برچسب: Build

  • Build the Best Zoo in the Acclaimed Board Game Ark Nova

    Build the Best Zoo in the Acclaimed Board Game Ark Nova


    Players are tasked with planning and designing a modern zoo with the eventual goal of it becoming the most successful. To do that, you will need to build enclosures, accommodate animals, and support conservation products all around the world. To do that, you will need both specialists and unique buildings.

    The game features 255 cards with animals, specialists, unique enclosures, and conservation projects, each with a particular ability. You’ll use the cards to increase the appeal and scientific reputation of your zoo while collecting conversation points.

    Action cards will be used to upgrade and carry out plans. Each player has five action cards and the power of the action is determined by the slot the card currently occupies. The actions include build, animals, cards, association, and sponsors.

    You can play locally against an AI, online, or in the same room with others using pass and play.

    Designed for the iPhone and all iPad models, Ark Nova is a $10.99 download now on the App Store.



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  • How My Old Job Secretly Prepared Me to Build a Thriving Business

    How My Old Job Secretly Prepared Me to Build a Thriving Business


    Opinions expressed by Entrepreneur contributors are their own.

    I started my journalism career in 2004. Within months, it was clear: the industry was changing — fast. Newsroom layoffs, budget cuts, and staff downsizing became routine. Whispers of “impending cuts” turned into annual realities. Every year brought fewer resources, fewer colleagues, and more pressure to do more with less.

    Eventually, the tone of the industry changed completely. We went from reporting the news to defending its very existence. I remember being handed scripts to read on-air, asking viewers to “support local journalism.” Imagine reporting on the world while quietly campaigning to save your own job. It was humbling — and revealing.

    That’s when I realized I needed a Plan B.

    About eight years into my 15-year career as a reporter and anchor for Canada’s largest private broadcaster, I started building a real estate-focused marketing agency. Quietly. In the newsroom, side hustles were frowned upon. Some managers even banned them. It was a strange contradiction: everyone knew the industry was shrinking, but no one was allowed to prepare for what came next.

    So I did it anyway.

    Over time, that agency grew quietly in the background. And one day, it was big enough that I didn’t need the newsroom anymore. I stepped away — and stepped fully into entrepreneurship.

    What I didn’t expect was just how many of my journalism skills would become foundational to building and running a successful business.

    Here’s what translated — and why it matters to anyone navigating uncertainty in their career today.

    Related: The 3 Biggest Mistakes That Made Me a Better Entrepreneur

    Deadlines build more than discipline — they build trust

    In journalism, deadlines weren’t flexible. If your segment wasn’t ready by airtime, it didn’t go to air — simple as that. There was no “I’m running a bit behind.” That kind of real-time pressure trains you to deliver no matter what. And more importantly, it teaches you that other people are counting on you to deliver.

    In business, that same mindset is a competitive advantage. When you consistently meet deadlines—for clients, collaborators, or even yourself — you build a reputation as someone who can be trusted. In a world full of flakiness, that trust is rare and valuable.

    Clarity is the most underrated communication skill

    As a journalist, my job was to take something complicated — legislation, economics, crime stats — and make it clear, fast. I learned how to break down ideas so that a viewer with no background knowledge could still understand the story.

    That skill carried straight into business. Clients aren’t looking for more information — they want clarity. They want someone who can explain things in plain language, with confidence and precision. If you can do that, you’ll win attention and loyalty, even in crowded markets.

    Reading the room is a business skill, not just a social one

    Every newsroom has an unspoken energy. Some days are tense. Others are collaborative. You learn to read body language, anticipate reactions, and adjust your tone accordingly. Sometimes you learn the hard way — by saying the wrong thing at the wrong time. But eventually, you get good at it.

    That emotional intelligence became essential in business. Whether I’m in a sales call, a client pitch or a team check-in, I rely on that same ability to gauge the room. Knowing when to speak, when to pause, and when to pivot isn’t just nice to have — it’s how you build rapport, close deals and lead people.

    Your visual presence sends a signal — whether you like it or not

    In television, how you show up is part of the job. Lighting, clothing, posture, eye contact — everything matters. You’re trained to think visually because you’re being seen, not just heard.

    As a business owner, I carried that forward. Whether I’m on a Zoom call, recording video content, or meeting a client in person, I think about how I show up. Not because I care about superficial polish, but because I understand that presence builds credibility. People make snap judgments. Being intentional about your appearance — your energy, tone, body language — is part of your brand.

    Asking smart questions leads to better outcomes

    Great interviews don’t happen because the journalist talks a lot — they happen because they ask questions no one else thought to ask. They listen. They dig. They help the subject get to something real.

    That skill set applies almost everywhere in business. Whether I’m onboarding a client, hiring a new team member, or troubleshooting a campaign, asking thoughtful, open-ended questions makes all the difference. It leads to insights, not just answers. The better your questions, the more valuable your results.

    Content creation isn’t a buzzword — it’s a daily practice

    Before “content marketing” was trendy, journalists were doing it every day. Writing headlines. Filming segments. Recording voiceovers. Editing clips. We were creating daily, on deadline, with quality and consistency.

