[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-b6c275efa5018657-google-s-adk-code-first-python-ai-agent-toolkit-summary":3,"summaries-facets-categories":170,"summary-related-b6c275efa5018657-google-s-adk-code-first-python-ai-agent-toolkit-summary":7075},{"id":4,"title":5,"ai":6,"body":13,"categories":128,"created_at":129,"date_modified":129,"description":31,"extension":130,"faq":129,"featured":131,"kicker_label":129,"meta":132,"navigation":54,"path":155,"published_at":129,"question":129,"scraped_at":156,"seo":157,"sitemap":158,"source_id":159,"source_name":160,"source_type":161,"source_url":162,"stem":163,"tags":164,"thumbnail_url":129,"tldr":167,"tweet":129,"unknown_tags":168,"__hash__":169},"summaries\u002Fsummaries\u002Fb6c275efa5018657-google-s-adk-code-first-python-ai-agent-toolkit-summary.md","Google's ADK: Code-First Python AI Agent Toolkit",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",9732,1740,12684,0.00230955,{"type":14,"value":15,"toc":123},"minimark",[16,21,25,98,101,105,108,112,119],[17,18,20],"h2",{"id":19},"define-agents-and-tools-directly-in-code","Define Agents and Tools Directly in Code",[22,23,24],"p",{},"ADK uses a code-first approach to create testable, versionable agents. Start with a single agent by specifying name, model (e.g., gemini-2.5-flash), instructions, description, and tools like google_search:",[26,27,32],"pre",{"className":28,"code":29,"language":30,"meta":31,"style":31},"language-python shiki shiki-themes github-light github-dark","from google.adk.agents import Agent\nfrom google.adk.tools import google_search\n\nroot_agent = Agent(\n    name=\"search_assistant\",\n    model=\"gemini-2.5-flash\",\n    instruction=\"You are a helpful assistant. Answer user questions using Google Search when needed.\",\n    description=\"An assistant that can search the web.\",\n    tools=[google_search]\n)\n","python","",[33,34,35,43,49,56,62,68,74,80,86,92],"code",{"__ignoreMap":31},[36,37,40],"span",{"class":38,"line":39},"line",1,[36,41,42],{},"from google.adk.agents import Agent\n",[36,44,46],{"class":38,"line":45},2,[36,47,48],{},"from google.adk.tools import google_search\n",[36,50,52],{"class":38,"line":51},3,[36,53,55],{"emptyLinePlaceholder":54},true,"\n",[36,57,59],{"class":38,"line":58},4,[36,60,61],{},"root_agent = Agent(\n",[36,63,65],{"class":38,"line":64},5,[36,66,67],{},"    name=\"search_assistant\",\n",[36,69,71],{"class":38,"line":70},6,[36,72,73],{},"    model=\"gemini-2.5-flash\",\n",[36,75,77],{"class":38,"line":76},7,[36,78,79],{},"    instruction=\"You are a helpful assistant. Answer user questions using Google Search when needed.\",\n",[36,81,83],{"class":38,"line":82},8,[36,84,85],{},"    description=\"An assistant that can search the web.\",\n",[36,87,89],{"class":38,"line":88},9,[36,90,91],{},"    tools=[google_search]\n",[36,93,95],{"class":38,"line":94},10,[36,96,97],{},")\n",[22,99,100],{},"This integrates pre-built tools, custom functions, OpenAPI specs, or MCP tools, optimized for Google ecosystem but model-agnostic. Add tool confirmation (HITL) to require explicit user approval before execution, preventing unintended actions.",[17,102,104],{"id":103},"build-scalable-multi-agent-hierarchies","Build Scalable Multi-Agent Hierarchies",[22,106,107],{},"Compose specialized agents into hierarchies for complex workflows. Define root and sub-agents with shared or unique tools, enabling orchestration where agents delegate tasks. Supports Agent Config for no-code agent building alongside code definitions. Recent updates include rewind to replay sessions pre-invocation, custom service registration for FastAPI servers, and AgentEngineSandboxCodeExecutor for safe code execution via Vertex