Exploring Data in the Age of AI

AI's effectiveness hinges on the integrity of its answers, which depends on the data feeding the system. I have organized this into a three-layer model for achieving robust AI decisions:

By viewing AI data architecture through this layered approach, we can design AI systems that are not only highly accurate but also agile and trustworthy, with respect for IP holders in a thriving data-driven ecosystem.