Google's FunctionGemma packs function calling capabilities into just 270M parameters, specifically optimized for edge deployment. This is a meaningful step toward running capable AI agents locally on devices without cloud dependencies The trend of specialized small models outperforming generalist ones at specific tasks continues to gain momentum.