High-memory & RAG
Crypto VPS, AI agents over MCP, trading-bot hosting and paying in USDC/USDT — no KYC.
Self-host a LiteLLM proxy on a VPS: one OpenAI-compatible endpoint for every model
Put LiteLLM on your own VPS and give every app and agent a single OpenAI-compatible URL that routes to OpenAI, Anthropic, Groq, local Ollama and more — with your keys, budgets and logs staying on a box you control. Crypto payment, no KYC.
Self-hosted RAG at scale: how much RAM a vector index really eats
RAG demos run on a laptop. Production RAG with millions of embeddings is a memory problem. Here's why the index wants RAM, real numbers by corpus size, and why teams self-host it in the first place.
Hosting local LLM inference privately: what a CPU VPS can and can't do
Running Ollama or vLLM on your own server keeps prompts off a provider's logs. But CPU inference has hard limits. Here's what's realistic on a high-memory VPS, what needs a GPU, and where the private-first approach actually wins.
Why a no-KYC high-memory VPS costs more than the $/GB math suggests
A 32–80 GB VPS you can rent with crypto and no ID looks pricey next to a mainstream host's per-GB rate. Here's what that price actually buys, and when it's the wrong choice.
High-memory VPS for AI agents: when your fleet actually needs the RAM
One agent barely touches memory. A crew of ten holding shared state is a different animal. Here's when an agent fleet outgrows a small box, how much RAM each tier really buys, and where no-KYC high-memory fits.
How much VPS does an AI agent actually need? A sizing guide
RAM, CPU and disk for AI agents, bots and small LLMs — with real numbers, not vibes. What a chat agent, a scraper, a trading bot and a local model each need, and where a CPU box stops being enough.
Host a vector database for AI agent memory on a VPS
Give your AI agent long-term memory with a self-hosted vector store. pgvector vs Qdrant on a VPS, how much RAM embeddings really need, and how to keep your data off third-party servers.
Self-hosting a local LLM on a VPS with Ollama — what actually works
Run your own LLM on a VPS with Ollama: real RAM numbers per model, honest CPU speed expectations, the install in three commands, and how to reach it over an API. Plus where a CPU box stops and you'd want a GPU instead.