Articles from Source: Google-Developers-Blog

5 things to try with Gemini 3 Pro in Gemini CLI

2025-11-18 00:00
🚀 Gemini 3 Pro is now integrated into Gemini CLI, enhancing developer productivity with advanced features! Users can generate 3D apps from visual sketches, run complex shell commands, and debug live Cloud Run services. It's available for Google AI Ultra and paid Gemini API key subscribers. Upgrade your CLI to version 0.16.x to start using these capabilities today! #Gemini3Pro #DeveloperTools #AI #Productivity #CloudComputing
Source: Google Developers Blog

Google Colab is Coming to VS Code

2025-11-13 00:00
🚀 Exciting news for developers! Google Colab has launched an official extension for Visual Studio Code. This integration allows users to connect local notebooks to Colab's powerful runtimes, including GPUs and TPUs. It merges the popular features of VS Code with Colab's capabilities, enhancing productivity for AI/ML projects. Now, developers can work seamlessly within their preferred environment! #GoogleColab #VSCODE #AI #ML #TechNews
Source: Google Developers Blog

Introducing Code Wiki: Accelerating your code understanding

2025-11-13 00:00
🚀 Introducing Code Wiki, a new platform designed to enhance code understanding! It provides a continuously updated wiki for code repositories, featuring hyper-linked documentation and a Gemini-powered chat agent tailored to your repo. A public preview is available for open-source projects, with a Gemini CLI extension for private repos coming soon. #CodeWiki #SoftwareDevelopment #TechInnovation
Source: Google Developers Blog

Introducing Metrax: performant, efficient, and robust model evaluation metrics in JAX

2025-11-13 00:00
🚀 Introducing Metrax: a new metrics library from Google designed for JAX. Metrax standardizes model evaluation with robust metrics for classification, NLP, and vision. It eliminates the need for manual re-implementation as teams migrate from TensorFlow. Key features include parallel computation of "at K" metrics and strong integration with the JAX AI Stack. Metrax is open-source and already in use by major Google teams. #MachineLearning #JAX #AI #OpenSource #Google
Source: Google Developers Blog

Making the terminal beautiful one pixel at a time

2025-11-13 00:00
🚀 Google has unveiled the redesigned **Android AI Sample Catalog**, an open-source app for Android developers. It features examples using both on-device and cloud models, including image generation and chatbots. The code is easy to use, helping developers kickstart their projects. Additionally, the Gemini CLI has received a significant upgrade, enhancing user experience with smoother rendering and mouse navigation. #AndroidDevelopment #AI #GeminiCLI #OpenSource #TechUpdates
Source: Google Developers Blog

Beyond Request-Response: Architecting Real-time Bidirectional Streaming Multi-agent System

2025-10-30 00:00
Exploring the limitations of the traditional request-response model for AI agents, the article advocates for a real-time bidirectional streaming architecture. This approach, implemented by the Agent Development Kit (ADK), supports true concurrency and seamless multimodal processing. Key features include real-time I/O management and stateful sessions for efficient agent handoffs. The shift to this model aims to enhance interactivity and responsiveness in multi-agent systems. 🔗🤖💡 #AI...
Source: Google Developers Blog

Introducing the Jules extension for Gemini CLI

2025-10-29 00:00
🚀 Exciting news for developers! The Jules extension for Gemini CLI is now available. This autonomous sidekick helps streamline your coding workflow by handling tasks like asynchronous work, bug fixes, and branch changes while you focus on your main tasks in Gemini CLI. To get started, install the extension and use the /jules command to initiate tasks and check their status. Check it out on GitHub! #GeminiCLI #JulesExtension #CodingWorkflow #DevTools #Programming
Source: Google Developers Blog

Introducing Veo 3.1 and new creative capabilities in the Gemini API

2025-10-15 00:00
🚀 Google has launched Veo 3.1 and Veo 3.1 Fast in paid preview through the Gemini API. This updated video generation model enhances audio quality and narrative control, allowing for improved cinematic outputs. Notable features include guiding video creation with reference images and generating seamless transitions. Companies like Promise Studios and Latitude are already leveraging these capabilities for innovative applications. #GoogleAI #Veo31 #VideoGeneration #GeminiAPI #TechNews
Source: Google Developers Blog

