In AI, bigger isn’t always better—especially at the edge. Small language models are like Honda Civics: reliable, efficient, and cost-effective. Large models, like Ferraris, are powerful but resource-intensive. Compact models get the job done with less power and greater accessibility. This talk explores how lightweight models thrive at the edge, delivering faster responses, lower energy use, and flexibility. Be smart, slim, secure, and swift with your edge applications