-deepseek-r1-ollama Thu, 12 Nov 2026 12:00:00 GMT Exact RAM, VRAM, KV-cache headroom, and GGUF quantization benchmarks for self-hosting DeepSeek-R1 Distill models on KVM VPS, VDS, and Cloud GPUs. https://vramforge.pages.dev/en/models/qwen-coder-vps/?src=rss_auto vramforge-en-model-qwen-coder-vps Thu, 12 Nov 2026 12:00:00 GMT Hardware sizing for Qwen2.5-Coder 7B, 14B, and 32B with Q5_K_M quantization, 32K repo context windows, and sub-250ms FIM autocomplete. https://vramforge.pages.dev/en/models/llama-3-open-webui/?src=rss_auto vramforge-en-model-llama-3-open-webui Thu, 12 Nov 2026 12:00:00 GMT Size your self-hosted Llama 3.1 8B and Llama 3.3 70B server with Open WebUI, RBAC user permissions, hybrid web search, and HTTPS reverse proxy. https://vramforge.pages.dev/en/models/dify-rag-stack/?src=rss_auto vramforge-en-model-dify-rag-stack Thu, 12 Nov 2026 12:00:00 GMT Complete multi-container memory breakdown for self-hosting Dify.ai Community Edition alongside local Ollama embeddings, rerankers, and Qdrant vector DB. https://vramforge.pages.dev/en/models/n8n-ai-agents/?src=rss_auto vramforge-en-model-n8n-ai-agents Thu, 12 Nov 2026 12:00:00 GMT Size your self-hosted n8n AI Agent Starter Kit server: queue-mode workers, tool-calling LLM selection, Qdrant memory nodes, and unlimited executions. https://vramforge.pages.dev/en/models/qdrant-vector-db/?src=rss_auto vramforge-en-model-qdrant-vector-db Thu, 12 Nov 2026 12:00:00 GMT Calculate exact HNSW graph memory, 1024d/1536d float32 vs int8 scalar quantization, and NVMe mmap IOPS for self-hosted Qdrant clusters. https://vramforge.pages.dev/en/models/whisper-transcription/?src=rss_auto vramforge-en-model-whisper-transcription Thu, 12 Nov 2026 12:00:00 GMT Compare real-time factor (RTF), CTranslate2 INT8 vs FP16 VRAM requirements, and audio hours/dollar vs OpenAI Whisper API. https://vramforge.pages.dev/en/models/flowise-langchain/?src=rss_auto vramforge-en-model-flowise-langchain Thu, 12 Nov 2026 12:00:00 GMT Deploy FlowiseAI low-code multi-agent graphs with PostgreSQL persistence, Ollama local inference, Qdrant retrieval, and fast website embed widgets. https://vramforge.pages.dev/en/compare/vultr-cloud-gpu-vs-cpu-vps-llm/?src=rss_auto vramforge-en-compare-vultr-cloud-gpu-vs-cpu-vps-llm Thu, 12 Nov 2026 12:00:00 GMT Benchmark token/sec throughput, time-to-first-token (TTFT), memory bandwidth (864 GB/s vs 96 GB/s), and monthly cost per million tokens. https://vramforge.pages.dev/en/compare/hostinger-kvm8-vs-ultahost-vds-ai/?src=rss_auto vramforge-en-compare-hostinger-kvm8-vs-ultahost-vds-ai Thu, 12 Nov 2026 12:00:00 GMT Shared vCPU KVM templates vs zero-steal dedicated physical cores: where 7B/14B workloads thrive on KVM 8 and when 32B/70B + Dify require UltaHost VDS. https://vramforge.pages.dev/en/compare/self-hosted-rag-vs-openai-api-cost/?src=rss_auto vramforge-en-compare-self-hosted-rag-vs-openai-api-cost Thu, 12 Nov 2026 12:00:00 GMT Exact token break-even math comparing GPT-4o + Assistants Vector Store fees against self-hosted Dify/Open WebUI + Qdrant + Ollama. https://vramforge.pages.dev/en/compare/interserver-ryzen-vs-cloud-gpu-inference/?src=rss_auto vramforge-en-compare-interserver-ryzen-vs-cloud-gpu-inference Thu, 12 Nov 2026 12:00:00 GMT Compare 24/7 batch transcription, scraping agents, and high-storage GGUF vaults on bare-metal AMD Ryzen against on-demand NVIDIA Cloud GPUs.