Tianqi ChenCurrent Deep Learning Landscape Frameworks and Inference engines DL Compilers Kenrel Libraries Hardware CuDNN NNPack MKL-DNN Hand optimized Open source, automated end-to- end optimization

case and layer 
 in additional ones as you uncover new vulnerabilities. Guardrails are a critical component of any LLM-based deployment, but should be coupled with robust authentication and authorization

infrastructure growth. As more developers build AI-native apps, they also create tools, wrappers and libraries that make it easier for others to follow. New front-end frameworks, embedding pipelines, model