Say hello to a new level of interactivity in Gemini CLI

2025-10-15 00:00
🚀 Exciting news for developers! The Gemini CLI has received an upgrade that enhances interactivity within the terminal. Now, you can run complex commands like vim, top, and git rebase directly in Gemini CLI, eliminating the need to switch terminals. This improvement utilizes pseudo-terminal (PTY) support, allowing commands to run within Gemini CLI's context, making your workflow smoother and more efficient. Check out this new feature and elevate your command-line experience! #GeminiCLI...
Source: Google Developers Blog

Introducing Coral NPU: A full-stack platform for Edge AI

2025-10-14 00:00
Introducing Coral NPU, a new full-stack platform tailored for Edge AI. It aims to tackle challenges in performance, fragmentation, and user trust in low-power devices. Designed for wearables and IoT, Coral NPU enables contextual awareness and audio/image processing while prioritizing user privacy. Synaptics is the first partner to implement this innovative technology. Explore the future of always-on AI! 🌐🤖🔋 #CoralNPU #EdgeAI #IoT #Privacy #AI
Source: Google Developers Blog

Announcing the Genkit Extension for Gemini CLI

2025-10-08 00:00
🚀 Exciting news for AI developers! The new Genkit Extension for Gemini CLI is now available. This extension enhances command line capabilities with deep knowledge of Genkit's architecture, allowing for easier building, debugging, and iteration of AI applications. With features like context-aware assistance and direct integration with Genkit’s tools, developers can streamline their workflow directly from the terminal. To install, use: `gemini extensions install https://github.com/gemini-cli-...
Source: Google Developers Blog

Own your AI: Learn how to fine-tune Gemma 3 270M and run it on-device

2025-10-08 00:00
📢 Exciting news for developers! Learn how to fine-tune the Gemma 3 270M model for custom tasks, such as creating an emoji translator. This guide offers a step-by-step process to optimize and run the model on-device for a fast and private user experience. Key steps include fine-tuning, quantizing for efficiency, and deploying in a web app using MediaPipe or Transformers.js. Unlock the potential of AI with accessible technology! 🚀🤖 #AI #MachineLearning #Gemma3 #WebDevelopment #OnDeviceAI
Source: Google Developers Blog

Level Up Your Dev Game: The Jules API is Here!

2025-10-03 00:00
🚀 Exciting news for developers! The Jules API has launched to enhance your workflow. This new tool automates, integrates, and innovates throughout the software development lifecycle. Key features include: - **Source**: Use your GitHub repository for input. - **Session**: Start a project with your coding agent. - **Activity**: Track individual steps within a session. With Jules API, you can create custom bots for tasks like fixing bugs directly from Slack or managing backlog items. Ready to...
Source: Google Developers Blog

Gemini 2.5 Flash Image now ready for production with new aspect ratios

2025-10-02 00:00
🚀 Exciting news! The Gemini 2.5 Flash Image is now ready for production. This advanced image generation model introduces new features, including support for 10 different aspect ratios, enhancing creative flexibility for users. It allows for seamless blending of images and precise editing through natural language. Access Gemini 2.5 via the Gemini API on Google AI Studio and Vertex AI. #Gemini25 #ImageGeneration #AI #CreativeTools #TechNews
Source: Google Developers Blog

Meet Jules Tools: A Command Line Companion for Google’s Async Coding Agent

2025-10-02 00:00
🚀 Exciting news for developers! You can now interact with Jules, Google’s asynchronous coding agent, directly through the command line. Jules Tools offers a lightweight interface that integrates with your repositories, allowing you to manage tasks like writing tests, fixing bugs, and more, all within your workflow. To get started, simply install via npm: `npm install -g jules-tools` #Google #JulesTools #CodingAgent #DevTools #CommandLine
Source: Google Developers Blog

Gemini for Home: Expanding the Platform for a New Era of Smart Home AI

2025-10-01 00:00
🚀 Exciting advancements in smart home technology! Google has introduced Gemini for Home, replacing the Google Assistant on devices and enhancing AI capabilities for cameras. This change aims to improve device integration and user experience. Developers can now access Gemini-powered features for over 800M devices. Testing existing integrations is crucial for a seamless transition. Stay tuned for tools to monitor device performance! #SmartHome #AI #GoogleHome #Gemini #TechInnovation
Source: Google Developers Blog