    When I pivoted into business, that content muscle was already built. I could write fast. I could shoot video. I could find the story angle. That made building a content-driven agency much easier. But more importantly, it helped me communicate my value consistently — through blogs, videos, emails, and social media.

    Storytelling is the bridge between facts and emotion

    At the core of every newscast is a story. That doesn’t change in business. In fact, the need for narrative is even more important. Because people don’t buy based on data — they buy based on belief.

    Whether I’m crafting a brand strategy, writing a sales page or scripting a webinar, I’m asking: What’s the story? What’s the tension? What changes by the end? Who’s the hero? Storytelling isn’t fluff. It’s structure. It’s how you help people care.

    Research before you speak — it builds credibility

    Journalists don’t get to make things up. We’re trained to dig for sources, verify facts and back up every claim. That instinct — to validate before publishing — translated directly into business.

    When I make marketing recommendations, I don’t rely on gut feeling alone. I cite trends, pull performance data, reference case studies. That research-backed approach builds trust — and helps clients feel more confident in their investment.

    Related: Why Entrepreneurship Is Better Than Any Personal Growth Book

    Writing is a business superpower

    In journalism, you write every day. Scripts, voiceovers, headlines, tweets, captions. You learn how to write tight. You learn how to write with impact. And you learn how to match your voice to your audience.

    In business, that’s been one of the most useful tools I’ve carried with me. Clear, persuasive writing helps across the board — website copy, email campaigns, pitch decks, client reports. Especially now, when so much content is AI-generated and generic, human writing that’s sharp and intentional really stands out.

    Working under pressure is the ultimate team test

    Television isn’t a solo act. Every show depends on producers, editors, camera operators, and anchors working in sync, under tight deadlines. If someone drops the ball, everyone feels it.

    That taught me how to lead under pressure — and how to hire people who can handle it too. In business, things go sideways. Clients change direction. Launches break. The ability to stay calm, adapt and keep moving is what separates amateurs from professionals.

    The bottom line

    When I left journalism, I thought I was walking away from a shrinking industry. What I didn’t realize was that I was walking into something I’d been preparing for all along. Entrepreneurship wasn’t the opposite of journalism — it was the evolution of it. The same skills that helped me succeed on-camera helped me succeed in business.

    So if you’re in a profession that feels uncertain right now, I’ll say this: look closely. You’re probably building skills that will serve you long after your current role ends. You might just be gathering the exact tools you’ll need for the next chapter.

    Don’t wait for a crisis to start your Plan B. Build it now, even if it’s in the margins. That quiet side project, that weekend freelance gig, that small experiment — it might be the thing that gives you security when the job no longer can.



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  • Build a Profitable One-Person Business That Runs Itself — with These 7 AI Tools

    Build a Profitable One-Person Business That Runs Itself — with These 7 AI Tools


    Opinions expressed by Entrepreneur contributors are their own.

    Most entrepreneurs are still using AI like a digital intern — rewriting emails, polishing posts and hoping for a little lift. But what if you flipped the script?

    What if AI didn’t just help you run your business — what if it became the business?

    Imagine a solo operation where content is created, leads are generated, and sales are made — all while you sleep. No team. No burnout. Just smart systems working around the clock.

    In this video, you’ll discover seven powerful tools from the AI “Black Book” — designed specifically for founders who want to scale without adding headcount. These aren’t quick hacks. They’re plug-and-play systems built for autonomy, leverage and profit.

    Inside, you’ll learn how to:

    • Find the conversion killers on your site — and fix them instantly, no coding required.
    • Uncover market gaps and messaging angles that would take a research team weeks to find.
    • Deploy your own AI workforce to handle onboarding, support and admin — so you can focus on growth.
    • Turn ideas into high-converting pitch decks in minutes — perfect for clients, webinars, and lead gen.
    • Create data-backed content that grabs attention and drives action — without the guesswork.
    • Diagnose and optimize your funnels with instant performance insights and actionable feedback.
    • Access a toolbox of AI agents that replace entire roles — from copywriters to analysts to VAs.

    No fluff. No jargon. Just a clear roadmap to building a business that runs 24/7 — without you on the hamster wheel.

    If you’re ready to stop doing it all yourself and start building something that works harder than you do, this is the blueprint.

    Download the free “AI Success Kit” (limited time only). And you’ll also get a free chapter from my brand new book, “The Wolf is at The Door – How to Survive and Thrive in an AI-Driven World.”

    Most entrepreneurs are still using AI like a digital intern — rewriting emails, polishing posts and hoping for a little lift. But what if you flipped the script?

    What if AI didn’t just help you run your business — what if it became the business?

    Imagine a solo operation where content is created, leads are generated, and sales are made — all while you sleep. No team. No burnout. Just smart systems working around the clock.

    The rest of this article is locked.

    Join Entrepreneur+ today for access.



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  • Before You Invest, Take These Steps to Build a Strategy That Works

    Before You Invest, Take These Steps to Build a Strategy That Works


    Opinions expressed by Entrepreneur contributors are their own.

    Investing doesn’t start with your first transaction — it begins much earlier. From defining the types of investments you’re interested in to setting clear financial goals, the early stages are critical. Investing can be complex and time-intensive, especially when deciding where to place your capital. That’s why having a thoughtful, informed strategy from the outset is so important: it ensures your investments are purposeful and aligned with your longterm vision.

