Client-Side LLM Optimization Is Misunderstood

--- title: "Client-Side LLM Optimization Is Misunderstood" description: "Client-side LLM inference is a false fix for AI cost, latency, and security challenges without system-level architecture." date: 2026-04-17 categories: ['LLM Infrastructure', 'AI Cost Optimization', 'Agentic Systems'] draft: false --- Client-side LLM optimization is widely misunderstood. It’s not about running models locally to save cloud costs or speed up responses. It is a complex systems tradeoff involving latency, compu