📁 OnPremise
AI generated
The Benchmark Paradox: Why the Qwen-Gemma Stalemate Conceals the Real On-Prem Game
The perceived stalemate between Qwen and Gemma in benchmark scores points to metric saturation. For self-hosted LLM deployments, what truly matters are VRAM, quantization, context windows, and total cost of ownership. The scoring silence may hide a strategic shift toward operational efficiency and domain-specific fine-tuning.