Unlocking Multi-Spectral Data with Gemini

2025-10-01 00:00
Unlock the potential of multi-spectral imagery with Google's Gemini models! 🌍✨ This technology allows developers to analyze invisible wavelengths without needing specialized training. By mapping these bands to RGB channels, applications can monitor vegetation health, water quality, and more. Explore how Gemini simplifies access to complex satellite data, enhancing environmental monitoring and agriculture. #GoogleGemini #MultiSpectral #TechInnovation #EnvironmentalMonitoring #DataScience
Source: Google Developers Blog

Introducing Tunix: A JAX-Native Library for LLM Post-Training

2025-09-30 00:00
🚀 Exciting news for JAX developers! Introducing Tunix, an open-source library designed to simplify post-training for large language models (LLMs). This toolkit offers a comprehensive suite of algorithms for tasks like Supervised Fine-Tuning and preference tuning. Tunix features a "white-box" design for full control and seamless integration with JAX, enhancing the developer experience. Check out the modular APIs included in this initial release! #Tunix #JAX #MachineLearning #AI #OpenSource
Source: Google Developers Blog

Apigee Operator for Kubernetes and GKE Inference Gateway integration for Auth and AI/LLM policies

2025-09-26 00:00
Unlocking the power of generative AI relies heavily on APIs. 🌐 The GKE Inference Gateway enhances AI workloads with features like optimized load balancing, dynamic model serving, and autoscaling. It also prioritizes latency-sensitive requests and integrates AI safety checks. Discover how these tools streamline AI model management! 🤖📈 #AI #Kubernetes #GKE #APIs #TechInnovation
Source: Google Developers Blog

Delight users by combining ADK Agents with Fancy Frontends using AG-UI

2025-09-26 00:00
🚀 Exciting developments in AI integration! The Agent Development Kit (ADK) now works with AG-UI, enhancing how developers connect backend AI agents to user-friendly frontends. ADK simplifies agent creation with features like multi-step planning and state management. AG-UI standardizes communication, making it easier to build interactive experiences. This combination streamlines the process of creating collaborative AI applications. #AI #Developers #AGUI #ADK #TechTrends
Source: Google Developers Blog

Your AI is now a local expert: Grounding with Google Maps is now GA

2025-09-26 00:00
🚀 Exciting update! Grounding with Google Maps in Vertex AI is now Generally Available (GA). This feature allows developers to create AI applications that utilize real-world information from Google Maps. It enhances the accuracy of model outputs, ensuring users receive reliable data for decision-making. Key benefits include timely updates on local businesses, personalized insights based on user queries, and improved business discovery using geospatial context. Developers can now leverage...
Source: Google Developers Blog

Building the Next Generation of Physical Agents with Gemini Robotics-ER 1.5

2025-09-25 00:00
🚀 Exciting news for developers! Gemini Robotics-ER 1.5 is now available, marking a significant advancement in robotics. This embodied reasoning model excels in visual and spatial understanding, task planning, and progress estimation. It can even access tools like Google Search to enhance task execution. Whether it's sorting objects or more complex tasks, this model is designed to tackle real-world challenges. Get started today via Google AI Studio and the Gemini API! #Robotics #AI #Innovation...
Source: Google Developers Blog

Continuing to bring you our latest models, with an improved Gemini 2.5 Flash and Flash-Lite release

2025-09-25 00:00
🚀 Google has unveiled updated Gemini 2.5 Flash and Flash-Lite models, now available on Google AI Studio and Vertex AI. These releases promise enhanced quality, speed, and efficiency. Notably, the Flash-Lite version sees a 50% reduction in output tokens, helping lower costs. Developers can access the "-latest" alias for testing and feedback to influence future stable versions. #GoogleAI #Gemini2_5 #Innovation #TechUpdate #MachineLearning
Source: Google Developers Blog

Introducing the Data Commons Model Context Protocol (MCP) Server: Streamlining Public Data Access for AI Developers

2025-09-24 00:00
🚀 Exciting news! Data Commons has launched the Model Context Protocol (MCP) Server, enhancing access to public datasets for AI developers globally. This server allows developers to easily integrate vast data without needing to navigate complex APIs. It aims to reduce hallucinations in AI models by providing reliable information. The MCP Server supports a range of data-driven queries, from exploratory to generative reports. Explore the possibilities with Gemini CLI today! #DataCommons...
Source: Google Developers Blog

