Local SLM Performance vs. Cloud-Based LLM Benchmarks

Stanford research comparing local SLMs like Qwen 3 and Gemma 3 against cloud models like Claude Sonnet 4.5 suggests small language models on Apple M4 or Nvidia chips may approach data center performance. If scalable, this shift could drastically reduce reliance on hyperscaler infrastructure.