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For the full Q&A with @rseroter on our full-stack approach ↓
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.
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🧵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.
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🧵Up, up and away 🚀 Gemma 4, our most intelligent open models to date, just hit 200 million downloads. Since its launch 2.5 months ago, developers, researchers and startups have used Gemma 4 to fine-tune and deploy models across a variety of environments — from wearable robotic arms for physical assistance to enterprise-grade AI security.
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From creating images in real-time with your voice to new ways to support your small business, here’s a look at this month’s Gemini Drops 🧵
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🎣 Made this @GoogleChrome extension with @antigravity that lets you record actions in the browser, then has Gemini 3.1 Flash Lite automatically convert those tasks into Skills! The actions in the DOM are used to supplement your video, so you get very fine-grained instructions:
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200 million times! 🚀🚀 That’s how many times developers, researchers, and startups have downloaded the Gemma 4 family in just 2.5 months. When we built Gemma, our goal was to bring Google’s Gemini research to the open-science community in an accessible and highly capable package. Seeing this milestone today is both humbling and exhilarating. From lightweight agents to satellites orbiting Earth, the community is pushing the boundaries of what's possible with our open models. At Google DeepMind, our commitment to open science and developer choice remains unwavering. Gemma 4 is just one step in this journey, and we are excited to keep iterating alongside you. To celebrate, here is a look at the real-world, global impact Gemma is having, and how it’s empowering the next generation of builders 👇 Thank you to everyone who has downloaded, fine-tuned, and built with Gemma. We can't wait to show you what's next.
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Gemma 4 just hit 200M downloads in only 2.5 months! For context, total downloads across the entire Gemma family of models were at 100M when we launched Gemma 3. The community's acceleration is incredible. Thank you to everyone building with Gemma. Watch how developers are driving real-world impact:
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Want to help your students prep for the ACT or GRE? 🙌 We’re bringing full-length practice ACT and GRE tests to the @GeminiApp at no cost, grounded in authoritative content from @ThePrincetonRev. Learn more:
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Finally, keep up with the market on the go with the new Google Finance app for @Android. You’ll be able to access your watchlist, real-time data, a live financial news feed and the AI research tool — with more features and an iOS app coming soon. Learn more about the new Google Finance →
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Google Finance can now keep you updated on market intel and deliver a custom briefing on your preferred schedule. Simply describe a task like, “Send me a daily pre-market briefing analyzing significant overnight moves across major cryptocurrencies.” When your update is ready, you’ll receive a notification through the Google app for Android or iOS, as well as in the research panel in Google Finance on the web. This feature is also rolling out globally today.
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First, we’re starting the global roll out of portfolios. You’ll be able to see all your investments consolidated in a single dashboard that shows performance data and additional insights, like asset allocation and more. Your existing Google Finance portfolios will be available automatically — or you can create a new one by adding screenshots, uploading files that detail your holdings, or even just describing your investments. Once your portfolio is set up, dive deeper with the research tool. Try asking questions like “what sectors are currently underrepresented in my portfolio?”
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The new Google Finance is coming out of beta this week with new capabilities and a new @Android app. Explore three ways it can help you better track and understand financial investments 🧵
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Whenever I post about Google Finance, I get two top questions: (1) when are portfolios coming? (2) can we get an app? I’m excited to share we’ve added portfolios (can even import from other finance tools with just a screenshot 🤯) and we’re shipping a new Android app today!
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The Google #HomeSpeaker# is here! Brilliant 360° sound meets Gemini magic. Gemini Live lets you get expert help, chat naturally, and brainstorm ideas. Plus, you can control multiple smart home devices in a single ask.¹ Learn more:
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Study notebooks are available at no-cost and rolling out globally on the web for personal accounts in every region and language the Gemini app supports, with availability on mobile and for school-issued accounts (including for users under 18) launching later this summer. Learn more about study notebooks in @GeminiApp
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5⃣ Prep for standardized exams like the SAT. Expensive prep courses shouldn't be the barrier between you and a great score. You can already prep for the SAT, JEE and NEET just by chatting with the @GeminiApp (try asking, "I want to study for the SAT.") — and starting today, SAT prep is officially available in study notebooks, too. We're also bringing JEE and NEET to study notebooks soon, and expanding both standard chats and study notebooks to include the ENEM, ACT and GRE this summer. 📚
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Today we’re launching study notebooks in the @GeminiApp — an interactive space built to turn your natural curiosity into true comprehension. 📓 Whether you’re a student making sense of organic chemistry or preparing for a standardized exam, personalized learning should be accessible to everyone. That's why study notebooks are free and available globally in every language in the Gemini app. Here's how to use them ↓
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Personalize how you study and learn any topic with new study notebooks in Gemini. 📓 Study notebooks can be grounded in your course materials and turn Gemini into an interactive, adaptive learning space with personalized lessons based on your quiz performance to help you learn.
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Build agents that can see, reason, and take action across browser, desktop and mobile environments. Gemini 3.5 Flash now features built-in computer use capabilities: 📱 Custom client-side functions for human-in-the-loop takeover 🔒 Configurable action-level safety policies 🛡️ Intent arguments to maximize transparency Learn more in the blog →
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Today developers and enterprises can start using Computer Use via the Gemini API and Gemini Enterprise Agent Platform. Learn more ↓