    Before you commit any resources, take the time to craft a strategy that reflects your goals, values and risk tolerance. A structured approach not only reduces unnecessary risk but also clarifies why you’re investing and how each decision supports the bigger picture. This clarity transforms your investment approach from reactive to intentional.

    As an entrepreneur, I’ve refined my own investment strategy over time. It’s diverse by design, built to support both my financial goals and my broader mission. If you’re wondering how to figure out where your own investments should go, here are four actionable steps to help guide your placement strategy:

    1. Define your investment goals

    Start by asking yourself: What do I want my investments to achieve? Are you aiming for longterm wealth, social impact, business expansion or a mix of these? Knowing what success looks like will shape how much you invest, when and where.

    Consider the types of investments that resonate most—whether that’s equity, partnerships, philanthropic initiatives, or ventures tied to innovation. Aligning your goals with your core values will not only give you direction but also help you stay committed when markets shift.

    Related: How to Diversify Your Business Interests

    2. Choose your asset allocation strategy

    Asset allocation — how you distribute your investments across asset classes — is central to managing risk and return. The main categories include equities, fixed income and cash or cash equivalents. Each has different risk profiles and growth potential.

    There’s no one-size-fits-all approach. My own strategy, for example, spans three buckets: equity and business investments, partnerships and strategic collaborations and philanthropic efforts. This setup works for me because I prioritize both financial returns and impact. A significant portion of my portfolio supports global health, education, and sustainability initiatives.

    A thoughtful allocation plan helps you stay balanced, even when the markets aren’t.

    3. Diversify strategically

    Diversification is a time-tested way to reduce risk. If one sector dips, others can help offset the loss. But meaningful diversification goes beyond spreading your investments — it requires research and intention.

    Dig into each opportunity. Understand the potential returns, risks, and how each fits into your broader strategy. For me, diversification also means staying engaged with sectors I care deeply about, like innovation, wellness and climate-conscious enterprises. This keeps my portfolio resilient and aligned with my values.

    Related: The Importance of Portfolio Diversification for Your Investments

    4. Stay adaptable

    Your investment strategy should evolve with you. As your goals, interests and the economic landscape shift, so should your allocations.

    I regularly revisit my portfolio with a few key questions: How are my current investments performing? Do they still reflect my vision? Are there new opportunities I should explore? Lately, I’ve been diving deeper into wellness and sustainable living, especially in high-quality nutraceuticals and biohacking. Those shifts came from staying curious and being willing to pivot when the time felt right.

    Deciding where to place your investments is one of the most important steps in your investing journey. Laying a solid foundation early on helps you navigate growth, risk, and market shifts with confidence. And remember, your strategy isn’t permanent—it’s a living framework that should adapt as you and the world around you evolve. Stay informed, stay connected, and above all, stay intentional. Your future self will thank you.

    Investing doesn’t start with your first transaction — it begins much earlier. From defining the types of investments you’re interested in to setting clear financial goals, the early stages are critical. Investing can be complex and time-intensive, especially when deciding where to place your capital. That’s why having a thoughtful, informed strategy from the outset is so important: it ensures your investments are purposeful and aligned with your longterm vision.

    Before you commit any resources, take the time to craft a strategy that reflects your goals, values and risk tolerance. A structured approach not only reduces unnecessary risk but also clarifies why you’re investing and how each decision supports the bigger picture. This clarity transforms your investment approach from reactive to intentional.

    As an entrepreneur, I’ve refined my own investment strategy over time. It’s diverse by design, built to support both my financial goals and my broader mission. If you’re wondering how to figure out where your own investments should go, here are four actionable steps to help guide your placement strategy:

    The rest of this article is locked.

    Join Entrepreneur+ today for access.



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  • 7 AI Tools to Build a Profitable One-Person Business That Runs While You Sleep

    7 AI Tools to Build a Profitable One-Person Business That Runs While You Sleep


    Opinions expressed by Entrepreneur contributors are their own.

    Most entrepreneurs are still using AI like an assistant, stuck on surface-level tools that save a few minutes here and there. But what if AI could actually run your business for you, while you sleep?

    This isn’t about chatbots or repurposing content. It’s about building a lean, one-person business powered by automation, speed and smart systems.

    In this video, I’m revealing seven high-leverage AI tools curated for solo entrepreneurs ready to scale without a team and finally unlock true freedom.

    What you’ll learn:

    • Website conversion and sales amplifier: Discover a free Google AI tool that audits your site like a conversion expert, spotting costly mistakes and giving you data-backed recommendations to boost leads and sales (no coding required).
    • Hidden market insights at your fingertips: Uncover the AI research engine that reveals untapped market gaps and competitor weaknesses in seconds, without spending $200/month on bloated SEO software.
    • No-code agent creation made simple: Learn how to build your own AI agents to automate client onboarding, handle admin tasks, and even make smart decisions — freeing up your time for growth and strategy.
    • Instant presentation builder: Turn any blog, transcript or outline into a polished, professional deck in minutes — perfect for selling ideas, landing clients or creating lead magnets on autopilot.
    • Social media intelligence extractor: Access a pre-trained AI bot that scrapes platforms for viral trends, top-performing posts, and competitor engagement data, giving you a content edge without guesswork.
    • Data reporting on autopilot: Use the same AI analysis tool trusted by universities to transform raw numbers into smart, visual insights — ideal for optimizing campaigns, funnels and offers.
    • The ultimate solo founder AI toolkit: Explore the “app store of AI” where you can clone voices, analyze sentiment, and plug into hundreds of advanced tools that extend what one person can achieve.