AI sandbox.",[17,109,111],{"id":110},"install-evaluate-and-deploy-seamlessly","Install, Evaluate, and Deploy Seamlessly",[22,113,114,115,118],{},"Install stable via ",[33,116,117],{},"pip install google-adk"," (bi-weekly releases) or dev version from git main for latest fixes. Evaluate agents with built-in metrics; deploy containerized to Cloud Run or scale on Vertex AI Agent Engine. Integrates A2A protocol for remote agent communication. Use 18.9k-starred repo's samples for patterns like skill activation via environment tools or BigQuery integration (now stable). Trade-off: Dev version risks bugs but accesses unshipped features like Parameter Manager for secret handling.",[120,121,122],"style",{},"html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}",{"title":31,"searchDepth":45,"depth":45,"links":124},[125,126,127],{"id":19,"depth":45,"text":20},{"id":103,"depth":45,"text":104},{"id":110,"depth":45,"text":111},[],null,"md",false,{"content_references":133,"triage":152},[134,139,142,146,149],{"type":135,"title":136,"url":137,"context":138},"other","ADK Documentation","https:\u002F\u002Fgoogle.github.io\u002Fadk-docs\u002F","recommended",{"type":135,"title":140,"url":141,"context":138},"ADK Samples","https:\u002F\u002Fgithub.com\u002Fgoogle\u002Fadk-samples",{"type":135,"title":143,"url":144,"context":145},"Java ADK","https:\u002F\u002Fgithub.com\u002Fgoogle\u002Fadk-java","mentioned",{"type":135,"title":147,"url":148,"context":145},"Go ADK","https:\u002F\u002Fgithub.com\u002Fgoogle\u002Fadk-go",{"type":135,"title":150,"url":151,"context":145},"A2A Protocol","https:\u002F\u002Fgithub.com\u002Fgoogle-a2a\u002FA2A\u002F",{"relevance":64,"novelty":58,"quality":58,"actionability":64,"composite":153,"reasoning":154},4.55,"Category: AI & LLMs. This article provides a detailed overview of Google's ADK, a toolkit for building AI agents, which directly addresses the needs of developers looking to integrate AI into their products. The code examples and deployment instructions offer practical, actionable steps for the audience.","\u002Fsummaries\u002Fb6c275efa5018657-google-s-adk-code-first-python-ai-agent-toolkit-summary","2026-04-15 15:35:01",{"title":5,"description":31},{"loc":155},"b6c275efa5018657","__oneoff__","article","https:\u002F\u002Fgithub.com\u002Fgoogle\u002Fadk-python","summaries\u002Fb6c275efa5018657-google-s-adk-code-first-python-ai-agent-toolkit-summary",[165,30,166],"agents","ai-tools","Build, evaluate, and deploy modular AI agents in Python using Google's ADK—pip install google-adk for code-first logic, rich tools, multi-agent hierarchies, and deployment to Cloud Run or Vertex 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By separating concerns, you can create a more robust system than a single monolithic prompt.",[7095,7096,7097,7105,7111],"ul",{},[7098,7099,7100,7104],"li",{},[7101,7102,7103],"strong",{},"Orchestration Agent:"," Acts as the central controller. It manages the high-level strategy and coordinates the workflow between the research and copywriter agents.",[7098,7106,7107,7110],{},[7101,7108,7109],{},"Research Agent:"," Tasked with gathering data on the product, identifying industry trends, and curating a list of relevant journalists and media outlets.",[7098,7112,7113,7116],{},[7101,7114,7115],{},"Copywriter Agent:"," Uses the data provided by the research agent to draft personalized, compelling pitches tailored to specific media outlets and journalists.",[17,7118,7120],{"id":7119},"implementation-strategy","Implementation Strategy",[22,7122,7123,7124,7127,7128,7131],{},"The system is built using the ",[33,7125,7126],{},"Runner.run_streamed()"," method, which allows for asynchronous execution and real-time