Interning at Runwei, an AI-powered platform helping underestimated entrepreneurs access equity-free and debt-free capital. My work has spanned competitive analysis of AI search visibility tools, research into how LLMs and AI answer engines surface content, and documenting improvements to Runwei's grant recommendation engine, including analysis of semantic embeddings, hybrid retrieval, and ranking model design.