Surogate Trainer is a C++-based framework designed for fast LLM experimentation and training. It supports pre-training, full fine-tuning, and reinforcement learning for large language models. The framework offers native CPU offloading for VRAM-efficient training and claims performance exceeding existing training frameworks for single and multi-GPU setups.