output. To maximize the utility of these agents, they are converted into tools using the ",[33,7129,7130],{},".as_tool()"," method. This allows the main 'Outreach Agent' to dynamically invoke the research and writing capabilities as needed, effectively creating a hierarchical agentic workflow.",[7133,7134,7136],"h3",{"id":7135},"key-workflow-steps","Key Workflow Steps:",[7138,7139,7140,7146,7152],"ol",{},[7098,7141,7142,7145],{},[7101,7143,7144],{},"Define Instructions:"," Create specific, persona-based instructions for each agent (e.g., \"You are a researcher tasked with finding journalists in the plant-based industry\").",[7098,7147,7148,7151],{},[7101,7149,7150],{},"Tool Integration:"," Wrap the specialized agents into tools that the primary orchestrator can call.",[7098,7153,7154,7157,7158,7161],{},[7101,7155,7156],{},"Execution:"," Use the ",[33,7159,7160],{},"trace"," context to monitor the agent's decision-making process and generate the final output.",[22,7163,7164,7165,7168],{},"This modular design allows developers to swap out models (e.g., using ",[33,7166,7167],{},"gpt-4o-mini"," for cost efficiency) or add new agents (such as a sentiment analysis agent or a contact-finding agent) without refactoring the entire pipeline.",{"title":31,"searchDepth":45,"depth":45,"links":7170},[7171,7172],{"id":7089,"depth":45,"text":7090},{"id":7119,"depth":45,"text":7120,"children":7173},[7174],{"id":7135,"depth":51,"text":7136},[186],{"content_references":7177,"triage":7182},[7178],{"type":7179,"title":7180,"url":7181,"context":138},"tool","OpenAI Agents SDK","https:\u002F\u002Fopenai.github.io\u002Fopenai-agents-python\u002F",{"relevance":64,"novelty":58,"quality":58,"actionability":58,"composite":7183,"reasoning":7184},4.35,"Category: AI & LLMs. The article provides a detailed guide on building a multi-agent system for PR outreach using the OpenAI Agents SDK, addressing practical applications for developers looking to integrate AI into their workflows. It offers specific implementation strategies and workflow steps that can be directly applied by the audience.","\u002Fsummaries\u002Fe7ebf0a98b85674f-building-an-autonomous-pr-outreach-agent-with-open-summary","2026-06-29 08:34:27","2026-06-30 12:57:08",{"title":7078,"description":31},{"loc":7185},"e7ebf0a98b85674f","Python in Plain English","https:\u002F\u002Fpython.plainenglish.io\u002Fhow-to-build-an-autonomous-ai-pr-pitch-journalist-outreach-agent-in-python-using-openai-agents-cc009fcdf228?source=rss----78073def27b8---4","summaries\u002Fe7ebf0a98b85674f-building-an-autonomous-pr-outreach-agent-with-open-summary",[166,165,30,7195],"automation","Learn to build a multi-agent system in Python using the OpenAI Agents SDK to automate product research, journalist identification, and the creation of personalized PR pitches.",[],"9FvCyf4yGzF3ICsRZJH3pFejqX9jrZyI_nUapeRdOsM",{"id":7200,"title":7201,"ai":7202,"body":7207,"categories":7238,"created_at":129,"date_modified":129,"description":31,"extension":130,"faq":129,"featured":131,"kicker_label":129,"meta":7239,"navigation":54,"path":7246,"published_at":7247,"question":129,"scraped_at":7248,"seo":7249,"sitemap":7250,"source_id":7251,"source_name":7252,"source_type":161,"source_url":7253,"stem":7254,"tags":7255,"thumbnail_url":129,"tldr":7256,"tweet":129,"unknown_tags":7257,"__hash__":7258},"summaries\u002Fsummaries\u002Fd0084691000e862c-building-an-autonomous-visual-testing-agent-for-mo-summary.md","Building an Autonomous Visual Testing Agent for Mobile Apps",{"provider":7,"model":7080,"input_tokens":7203,"output_tokens":7204,"processing_time_ms":7205,"cost_usd":7206},4002,515,3039,0.001773,{"type":14,"value":7208,"toc":7233},[7209,7213,7216,7220,7223,7226,7230],[17,7210,7212],{"id":7211},"moving-beyond-brittle-testing-methods","Moving