Topic

Valuation

Valuation questions test whether you can estimate system capacity, cost trade-offs, and resource requirements under real constraints and ambiguity.

A moody, cinematic close-up photograph of a lone investor seen from behind, silhouetted against… Investing 4 min read
Investing

The Best AI Stocks Are Usually the Ones You've Already Talked Yourself Out Of

The AI stock that will hurt the most to have missed is the one you've already almost bought three times, then closed the tab because the P/E made you flinch. I know that because it happened to me.

B Benjamin Drake
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A photorealistic close-up of a sleek financial trading workstation in a dimly lit modern… Valuation 5 min read
Valuation

Alibaba Valuation: The Cheap-Stock Myth, and What an IP Allegation Actually Changes

The stock fell more than eleven percent in a session. The trigger was an allegation from Anthropic that Alibaba's Qwen lab had misused intellectual property — the kind of accusation that, in the…

A Amelia Rutherford
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A tightly composed photorealistic shot of a modern financial trading desk at dusk, three… Investing 4 min read
Investing

The Sixth Lesson on Artificial Intelligence Stocks: When a Down Stock Still Costs a Premium

You've watched BigBear.ai announce contract win after contract win, and you've watched the stock fall most of a third of its value this year anyway.

H Hannah Mercer
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A vast modern data center interior photographed with a wide-angle lens, endless rows of… Investing 5 min read
Investing

Lesson Six: The AI Infrastructure Boom Is Real. That's Exactly Why the Stock Can Still Burn You

Last year a software company most retail investors had written off as a relic got within roughly $65 billion of the $1 trillion mark — close enough that the financial press started measuring the gap…

I Isabel Carrington
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