Thanks for this summary. A question: do you envisage any changes in your use of ChatGPT given the commercial, regulatory and legal changes that OpenAI is rolling out? Vanessa Andreotti has written about this, and I find her arguments for being extra careful (and perhaps migrating away from US-based proprietary models) compelling.