Beyond Brittle Testing Methods",[22,7214,7215],{},"Traditional mobile testing relies on hardcoded coordinates or pixel-diffing, both of which are fragile and fail when UI layouts shift slightly. As AI agents accelerate development, the bottleneck has shifted from writing code to verifying it. To solve this, developers can build autonomous testing agents that use Vision-Language Models (VLMs) to \"see\" the interface, reason about UI elements, and execute user flows dynamically.",[17,7217,7219],{"id":7218},"implementing-visual-agents-with-local-models","Implementing Visual Agents with Local Models",[22,7221,7222],{},"By leveraging local models, you can build a testing agent that operates without external API dependencies or privacy concerns. The core architecture involves two primary components: a controller that captures the screen state and a reasoning engine that interprets the visual input to determine the next action.",[22,7224,7225],{},"Instead of relying on rigid selectors, the agent uses the model's spatial reasoning capabilities to identify buttons, input fields, and navigation elements based on their visual appearance and context. This approach mimics human interaction, allowing the agent to handle dynamic content and layout changes that would break conventional test suites.",[17,7227,7229],{"id":7228},"benchmarking-against-enterprise-solutions","Benchmarking Against Enterprise Solutions",[22,7231,7232],{},"When comparing custom-built local agents against enterprise-grade tools like Claude Code, the primary trade-off is between reasoning depth and infrastructure cost. While proprietary models often provide superior judgment in complex edge cases, local models are increasingly capable of handling standard navigation flows. The key to success is prompt engineering: providing the model with a clear representation of the UI (such as a simplified view hierarchy or annotated screenshots) significantly improves its ability to make accurate decisions. By focusing on modular skill sets—such as \"tap,\" \"scroll,\" and \"verify text\"—you can build a robust, autonomous pipeline that scales with your development speed.",{"title":31,"searchDepth":45,"depth":45,"links":7234},[7235,7236,7237],{"id":7211,"depth":45,"text":7212},{"id":7218,"depth":45,"text":7219},{"id":7228,"depth":45,"text":7229},[186],{"content_references":7240,"triage":7244},[7241],{"type":7179,"title":7242,"url":7243,"context":145},"Claude Code","https:\u002F\u002Fclaude.ai\u002Fcode",{"relevance":64,"novelty":58,"quality":58,"actionability":58,"composite":7183,"reasoning":7245},"Category: AI Automation. The article provides a detailed approach to building an autonomous visual testing agent using Vision-Language Models, addressing a specific pain point in mobile app testing. It offers actionable insights on implementing local models and emphasizes the importance of prompt engineering for effective results.","\u002Fsummaries\u002Fd0084691000e862c-building-an-autonomous-visual-testing-agent-for-mo-summary","2026-06-22 20:42:59","2026-06-23 12:56:43",{"title":7201,"description":31},{"loc":7246},"d0084691000e862c","Level Up Coding","https:\u002F\u002Flevelup.gitconnected.com\u002Fgive-your-testing-agent-eyes-a-visual-testing-agent-from-scratch-f52a63ce72ed?source=rss----5517fd7b58a6---4","summaries\u002Fd0084691000e862c-building-an-autonomous-visual-testing-agent-for-mo-summary",[166,165,30,7195],"Move beyond brittle pixel-diffing by using local vision-language models to autonomously navigate and validate mobile app flows without hardcoded