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# Introduction
When applying for a job at Meta (formerly Facebook), Apple, Amazon, Netflix, or Alphabet (Google) — collectively known as FAANG — interviews rarely test whether you can recite textbook definitions. Instead, interviewers want to see whether you analyze data critically and whether you would identify a bad analysis…
In this tutorial, we build and run an advanced pipeline for Netflix’s VOID model. We set up the environment, install all required dependencies, clone the repository, download the official base model and VOID checkpoint, and prepare the sample inputs needed for video object removal. We also make the workflow more practical by allowing secure terminal-style…
At the edge, our E2B and E4B models redefine on-device utility, prioritizing multimodal capabilities, low-latency processing and seamless ecosystem integration over raw parameter count. Powerful, accessible, open To power the next generation of pioneering research and products, we've sized the Gemma 4 models specifically to run and fine-tune efficiently on hardware — from billions of…
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# Introduction
Remember when building a full-stack application required expensive cloud credits, costly API keys, and a team of engineers? Those days are officially over. By 2026, developers can build, deploy, and scale a production-ready application using nothing but free tools, including the large language models (LLMs) that power its…
Providing new places to generate music High-quality music generation should be accessible wherever creativity happens. Whether you are an app developer, a business or music professional, or a creator, these integrations allow you to use Lyria’s advanced musical awareness to scale your production. Vertex AI: Lyria 3 Pro is now in public preview on Vertex…
In this tutorial, we build and explore the CAI Cybersecurity AI Framework step by step in Colab using an OpenAI-compatible model. We begin by setting up the environment, securely loading the API key, and creating a base agent. We gradually move into more advanced capabilities such as custom function tools, multi-agent handoffs, agent orchestration, input…
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# Introduction
AI has moved from simply chatting with large language models (LLMs) to giving them arms and legs, which allows them to perform actions in the digital world. These are often called Python AI agents — autonomous software programs powered by LLMs that can perceive their environment, make decisions,…
Today, we’re advancing Gemini’s real-time dialogue capabilities with Gemini 3.1 Flash Live, our highest-quality audio and voice model yet. It delivers the speed and natural rhythm needed for the next generation of voice-first AI, offering a more intuitive experience for developers, enterprises and everyday users. 3.1 Flash Live is available across Google products: For developers:…