Best Practices for AI-Assisted Code Generation

Best practices for responsibly generating and using AI-assisted code include: rigorously reviewing generated code before using it, recursively applying large language models to code outputs for bug checking and performance optimization, using retrieval techniques to obtain recommendations specific to company's code conventions and style guides, incorporating attribution tools for validating code sources, ensuring rigor and oversight when using generative tools for production code, approaching the integration of LLMs into product surfaces with maturity, exploring the potential of multimodal models that can generate text, images, video, and audio, and using diffusion models to generate images or video based on generated text.