LLMs and Tokens Beyond the Hype: Why Smaller Models Might Be the Better Architectural Choice

When we choose and LLM, our first instinct  is to pick the newest and largest model available. It's smarter, more capable, and tops every benchmark leaderboard. But is this an architectural desition?