Helion introduces a high-level domain-specific language that simplifies kernel development for machine learning by compiling Python-embedded code into optimized Triton code. It automates complex tasks like memory management and tuning, allowing developers to focus on algorithmic logic rather than hardware specifics. Helion's autotuning engine enhances performance portability across different hardware architectures with minimal effort.