Exec Package + Claude OS Master Skill | Business Engineer Founding Plan
FourWeekMBA x Business Engineer | Updated 2026
Meta’s Manus acquisition fires the starting gun on AI’s next competitive phase: the context wars. As models commoditize, competitive advantage shifts to who has the richest context and the best infrastructure to deploy it.
The context wars favor companies with existing user relationships. Meta, Google, Apple, Microsoft, and Amazon each have different context advantages. The coming battle is about connecting these context assets to AI capabilities effectively.
The New Battleground
Model performance is converging. GPT-4, Claude, Gemini, and Llama produce increasingly similar outputs on standard benchmarks. The differentiation opportunity has shifted to context: whose AI knows users best and responds most relevantly?
This represents a paradigm shift in AI competitionโfrom capability wars to context wars.
Gennaro Cuofano is a CRO and tech executive who has worked in AI since late 2015, starting with bringing NLP, natural-language generation, voice and chatbot products to the marketing industry. His background is in law and finance: he holds a Master's degree in Law and an International MBA with an emphasis on corporate finance (LUISS Business School and the University of San Diego, 2012), and worked as a financial analyst at a real-estate investment firm in San Diego and as an assistant controller. His work focuses on business model strategy, business engineering and, more broadly, structural analysis: how companies make money, read from their own filings. He created FourWeekMBA and leads research there and at The Business Engineer, his newsletter on AI and business strategy, with over 95,000 subscribers and more than 1,000 published analyses. His writing has also appeared on Entrepreneur (for example, How to Digitize a Family Business in Europe) and HackerNoon. Find him on LinkedIn and Substack. See how we source.
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