I think it is best to assume we will all have an AI companion next to us - going forward - for the rest of our lives. For me, once I had that thought clearly and now typed it, the words provide some clarity on a few things. First, start working on what that companion looks like for you. There is great personal context in my phone, and any AI that is balanced the right way will be able to provide great insight and results. But more importantly, start working on what makes you unique as a person - both personally and professionally, and start putting into the right shape. Yes, that is one clear reason we are all here - keeping your work close to you, and not relying too much on the models to track you. Second, I am so curious about education. Testing had no notes as the results of pens, no calculators for decades after calculators appeared. So we will have years to watch education slowly adjust because no AI during tests is their obvious answer. But here is the hard point. If your test can be answered by an AI, you need to be teaching different things. There is more... but for me I just had a breakthrough that helped me focus on the important things going forward. Special thanks to my mom, who told me in the late 1970s, 'It is not like you are going to have a calculator with you every day for the rest of your life.' Fast forward decades later, and yes, I did have a calculator with me my whole life. Thank you HP 11C, and iPhone since 2006.