📖 Guides
How to Secure Your Dataset on a Public GPU Node
Training on public GPUs does not require sacrificing data security. Learn how to protect sensitive datasets before, during, and after AI workloads on rented infrastructure.
✨ Featured
📚 Tutorials
The Ultimate Guide to Private LLM Fine-Tuning on Decentralized GPUs
Learn how to fine-tune open-weights LLMs on decentralized GPUs with complete privacy. Step-by-step instructions covering secure data transfer, QLoRA training, and environment sanitization.
Recent Posts
🏢 Case Studies
Why Corporate AI Policies are Banning ChatGPT (And What to Use Instead)
Major corporations are banning ChatGPT over data privacy and compliance concerns. Learn why enterprise AI policies are tightening and how open-weights models on decentralized GPU infrastructure provide a compliant alternative.
📊 Benchmarks
Ollama vs vLLM vs TGI: RTX 4090 Inference Benchmark (Measured, Not Marketed)
Measured benchmark of Ollama, vLLM, and TGI on a single RTX 4090 with Llama‑3.1‑8B. Real throughput, real latency, real cost implications.
📖 Guides
Why Stablecoins Are the Smartest Way to Pay for GPU Rental
Cryptocurrency volatility shouldn't affect your GPU budget. Stablecoins maintain dollar value while giving you all the benefits of crypto payments—low fees, fast settlement, no KYC.
📚 Tutorials
Setting Up MetaMask and Polygon for Your First GPU Rental
Never used a crypto wallet? This guide walks you through MetaMask installation, Polygon network setup, and funding your wallet for GPU rental. No prior crypto experience required.
📖 Guides
How Smart Contract Escrow Protects Your GPU Rental Payment
Traditional platforms ask you to trust them with your money. Smart contract escrow makes theft technically impossible. Learn how on-chain escrow works and how to verify your funds yourself.