Consultancy Circle

Artificial Intelligence, Investing, Commerce and the Future of Work

Day: January 10, 2026

  • Navigating the Challenges of AI’s Memorization Crisis

    As the capabilities of generative AI scale upward, researchers are facing an unexpected and deeply consequential problem: models like GPT-4 and Gemini 1.5 have begun to replicate, verbatim, private data embedded in their training sets. This phenomenon, known as the AI memorization crisis, now sits at the intersection of privacy, intellectual property law, machine design,…