@article{siliconshowdownperformanceefficiencyande,
  title = {Silicon Showdown: Performance, Efficiency, and Ecosystem Barriers in Consumer-Grade LLM Inference},
  author = {Abdurrahman Javat and Allan Kazakov},
  year = {2026},
  eprint = {2605.00519},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2605.00519},
}