    I’ll walk you through each tool step-by-step, no tech background needed. If you’re ready to build a high-performance business that works while you sleep, this video is your blueprint.

    Download the free “AI Success Kit” (limited time only). And you’ll also get a free chapter from my new book, “The Wolf is at The Door – How to Survive and Thrive in an AI-Driven World.”

    Most entrepreneurs are still using AI like an assistant, stuck on surface-level tools that save a few minutes here and there. But what if AI could actually run your business for you, while you sleep?

    This isn’t about chatbots or repurposing content. It’s about building a lean, one-person business powered by automation, speed and smart systems.

    In this video, I’m revealing seven high-leverage AI tools curated for solo entrepreneurs ready to scale without a team and finally unlock true freedom.

    The rest of this article is locked.

    Join Entrepreneur+ today for access.



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  • Build adaptive Android apps that shine across form factors



    Posted by Fahd Imtiaz – Product Manager, Android Developer

    https://www.youtube.com/watch?v=15oPNK1W0Tw

    If your app isn’t built to adapt, you’re missing out on the opportunity to reach a giant swath of users across 500 million devices! At Google I/O this year, we are exploring how adaptive development isn’t just a good idea, but essential to building apps that shine across the expanding Android device ecosystem. This is your guide to meeting users wherever they are, with experiences that are perfectly tailored to their needs.

    The advantage of building adaptive

    In today’s multi-device world, users expect their favorite applications to work flawlessly and intuitively, whether they’re on a smartphone, tablet, or Chromebook. This expectation for seamless experiences isn’t just about convenience; it’s an important factor for user engagement and retention.

    For example, entertainment apps (including Prime Video, Netflix, and Hulu) users on both phone and tablet spend almost 200% more time in-app (nearly 3x engagement) than phone-only users in the US*.

    Peacock, NBCUniversal’s streaming service has seen a trend of users moving between mobile and large screens and building adaptively enables a single build to work across the different form factors.

    “This allows Peacock to have more time to innovate faster and deliver more value to its customers.”

    – Diego Valente, Head of Mobile, Peacock and Global Streaming

    Adaptive Android development offers the strategic solution, enabling apps to perform effectively across an expanding array of devices and contexts through intelligent design choices that emphasize code reuse and scalability. With Android’s continuous growth into new form factors and upcoming enhancements such as desktop windowing and connected displays in Android 16, an app’s ability to seamlessly adapt to different screen sizes is becoming increasingly crucial for retaining users and staying competitive.

    Beyond direct user benefits, designing adaptively also translates to increased visibility. The Google Play Store actively helps promote developers whose apps excel on different form factors. If your application delivers a great experience on tablets or is excellent on ChromeOS, users on those devices will have an easier time discovering your app. This creates a win-win situation: better quality apps for users and a broader audience for you.

    examples of form factors across small phones, tablets, laoptops, and auto

    Latest in adaptive Android development from Google I/O

    To help you more effectively build compelling adaptive experiences, we shared several key updates at I/O this year.

    Build for the expanding Android device ecosystem

    Your mobile apps can now reach users beyond phones on over 500 million active devices, including foldables, tablets, Chromebooks, and even compatible cars, with minimal changes. Android 16 introduces significant advancements in desktop windowing for a true desktop-like experience on large screens and when devices are connected to external displays. And, Android XR is opening a new dimension, allowing your existing mobile apps to be available in immersive virtual environments.

    The mindset shift to Adaptive

    With the expanding Android device ecosystem, adaptive app development is a fundamental strategy. It’s about how the same mobile app runs well across phones, foldables, tablets, Chromebooks, connected displays, XR, and cars, laying a strong foundation for future devices and differentiating for specific form factors. You don’t need to rebuild your app for each form factor; but rather make small, iterative changes, as needed, when needed. Embracing this adaptive mindset today isn’t just about keeping pace; it’s about leading the charge in delivering exceptional user experiences across the entire Android ecosystem.

    examples of form factors including vr headset

    Leverage powerful tools and libraries to build adaptive apps:

      • Compose Adaptive Layouts library: This library makes adaptive development easier by allowing your app code to fit into canonical layout patterns like list-detail and supporting pane, that automatically reflow as your app is resized, flipped or folded. In the 1.1 release, we introduced pane expansion, allowing users to resize panes. The Socialite demo app showcased how one codebase using this library can adapt across six form factors. New adaptation strategies like “Levitate” (elevating a pane, e.g., into a dialog or bottom sheet) and “Reflow” (reorganizing panes on the same level) were also announced in 1.2 (alpha). For XR, component overrides can automatically spatialize UI elements.

