Articles

The article emphasizes that single, monolithic AI agents, similar to monolithic software applications, lead to bottlenecks and increased errors. It advocates for Multi-Agent Systems (MAS) as an AI equivalent of microservices architecture, promoting decentralization and specialization for enhanced modularity, testability, and reliability. The guide details eight multi-agent design patterns using the Google Agent Development Kit (ADK), including Sequential Pipeline, Coordinator/Dispatcher, Parallel Fan-Out/Gather, Hierarchical Decomposition, Generator and Critic, Iterative Refinement, and Human-in-the-Loop. Each pattern is explained with use cases, diagrams, and ADK pseudocode, providing concrete examples for building production-grade agent teams. It concludes with pro-tips on state management, clear descriptions for routing, and starting with simple designs to manage complexity.

Google has launched the TypeScript Agent Development Kit (ADK), an open-source framework designed to align AI agent development with traditional software development practices. ADK's core philosophy emphasizes a code-first approach, enabling developers to define agent logic, tools, and orchestration directly in TypeScript. This allows for the application of software engineering best practices like version control, automated testing, and CI/CD integration. The framework replaces complex prompting with modular, testable components, offering end-to-end type safety, seamless integration with the rich TypeScript ecosystem, simplified modularity for complex multi-agent systems, and deployment-agnostic capabilities. ADK is model-agnostic, supporting Google's Gemini and Vertex AI, as well as third-party tools, and integrates with MCP Toolbox for databases, empowering developers to build next-generation AI applications with familiar tools.

Conductor是Gemini CLI的一个新预览扩展，旨在通过“上下文驱动开发”改变AI时代的代码生成工作流。它摒弃了依赖短暂聊天记录的传统方式，允许开发者创建和维护与代码一同存在的正式规范（specs）和计划（plans）。这使得开发者能够在构建之前进行规划、在代码编写前进行审查，并始终掌握开发主动权。Conductor支持“棕地”项目，能够理解现有代码库的历史和架构，通过交互式会话建立项目架构、指南和目标文档，并随项目进展更新上下文。它还通过集中管理项目级别的产品目标、技术栈和工作流程偏好，实现了团队协作，确保所有AI生成的代码都符合团队规范。Conductor通过将项目状态和任务列表保存在Markdown文件中，支持用户随时暂停、恢复工作，甚至在任务进行中修改计划，提升了复杂项目的开发效率和质量。

This article highlights the new phase of AI agents, moving towards complex, production-ready workflows. It introduces Gemini 3 as a core orchestrator designed to address reliability challenges in AI agent deployment through precise controls over reasoning depth and state management. The core of the article presents six real-world examples of Gemini 3 integrated with open-source frameworks: ADK, Agno, Browser Use, Eigent, Letta, and mem0. These examples demonstrate practical applications from multi-agent composition for retail strategy, multi-agent creative studios, web automation, enterprise browser automation for Salesforce, stateful social agents with persistent memory, to memory layer frameworks for personalized AI applications. The article emphasizes that the future of AI agents lies in the ecosystem of tools enabling models like Gemini 3 to interact with the world, inviting developers to explore these examples.

Google has integrated the latest Gemini 3 Flash model into Gemini CLI, aiming to provide high-performance and efficient AI support for terminal-based development work. Gemini 3 Flash excels in agentic coding, achieving a SWE-bench Verified score of 78%, surpassing both the Gemini 2.5 series and Gemini 3 Pro. This model offers exceptional cost-effectiveness and speed, being available at less than a quarter the cost of Gemini 3 Pro without compromising on performance. The article details how to upgrade the Gemini CLI version to access Gemini 3 Flash and showcases its powerful capabilities in generating complex 3D graphics application code, handling context information in large codebases for precise modifications, and simulating realistic user traffic for stress testing. By improving agentic coding capabilities, enhancing reasoning, and offering multimodal features, Gemini 3 Flash helps developers build and optimize applications faster without sacrificing quality.