$Penguin Solutions, Inc.(PENG)$ $Marvell Technology(MRVL)$ $Astera Labs, Inc.(ALAB)$ $Coherent(COHR)$ Listening to the big players, they are saying every borrowed dollar invested in AI infrastructure is generating a 20% return. They can't borrow enough. The idea that ROI concerns will spook them is FUD from analysts. The bigger players are saying investment will double near term to over $1.5T. Let's be clear, you don't finance a build and then pull the plug at 25% in. It's a 100-year investment in building a generational industry for the next century. Frankly speaking, the risk of under-investing vastly outweighs the risk of over-investing.

Latest 2026 earnings reports show that Microsoft, Amazon (AWS), and Meta are already converting AI investments into billions of dollars in tangible revenue. Azure is up 43% and $37B, and the commercial backlog reached $678 billion. AWS revenue is up 37% to $42.2 billion.

A market correction is just a healthy reset of valuations.

Understand this is a winner-take-all technological and geopolitical arms race, and it is not going to stop.

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