Strategic AI Adoption: Open Source, Ethics, and Verification
A strategic analysis of the shift from proprietary to open-source AI models, driven by cost efficiency and supply chain sovereignty. The discussion highlights the critical need for rigorous verification frameworks, responsible AI governance, and a fundamental redefinition of software engineering roles in the age of generative code.