AI has emerged as a prominent catalyst for growth, offering transformative potential across industries. From the development of Large Language Models (LLM) to AI-generated content (AIGC), AI has significantly enhanced efficiency and accuracy. In this session, we will show Colossal-AI's notable advancement in efficient AI model training and implementation across diverse industries. Our innovative approach incorporates cutting-edge technologies like multi-dimensional parallelism, heterogeneous memory management, and adaptive task scheduling. Through extensive research, we have successfully integrated various AI models, including ChatGPT-like model, image model, bioinformatics model and stable diffusion model, into different industries, delivering tangible AI-driven productivity enhancements. We hope our talk can inspire you with fresh ideas and immerse you in the new era of AI.