So back on your Neoclouds like $NBIS + memory read through... From $AMZN CEO + A16z interview. Q: On memory shortages (eg. $MU / SK Hynix / Samsung): A: "There's only so much memory, and I don't think that that shortage ends in 2027." Q: On AWS capacity: A: "A good chunk of 28 is sold out", "largely sold out through 2027." Q: On capex ROI: A: Amazon had ​said it would spend about $220 billion in capex for 2026. But Jassy said the company "could invest a lot more ​and it wouldn't be a bad use of ​capital" This is probably validating economics of Neoclouds model since this comes from a pretty stingy hyperscaler like Amazon... that only serves free bananas to their employees. Unlike trusting $META / Zuck where you the guy throws all you can eat cruise ship type buffets at every employee. - AWS claims approximately 30-40% better price-performance than comparable AI accelerators. Then went on to say Annapurna was "one of the very best acquisitions we've done in Amazon and the history of the company, if not the best." "We spun out a separate team in Annapurna to build an AI accelerator" Just to give a bump to your AI custom silicon type private companies (since others like $AAPL were likely going on shopping sprees). TLDR: - Not really too much groundbreaking, just incremental validation of what was said previous earnings. - Broader shortages (like memory) won't end in 2027 - Always positive to hear from $AMZN on insatiable demand + ROI given atrocious Neocloud sentiment right now