A developer successfully ran a local LLM agent on an NVIDIA RTX 4070 Ti SUPER (16 GB GDDR6X) achieving 125 tokens per second, overcoming previous limitations that prevented smart models from running efficiently on consumer-grade GPUs. The RTX 4070 Ti SUPER, priced at $900, represents the most common high-end graphics card among desktop users, with 16 GB VRAM making up 27.21% of the market according to GaugeDB surveys. The implementation addresses the challenge of running capable LLM agents locally without requiring enterprise-level hardware.