Fortune Tech: Meta’s teen health fine, AI-generated viruses, Alphabet’s big bond sale

A New Mexico judge handed Meta a $567 million bill this week, the latest chapter in a case that found the company committed 75,000 violations of the state's Unfair Practices Act. Jurors concluded Meta knew about the mental health toll its platforms took on teenagers and about child exploitation happening under its nose, and did too little, too late. Combined with an earlier $375 million penalty, the total sounds punishing until you remember Meta pulls in more than that in a single week of ad revenue. Shares dipped less than one percent. The company says it will appeal, and it probably has the cash reserves to outlast the process either way.

Across the country, researchers at Stanford and the Arc Institute quietly crossed a different line. Using an AI model called Evo trained on enormous DNA libraries, they generated roughly 700,000 candidate viral genomes, tested 285, and ended up with 16 that actually worked as functioning viruses. The team kept things contained to Phi X-174, a bacteriophage that only infects E. coli, nothing capable of touching a human cell. Still, the achievement is the kind that makes biosecurity experts lose sleep, because the same technique that can help design cancer therapies could, in less careful hands, help design something far worse. There's essentially no regulatory framework built for this yet.

And then there's the money question, which keeps getting bigger. Alphabet sold $25 billion in investment-grade bonds this week, drawing a reported $115 billion in investor demand, and it plans to start issuing debt twice a year to keep pace. The company has already raised more than $50 billion globally in 2025 alone, all of it funneling toward data centers, chips, and the talent war. Alphabet's 2026 capital spending forecast now sits between $195 billion and $205 billion, spending so aggressive it pushed the company into negative free cash flow for the first time since its 2004 IPO. Berkshire Hathaway's Greg Abel doesn't seem worried, having recently added to his firm's Alphabet stake on a bet that all those server farms eventually pay for themselves.

Three stories, one thread: companies moving at a pace their own safeguards, or society's, haven't caught up to. Meta's penalty barely dents its balance sheet. The AI-designed virus work outran any policy conversation about what should and shouldn't be synthesized. And Alphabet is borrowing tens of billions on the conviction that the AI buildout will justify itself later, cash flow be damned. Nobody involved seems inclined to slow down and wait for the rest of us to catch up.