      • Jetpack Navigation 3 (Alpha): This new navigation library simplifies defining user journeys across screens with less boilerplate code, especially for multi-pane layouts in Compose. It helps handle scenarios where list and detail panes might be separate destinations on smaller screens but shown together on larger ones. Check out the new Jetpack Navigation library in alpha.

      • Jetpack Compose input enhancements: Compose’s layered architecture, strong input support, and single location for layout logic simplify creating adaptive UIs. Upcoming in Compose 1.9 are right-click context menus and enhanced trackpad/mouse functionality.

      • Window Size Classes: Use window size classes for top-level layout decisions. AndroidX.window 1.5 introduces two new width size classes – “large” (1200dp to 1600dp) and “extra-large” (1600dp and larger) – providing more granular breakpoints for large screens. This helps in deciding when to expand navigation rails or show three panes of content. Support for these new breakpoints was also announced in the Compose adaptive layouts library 1.2 alpha, along with design guidance.

      • Compose previews: Get quick feedback by visualizing your layouts across a wide variety of screen sizes and aspect ratios. You can also specify different devices by name to preview your UI on their respective sizes and with their inset values.

      • Testing adaptive layouts: Validating your adaptive layouts is crucial and Android Studio offers various tools for testing – including previews for different sizes and aspect ratios, a resizable emulator to test across different screen sizes with a single AVD, screenshot tests, and instrumental behavior tests. And with Journeys with Gemini in Android Studio, you can define tests using natural language for even more robust testing across different window sizes.

    Ensuring app availability across devices

    Avoid unnecessarily declaring required features (like specific cameras or GPS) in your manifest, as this can prevent your app from appearing in the Play Store on devices that lack those specific hardware components but could otherwise run your app perfectly.

    Handling different input methods

    Remember to handle various input methods like touch, keyboard, and mouse, especially with Chromebook detachables and connected displays.

    Prepare for orientation and resizability API changes in Android 16

    Beginning in Android 16, for apps targeting SDK 36, manifest and runtime restrictions on orientation, resizability, and aspect ratio will be ignored on displays that are at least 600dp in both dimensions. To meet user expectations, your apps will need layouts that work for both portrait and landscape windows, and support resizing at runtime. There’s a temporary opt-out manifest flag at both the application and activity level to delay these changes until targetSdk 37, and these changes currently do not apply to apps categorized as “Games”. Learn more about these API changes.

    Adaptive considerations for games

    Games need to be adaptive too and Unity 6 will add enhanced support for configuration handling, including APIs for screenshots, aspect ratio, and density. Success stories like Asphalt Legends Unite show significant user retention increases on foldables after implementing adaptive features.

    examples of form factors including vr headset

    Start building adaptive today

    Now is the time to elevate your Android apps, making them intuitively responsive across form factors. With the latest tools and updates we’re introducing, you have the power to build experiences that seamlessly flow across all devices, from foldables to cars and beyond. Implementing these strategies will allow you to expand your reach and delight users across the Android ecosystem.

    Get inspired by the “Adaptive Android development makes your app shine across devices” talk, and explore all the resources you’ll need to start your journey at developer.android.com/adaptive-apps!

    Explore this announcement and all Google I/O 2025 updates on io.google starting May 22.

    *Source: internal Google data



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  • On-device GenAI APIs as part of ML Kit help you easily build with Gemini Nano



    Posted by Caren Chang – Developer Relations Engineer, Chengji Yan – Software Engineer, Taj Darra – Product Manager

    We are excited to announce a set of on-device GenAI APIs, as part of ML Kit, to help you integrate Gemini Nano in your Android apps.

    To start, we are releasing 4 new APIs:

      • Summarization: to summarize articles and conversations
      • Proofreading: to polish short text
      • Rewriting: to reword text in different styles
      • Image Description: to provide short description for images

    Key benefits of GenAI APIs

    GenAI APIs are high level APIs that allow for easy integration, similar to existing ML Kit APIs. This means you can expect quality results out of the box without extra effort for prompt engineering or fine tuning for specific use cases.

    GenAI APIs run on-device and thus provide the following benefits:

      • Input, inference, and output data is processed locally
      • Functionality remains the same without reliable internet connection
      • No additional cost incurred for each API call

    To prevent misuse, we also added safety protection in various layers, including base model training, safety-aware LoRA fine-tuning, input and output classifiers and safety evaluations.

    How GenAI APIs are built

    There are 4 main components that make up each of the GenAI APIs.

    1. Gemini Nano is the base model, as the foundation shared by all APIs.
    2. Small API-specific LoRA adapter models are trained and deployed on top of the base model to further improve the quality for each API.
    3. Optimized inference parameters (e.g. prompt, temperature, topK, batch size) are tuned for each API to guide the model in returning the best results.
    4. An evaluation pipeline ensures quality in various datasets and attributes. This pipeline consists of: LLM raters, statistical metrics and human raters.

    Together, these components make up the high-level GenAI APIs that simplify the effort needed to integrate Gemini Nano in your Android app.

    Evaluating quality of GenAI APIs

    For each API, we formulate a benchmark score based on the evaluation pipeline mentioned above. This score is based on attributes specific to a task. For example, when evaluating the summarization task, one of the attributes we look at is “grounding” (ie: factual consistency of generated summary with source content).

