"Kenya is the third most innovative economy in sub-Saharan Africa, behind Mauritius and South Africa. (Oxford Insights, 2022, pp.44-46). Therefore, this Artificial Intelligence Practitioners’ Guide (the Guide) has been developed to address AI’s disruption in the tech and legal sector in Kenya. The guide highlights legal frameworks and policies enabling the development of AI-sensitive communities, with well-defined Kenyan-led and -owned entities, as a global node for AI and machine learning growth. It also provides a vehicle for formalizing an independent oversight/advisory body to foster Kenya-led AI and informs AI practitioners of relevant legislative, regulatory, and ethical frameworks. Further, it proposes legislative and regulatory reform to address barriers to AI for social good, thereby promoting a nurturing AI environment while safeguarding citizens‘ civil and privacy rights. The legal resource guide highlights best practices and key legislative, legal, and regulatory considerations for diverse stakeholders seeking to apply AI in Kenya. The Guide discusses the building blocks of AI and how to operate ethically while deploying innovations. It also seeks to help AI practitioners understand the landscape, and for local and international tech entities to tap into the existing talent for developing and deploying emerging technologies. Expectedly, this guide will catalyze innovation work in Kenya and its presence in global tech. It seeks to turn the fear of AI into a trust in its ability to deliver to a country where economic security, food security, and safety remain important realities especially to the most vulnerable." (Executive summary, pages 6-7)