Why Every Developer Must Run Local LLMs by 2026: The Data Is Already Here The Cost Trap of Cloud APIs Is Collapsing Developer Budgets Cloud LLM usage hit developers hard in 2025. Teams at mid-sized SaaS companies reported average monthly bills exceeding 8,400 when scaling inference across code completion, documentation, and internal tooling. Local deployments flip that equation. One internal...