    To provide out-of-box quality for GenAI APIs, we applied feature specific fine-tuning on top of the Gemini Nano base model. This resulted in an increase for the benchmark score of each API as shown below:

    Use case in English Gemini Nano Base Model ML Kit GenAI API
    Summarization 77.2 92.1
    Proofreading 84.3 90.2
    Rewriting 79.5 84.1
    Image Description 86.9 92.3

    In addition, this is a quick reference of how the APIs perform on a Pixel 9 Pro:

    Prefix Speed
    (input processing rate)
    Decode Speed
    (output generation rate)
    Text-to-text 510 tokens/second 11 tokens/second
    Image-to-text 510 tokens/second + 0.8 seconds for image encoding 11 tokens/second

    Sample usage

    This is an example of implementing the GenAI Summarization API to get a one-bullet summary of an article:

    val articleToSummarize = "We are excited to announce a set of on-device generative AI APIs..."
    
    // Define task with desired input and output format
    val summarizerOptions = SummarizerOptions.builder(context)
        .setInputType(InputType.ARTICLE)
        .setOutputType(OutputType.ONE_BULLET)
        .setLanguage(Language.ENGLISH)
        .build()
    val summarizer = Summarization.getClient(summarizerOptions)
    
    suspend fun prepareAndStartSummarization(context: Context) {
        // Check feature availability. Status will be one of the following: 
        // UNAVAILABLE, DOWNLOADABLE, DOWNLOADING, AVAILABLE
        val featureStatus = summarizer.checkFeatureStatus().await()
    
        if (featureStatus == FeatureStatus.DOWNLOADABLE) {
            // Download feature if necessary.
            // If downloadFeature is not called, the first inference request will 
            // also trigger the feature to be downloaded if it's not already
            // downloaded.
            summarizer.downloadFeature(object : DownloadCallback {
                override fun onDownloadStarted(bytesToDownload: Long) { }
    
                override fun onDownloadFailed(e: GenAiException) { }
    
                override fun onDownloadProgress(totalBytesDownloaded: Long) {}
    
                override fun onDownloadCompleted() {
                    startSummarizationRequest(articleToSummarize, summarizer)
                }
            })    
        } else if (featureStatus == FeatureStatus.DOWNLOADING) {
            // Inference request will automatically run once feature is      
            // downloaded.
            // If Gemini Nano is already downloaded on the device, the   
            // feature-specific LoRA adapter model will be downloaded very  
            // quickly. However, if Gemini Nano is not already downloaded, 
            // the download process may take longer.
            startSummarizationRequest(articleToSummarize, summarizer)
        } else if (featureStatus == FeatureStatus.AVAILABLE) {
            startSummarizationRequest(articleToSummarize, summarizer)
        } 
    }
    
    fun startSummarizationRequest(text: String, summarizer: Summarizer) {
        // Create task request  
        val summarizationRequest = SummarizationRequest.builder(text).build()
    
        // Start summarization request with streaming response
        summarizer.runInference(summarizationRequest) { newText -> 
            // Show new text in UI
        }
    
        // You can also get a non-streaming response from the request
        // val summarizationResult = summarizer.runInference(summarizationRequest)
        // val summary = summarizationResult.get().summary
    }
    
    // Be sure to release the resource when no longer needed
    // For example, on viewModel.onCleared() or activity.onDestroy()
    summarizer.close()
    

    For more examples of implementing the GenAI APIs, check out the official documentation and samples on GitHub:

    Use cases

    Here is some guidance on how to best use the current GenAI APIs:

    For Summarization, consider:

      • Conversation messages or transcripts that involve 2 or more users
      • Articles or documents less than 4000 tokens (or about 3000 English words). Using the first few paragraphs for summarization is usually good enough to capture the most important information.

    For Proofreading and Rewriting APIs, consider utilizing them during the content creation process for short content below 256 tokens to help with tasks such as:

      • Refining messages in a particular tone, such as more formal or more casual
      • Polishing personal notes for easier consumption later

    For the Image Description API, consider it for:

      • Generating titles of images
      • Generating metadata for image search
      • Utilizing descriptions of images in use cases where the images themselves cannot be displayed, such as within a list of chat messages
      • Generating alternative text to help visually impaired users better understand content as a whole

    GenAI API in production

    Envision is an app that verbalizes the visual world to help people who are blind or have low vision lead more independent lives. A common use case in the app is for users to take a picture to have a document read out loud. Utilizing the GenAI Summarization API, Envision is now able to get a concise summary of a captured document. This significantly enhances the user experience by allowing them to quickly grasp the main points of documents and determine if a more detailed reading is desired, saving them time and effort.

    side by side images of a mobile device showing a document on a table on the left, and the results of the scanned document on the right showing details providing the what, when, and where as written in the document

    Supported devices

    GenAI APIs are available on Android devices using optimized MediaTek Dimensity, Qualcomm Snapdragon, and Google Tensor platforms through AICore. For a comprehensive list of devices that support GenAI APIs, refer to our official documentation.

