TPT (Time-series Pre-trained Transformer): An industrial-grade generative AI model trained on massive amounts of industrial data, empowering equipment to perform expert-level autonomous reasoning and optimization. It has achieved breakthrough applications in multiple units across the chlor-alkali, thermal power, and petrochemical sectors, driving significant improvements in efficiency, productivity, quality, and safety.