{ "HubID": "5614", "Date": "11/03/2025", "HubTags": [ "External Platform Posts" ], "Contacts": "", "Companies": "", "File": "", "Image": "", "Summary": "On my farm, things move slow — until suddenly they don’t. Seeds sprout, seasons turn, and before you know it, everything’s growing at once. AI feels the same right now. Once machines really learn to reason — especially with math — science and engineering speed up dramatically. Instead of years of trial-and-error for new materials, medicines, and energy tech, we’ll see rapid simulation, discovery, and real-world breakthroughs. I think we hit that inflection point around 2027. And when we cross that threshold, we could see extraordinary progress arrive fast — fast enough to help tackle many of the challenges piling up. I keep saying we need to brace for a tough transition (and we do), but there’s a real possibility the wave of good builds so quickly that it helps blunt the wave of difficulty coming our way.", "Notes": "" }