On-device GenAI in Chrome, Chromebook Plus, and Pixel Watch with LiteRT-LM

2025-09-24 00:00
🌟 Google AI has unveiled LiteRT-LM, a new runtime for on-device generative AI, enhancing user experiences across Chrome, Chromebook Plus, and Pixel Watch. 💻 This innovative framework supports large language models, ensuring efficient performance even on resource-constrained devices. With its modular architecture, it enables capabilities like smart replies and WebAI. 🔧 Developers now have access to high-level APIs and a C++ interface, allowing for custom AI solutions tailored to their needs....
Source: Google Developers Blog

Gemini CLI 🤝 FastMCP: Simplifying MCP server development

2025-09-22 00:00
📢 Exciting news for developers! Gemini CLI now integrates with FastMCP, a top Python library for Model Context Protocol (MCP) servers. This collaboration simplifies the connection of custom MCP tools directly to Gemini CLI. With FastMCP v2.12.3, use the command `fastmcp install gemini-cli` to set up your local MCP servers easily. This integration streamlines configuration and dependency management, making server development more efficient. #GeminiCLI #FastMCP #MCPDevelopment #OpenSource...
Source: Google Developers Blog

A2A Extensions: Empowering Custom Agent Functionality

2025-09-09 00:00
A2A Extensions enhance agent-to-agent communication by allowing developers to add custom functionalities beyond the core protocol. These extensions support specialized features tailored to specific needs, making it easier for agents to meet unique requirements. 📈 Getting started is user-friendly; developers can define and publish extensions through a simple "Agent Card." This fosters an open, community-driven ecosystem. 🌐 Current use cases, like the Traceability Extension, highlight the...
Source: Google Developers Blog

Announcing Genkit Go 1.0 and Enhanced AI-Assisted Development

2025-09-09 00:00
🚀 Exciting news for Go developers! We are thrilled to announce the stable release of **Genkit Go 1.0**. This open-source framework enables the creation of production-ready AI applications seamlessly. Key features include: - Type-safe AI flows - Unified model interface - Support for multiple model providers Additionally, the new **genkit init:ai-tools** command enhances your AI development experience. Check out the latest tools and get started today! #GenkitGo #AIDevelopment #OpenSource...
Source: Google Developers Blog

Beyond backpropagation: JAX's symbolic power unlocks new frontiers in scientific computing

2025-09-09 00:00
🚀 JAX is expanding its role beyond AI model development, now making strides in scientific computing. Researchers are utilizing JAX to tackle complex Partial Differential Equations (PDEs), achieving notable speed and memory efficiency. Its support for composable transformations simplifies the computation of high-order derivatives, essential for advanced research. This shift towards JAX is helping scientists overcome computational challenges in areas like physics-informed machine learning....
Source: Google Developers Blog

Gemini Batch API now supports Embeddings and OpenAI Compatibility

2025-09-08 00:00
🚀 Exciting news for developers! The Gemini Batch API now supports the new Gemini Embedding model and OpenAI SDK, allowing for efficient batch processing. This enhancement offers asynchronous processing at 50% lower rates, ideal for high-volume use cases. You can access the Gemini Embedding model at just $0.075 per 1M input tokens. Start integrating with just a few lines of code! #GeminiAPI #OpenAI #Developers #TechUpdates #Embeddings
Source: Google Developers Blog

Veo 3 and Veo 3 Fast – new pricing, new configurations and better resolution

2025-09-08 00:00
🚀 Exciting updates for Veo users! Veo 3 and Veo 3 Fast now support vertical format outputs (9:16 aspect ratio) and 1080p HD resolution. This is ideal for mobile and social media content. Additionally, pricing has been reduced: - Veo 3: $0.40/second (was $0.75) - Veo 3 Fast: $0.15/second (was $0.40) These changes enhance accessibility and video quality. #VeoUpdates #VideoProduction #TechNews #ContentCreation #HDVideo
Source: Google Developers Blog

From Fine-Tuning to Production: A Scalable Embedding Pipeline with Dataflow

2025-09-04 00:00
🚀 Unlock the power of AI with Google's new EmbeddingGemma! This 308M parameter open embedding model is designed for efficient on-device applications and cloud customization. It works seamlessly with Google Cloud's Dataflow and vector databases like AlloyDB to create scalable, real-time knowledge ingestion pipelines. Learn how embeddings can enhance applications like semantic search and Retrieval Augmented Generation (RAG) by capturing the relationships between concepts. #AI #MachineLearning...
Source: Google Developers Blog

