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What are some of the benefits to working with full-stack AI? @rseroter: Because Google manages the entire stack — from running the underlying infrastructure all the way up to delivering @Gmail — there's massive system reliability. If a technical failure happens at one layer, our ownership of the platform allows us to catch it and handle it at another layer easily, rather than waiting for an external provider to fix it. There's also an economic advantage. Since we aren't paying third-party vendors for anything, customers don't have to absorb those fees, which means we can offer remarkably competitive pricing.

🧵Our unique full-stack approach to AI lets us deliver powerful, cost-efficient products to developers and everyday users. But what exactly does it mean when a technology system is "full-stack,” and why is it so important to our approach? We talked to @rseroter, senior director and chief evangelist at @googlecloud, to break it all down 👇 Where does the phrase “full-stack” come from, and what does it mean when we’re talking about tech? @rseroter: The term "full-stack" originally came out in software development a decade or so ago — usually in regard to applications. Historically, building an app required multiple specialized teams: a front-end developer to build beautiful user interfaces, a back-end developer to handle server-side logic and a dedicated database team. The concept of a "full-stack engineer" emerged to describe a developer who could work across all of these functions independently. Instead of constantly handing off components from one person to another, a full-stack engineer could take an idea from a rough concept all the way to a fully running piece of software.

A shockingly wrong opinion. Justice Barrett joins with the liberal justices to hold that federal election law does not preempt states who allow late mail-in ballots to be counted. This is terrible for election integrity. Another reason we must pass the full SAVE American Act.

Data centers are being blamed for rising US power bills, but outdated policy may be the real culprit. Doug Arent of the Center on Global Energy Policy explains how poor incentives are shaping electricity costs