Local Deployment & Cost OptimizationOllama official site / vLLM official docs and GitHub
Run Open-Source Models on Your Own Hardware with Ollama + vLLM: The 2026 Practical Route to Unlimited Free AI Tokens
No third-party quotas, no platform gatekeepers: a concrete 2026 walkthrough of running local inference with Ollama and high-throughput batch inference with vLLM, covering hardware thresholds, quantization trade-offs, and common pitfalls that take your token cost to zero.