    Learn more

    Start implementing GenAI APIs in your Android apps today with guidance from our official documentation and samples on GitHub: AI Catalog GenAI API Samples with Compose, ML Kit GenAI APIs Quickstart.



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  • 7 AI Tools That Help You Build a One-Person Business — and Make Money While You Sleep

    7 AI Tools That Help You Build a One-Person Business — and Make Money While You Sleep


    Opinions expressed by Entrepreneur contributors are their own.

    Most entrepreneurs are still using AI like a sidekick, just scratching the surface with basic tools that save a few minutes here and there. But what if AI could run your business for you while you sleep? This isn’t about chatbots or rewriting blog posts. This is about building a lean, one-person business powered by automation, speed and strategy.

    Inside this video, I’m revealing seven powerful AI tools from the “Black Book”— hand-picked for solo entrepreneurs who want to scale without a team and unlock true freedom.

    • Website conversion and sales amplifier: Discover a free Google AI tool that audits your site like a conversion expert, spotting costly mistakes and giving you data-backed recommendations to boost leads and sales (no coding required).
    • Hidden market insights at your fingertips: Uncover the AI research engine that reveals untapped market gaps and competitor weaknesses in seconds, without spending $200 per month on bloated SEO software.
    • No-code agent creation made simple: Learn how to build your own AI agents to automate client onboarding, handle admin tasks, and even make smart decisions — freeing up your time for growth and strategy.
    • Instant presentation builder: Turn any blog, transcript, or outline into a polished, professional deck in minutes—perfect for selling ideas, landing clients or creating lead magnets on autopilot.
    • Social media intelligence extractor: Access a pre-trained AI bot that scrapes platforms for viral trends, top-performing posts, and competitor engagement data, giving you a content edge without guesswork.
    • Data reporting on autopilot: Use the same AI analysis tool trusted by universities to transform raw numbers into smart, visual insights — ideal for optimizing campaigns, funnels, and offers.
    • The ultimate solo founder AI toolkit: Explore the “app store of AI” where you can clone voices, analyze sentiment, and plug into hundreds of advanced tools that extend what one person can achieve.

    I’ll walk you through each tool step-by-step, no tech background needed. If you’re ready to build a high-performance business that works while you sleep, this video is your blueprint.

    Download the free “AI Success Kit” (limited time only). And you’ll also get a free chapter from my brand new book, “The Wolf is at The Door – How to Survive and Thrive in an AI-Driven World.”



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  • Prioritize media privacy with Android Photo Picker and build user trust



    Posted by Tatiana van Maaren – Global T&S Partnerships Lead, Privacy & Security, and Roxanna Aliabadi Walker – Product Manager

    At Google Play, we’re dedicated to building user trust, especially when it comes to sensitive permissions and your data. We understand that managing files and media permissions can be confusing, and users often worry about which files apps can access. Since these files often contain sensitive information like family photos or financial documents, it’s crucial that users feel in control. That’s why we’re working to provide clearer choices, so users can confidently grant permissions without sacrificing app functionality or their privacy.

    Below are a set of best practices to consider for improving user trust in the sharing of broad access files, ultimately leading to a more successful and sustainable app ecosystem.

    Prioritize user privacy with data minimization

    Building user trust starts with requesting only the permissions essential for your app’s core functions. We understand that photos and videos are sensitive data, and broad access increases security risks. That’s why Google Play now restricts READ_MEDIA_IMAGES and READ_MEDIA_VIDEO permissions, allowing developers to request them only when absolutely necessary, typically for apps like photo/video managers and galleries.

    Leverage privacy-friendly solutions

    Instead of requesting broad storage access, we encourage developers to use the Android Photo Picker, introduced in Android 13. This tool offers a privacy-centric way for users to select specific media files without granting access to their entire library. Android photo picker provides an intuitive interface, including access to cloud-backed photos and videos, and allows for customization to fit your app’s needs. In addition, this system picker is backported to Android 4.4, ensuring a consistent experience for all users. By eliminating runtime permissions, Android photo picker simplifies the user experience and builds trust through transparency.

    Build trust through transparent data practices

    We understand that some developers have historically used custom photo pickers for tailored user experiences. However, regardless of whether you use a custom or system picker, transparency with users is crucial. Users want to know why your app needs access to their photos and videos.

    Developers should strive to provide clear and concise explanations within their apps, ideally at the point where the permission is requested. Take the following in consideration while crafting your permission request mechanisms as possible best practices guidelines:

      • When requesting media access, provide clear explanations within your app. Specifically, tell users which media your app needs (e.g., all photos, profile pictures, sharing videos) and explain the functionality that relies on it (e.g., ‘To choose a profile picture,’ ‘To share videos with friends’).
      • Clearly outline how user data will be used and protected in your privacy policies. Explain whether data is stored locally, transmitted to a server, or shared with third parties. Reassure users that their data will be handled responsibly and securely.

    Learn how Snap has embraced the Android System Picker to prioritize user privacy and streamline their media selection experience. Here’s what they have to say about their implementation:

    A grid of photos in the photo library is shown on a smartphone screen, including a waterfall and two people smiling and posing for the camera. The Google Photos interface is at the top, with the Photos tab selected, and one photo from the grid is selected for use

    “One of our goals is to provide a seamless and intuitive communication experience while ensuring Snapchatters have control over their content. The new flow of the Android Photo Picker is the perfect balance of providing user control of the content they want to share while ensuring fast communication with friends on Snapchat.”

