I’m 100% sure the future consists of many models running on device. LLMs will be the mobile apps of the future (or a different architecture, but still intelligence).
People wont be competing with even a current 2026 SOTA from their home LLM nowhere soon. Even actual SOTA LLM providers are not competing either - they're losing money on energy and costs, hopping to make it up on market capture and win the IPO races.