He successfully addressed a major flaw in global Large Language Models—their inability to comprehend "code-switching" and localized urban slang. By engineering MIMI into a localized conversational workspace, he has given Kenyans an AI tool that understands their natural voice, structural context, and local idioms, directly advancing digital inclusion.