Introducing EmbeddingGemma: The Best-in-Class Open Model for On-Device Embeddings

2025-09-04 00:00
🚀 Introducing EmbeddingGemma, Google's new open embedding model tailored for on-device AI applications. With 308 million parameters, it ranks highest among multilingual text models under 500M on the MTEB benchmark. This model supports advanced features like Retrieval Augmented Generation (RAG) and semantic search without needing an internet connection. EmbeddingGemma is optimized for efficiency, running on devices like smartphones and laptops. It offers customizable output dimensions and a 2K...
Source: Google Developers Blog

How to prompt Gemini 2.5 Flash Image Generation for the best results

2025-08-28 00:00
Unlock the potential of Gemini 2.5 Flash Image! 🌟 This advanced model combines text and image processing for seamless image generation. Key features include: - **Text-to-image**: Create images from descriptions. - **Image editing**: Use text to modify existing images. - **Multi-image composition**: Combine multiple images into one. Learn how to write effective prompts to enhance results. Descriptive narratives yield better images than simple keywords. Start creating in Google AI Studio today!...
Source: Google Developers Blog

Beyond the terminal: Gemini CLI comes to Zed

2025-08-27 00:00
🚀 Exciting news for developers! Gemini CLI is now integrated into the Zed code editor. This partnership brings AI capabilities directly into your coding environment. With this integration, developers can generate and refactor code in real-time, and get instant answers to coding queries. The seamless workflow enhances productivity and efficiency. Explore the power of AI in your coding tasks with Gemini CLI in Zed! 💻✨ #GeminiCLI #Zed #AIinCoding #DeveloperTools #Productivity
Source: Google Developers Blog

Stop “vibe testing” your LLMs. It's time for real evals.

2025-08-27 00:00
Stop relying on "vibe testing" for LLMs! Stax, a new developer tool, aims to improve AI evaluations by streamlining the testing process. It allows users to conduct thorough assessments and make data-driven decisions using human labeling and LLM-as-a-judge auto-raters. General benchmarks may not fit your specific needs. With Stax, you can create tailored evaluations that offer clear metrics for performance. #AI #LLM #Stax #Evaluation #TechInnovation 🤖📈🔍
Source: Google Developers Blog

Introducing Gemini 2.5 Flash Image, our state-of-the-art image model

2025-08-26 00:00
🚀 Introducing Gemini 2.5 Flash Image! This advanced image generation and editing model allows users to blend multiple images seamlessly. It maintains character consistency for storytelling and enables targeted transformations through natural language. Available via the Gemini API, Google AI Studio, and Vertex AI, it is priced at $30 per million output tokens. #Gemini2.5 #AI #ImageEditing #GoogleAI #Innovation
Source: Google Developers Blog

What's new in Gemini Code Assist

2025-08-21 00:00
🚀 Exciting updates from Gemini Code Assist! Agent Mode is now available in VS Code (Preview) and IntelliJ (Stable), enhancing your coding experience. It offers a collaborative approach to complex tasks by proposing detailed plans for user review and approval. Key features include inline diffs for visual code modifications and persistent chat history to streamline workflows. This aims to boost developer productivity and efficiency significantly. #GeminiCodeAssist #DeveloperTools #Programming...
Source: Google Developers Blog

URL context tool for Gemini API now generally available

2025-08-18 00:00
🚀 The Gemini API's URL Context tool is now generally available for developers! This tool allows users to enhance prompts using web content, making applications more contextually aware. Key features include support for PDFs and images, expanding the types of content that can be grounded. The tool is now ready for scaled production use, with updated limits based on the specific Gemini model. #GeminiAPI #AI #TechUpdate #Developers #Innovation
Source: Google Developers Blog

Announcing Imagen 4 Fast and the general availability of the Imagen 4 family in the Gemini API

2025-08-15 00:00
🚀 Exciting news from Google! Imagen 4, the advanced text-to-image model, is now generally available in the Gemini API and Google AI Studio. This update brings substantial improvements in text rendering, enhancing image generation quality. Introducing Imagen 4 Fast, designed for speed and efficiency, alongside Imagen 4 and Imagen 4 Ultra, which now support up to 2K resolution for detailed visuals. Explore the capabilities of the Imagen 4 family for your creative needs! 🎨✨ #GoogleAI #Imagen4...
Source: Google Developers Blog