    Marc Brown, Product Manager

    Get started

    Start building a more trustworthy app experience. Explore the Android Photo Picker and implement privacy-first data practices today.

    Acknowledgement

    Special thanks to: May Smith – Product Manager, and Anita Issagholyan – Senior Policy Specialist



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  • She Quit Corporate Life to Build a Nearly $3 Million Franchise

    She Quit Corporate Life to Build a Nearly $3 Million Franchise


    Sarah Ross spent years working in corporate accounting, following a path that felt predictable — but ultimately unfulfilling. The long hours, rigid structure and lack of autonomy began to wear on her. Though she appreciated the stability and had a knack for numbers, Ross started to question what it was all for and who was really benefiting from her effort.

    “I felt, if I’m working 14-hour days, it should be for me instead of somebody else,” she says. That realization marked the beginning of a major career pivot.

    But Ross knew herself well: “I was too risk-averse to start something from the ground up,” she says. “I felt comfortable running the back-office side of a business. So I decided to go the franchise route because I knew I needed coaching on sales and marketing.”

    Related: Considering franchise ownership? Get started now to find your personalized list of franchises that match your lifestyle, interests and budget.

    Becoming the contractor who “gets the job done”

    After researching her options, Ross landed on Fresh Coat Painters, a residential and commercial painting franchise. She says three factors drove her decision: affordability, a promising territory and confidence in the product. Ross also had firsthand experience with unreliable contractors and saw an opportunity not just to run a business, but to fix a problem she — and many others — understood all too well.

    “Having been a female homeowner myself and dealing with some unreliable, undependable contractors, I felt like I could be that dependable contractor,” she says. “The one that shows up [and] gets the job done.”

    Ross was also drawn to the growth potential in the U.S. home services industry, which was valued at $212 billion in 2023 and is projected to reach $893 billion by 2031.

    Related: How a Police Officer Started a Pet Care Business Making $3 Million a Year

    Hire the best and treat them fairly

    Ross launched Fresh Coat West Austin in Texas in 2015 and brought in revenue of about $300,000 in the first year. Ten years later, she’s grown the business to $2.8 million — and she’s aiming to hit $3 million this year. One of her key strategies for growth is building deep local relationships.

    “We’re heavily tied to the real estate market,” she says. “So the relationships we built with realtors helped us. Post-Covid-19, we had a bump in business, then it slowed when the market cooled. Now, we’re starting to see things trend back up.”

    Ross also credits the demographic growth of her territory as a major advantage — the Austin metro area is one of the fastest-growing regions in the U.S., according to the U.S. Census Bureau. But the real driver, she says, has been consistency — showing up for customers and earning trust over time.

    Another crucial factor is her commitment to her team. The painting industry has high turnover because, unlike many other trade professionals, painters usually aren’t required to be licensed. That lack of regulation can lead to inconsistent skill sets and poor treatment by some contractors, so Ross has developed a keen eye for identifying great painters and keeping them. “Treat them fairly, pay them on time and show them respect,” she says. “That’s somewhat of a game changer for them.”

    Related: 64 Million U.S. Households Have a Pet. Here’s How This Top-Ranked Franchise Is Making Busy Owners’ Lives Easier.

    Connecting with clients

    As a woman business owner in a traditionally male-dominated industry, Ross has found her identity to be a strength. “We mainly do residential repainting,” she says. “When we’re quoting, it’s often to female homeowners and they’re almost pleasantly surprised when [a woman shows up]. It helped me stand out.”

    Fresh Coat has intentionally sought diversity among its franchisees and team and its top leadership sees this as a strength. “My predecessor was also female,” Fresh Coat CEO Laura Hudson says. “About 30% of our owners at Fresh Coat are either female owners or husband-wife owners, so we have a pretty strong female presence, which is important because it’s about 70% women customers that you’re talking to.”

    Ross’s leadership style has also evolved as the business has grown. Early on, she says she approached problems with a more analytical mindset, typical of her accounting background. Today, she’s more focused on being solutions-driven and people-first. “If something’s wrong, I’m not going to sit on my hands,” she says. “I’m going to try to fix it. I tell my guys, ‘Just tell me what’s wrong and I’ll figure out how to help.’”

    Related: How Shaq Is Bringing Fun Back to Papa Johns

    Going for $3 million in revenue

    Looking ahead, Ross isn’t planning to expand into new territories. Instead, her focus is on deepening relationships and maximizing growth within her existing footprint. “I have an amazing territory,” she says. “So the goal is to continue to develop those relationships and add additional ones where we can.”

    Ross has her sights set on hitting the $3 million mark this year and she’s added a bit of friendly competition to the goal. One fellow franchisee in the system has closely matched her revenue over the past few years and that rivalry has become a motivating factor. “I jokingly say my plan for this year is to beat him to $3 million.”

    Related: Greg Flynn Owns 1,245 Restaurants and Makes $2 Billion A Year. Here’s How He Did It.



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