coordinates.",[],"b3EZMRnuCAZ2XE8K5-szX24D6pFRMSZfvVkJZ7YhoVE",{"id":7260,"title":7261,"ai":7262,"body":7267,"categories":7400,"created_at":129,"date_modified":129,"description":31,"extension":130,"faq":129,"featured":131,"kicker_label":129,"meta":7401,"navigation":54,"path":7413,"published_at":7414,"question":129,"scraped_at":7415,"seo":7416,"sitemap":7417,"source_id":7418,"source_name":7419,"source_type":7420,"source_url":7421,"stem":7422,"tags":7423,"thumbnail_url":7425,"tldr":7426,"tweet":7427,"unknown_tags":7428,"__hash__":7429},"summaries\u002Fsummaries\u002Fbef6c810a8d814cf-building-ai-agents-with-google-s-agent-development-summary.md","Building AI Agents with Google's Agent Development Kit (ADK)",{"provider":7,"model":7080,"input_tokens":7263,"output_tokens":7264,"processing_time_ms":7265,"cost_usd":7266},8953,902,4768,0.00359125,{"type":14,"value":7268,"toc":7394},[7269,7273,7281,7285,7288,7291,7332,7336,7353,7357],[17,7270,7272],{"id":7271},"the-concept-retro-gaming-meets-modern-ai","The Concept: Retro Gaming Meets Modern AI",[22,7274,7275,7276,7280],{},"Abdel Sghiouar and Tilde Thurium demonstrate the \"Garden of Forgotten Props,\" a text-based adventure game designed to teach developers how to build agents using the Google Agent Development Kit (ADK). The game serves as a sandbox for testing agent logic, where players must navigate rooms, manage inventory, and solve puzzles. The project was inspired by classic 1990s text adventures like ",[7277,7278,7279],"em",{},"Zork",", updated with a competitive leaderboard to encourage developers to optimize their agents.",[17,7282,7284],{"id":7283},"building-agents-with-adk","Building Agents with ADK",[22,7286,7287],{},"The ADK is a model-agnostic framework that simplifies the process of connecting code to Large Language Models (LLMs) like Gemini. It supports multiple programming languages, including Python, Java, Go, and TypeScript.",[22,7289,7290],{},"Key steps in the development workflow include:",[7095,7292,7293,7299,7309,7319],{},[7098,7294,7295,7298],{},[7101,7296,7297],{},"Environment Setup:"," Using Google Cloud Shell provides a pre-configured, browser-based IDE (Visual Studio Code) with 16GB of memory, ideal for quick prototyping without local configuration overhead.",[7098,7300,7301,7304,7305,7308],{},[7101,7302,7303],{},"Dependency Management:"," The presenters recommend using ",[33,7306,7307],{},"uv",", a high-performance Python package manager written in Rust, to handle dependencies and virtual environments efficiently.",[7098,7310,7311,7314,7315,7318],{},[7101,7312,7313],{},"Agent Initialization:"," The ",[33,7316,7317],{},"ADK create"," command launches a wizard that configures the agent's model (e.g., Gemini 2.5 Flash) and access method (Vertex AI or AI Studio API keys).",[7098,7320,7321,7314,7324,7327,7328,7331],{},[7101,7322,7323],{},"Debugging:",[33,7325,7326],{},"ADK web"," interface provides a local dashboard for interacting with agents in real-time. Using the ",[33,7329,7330],{},"--reload-agents"," flag allows developers to iterate on code without restarting the server, significantly speeding up the feedback loop.",[17,7333,7335],{"id":7334},"the-role-of-the-agent","The Role of the Agent",[22,7337,7338,7339,7342,7343,7342,7346,7342,7349,7352],{},"In the context of the game, the agent acts as the player. It receives the game's text output as input, processes the environment, and decides on the next command (e.g., ",[33,7340,7341],{},"look",", ",[33,7344,7345],{},"take",[33,7347,7348],{},"use",[33,7350,7351],{},"move","). The ADK handles the orchestration between the game's API and the LLM, allowing the agent to \"reason\" through the game's logic. The presenters note that the game is specifically designed to reward the use of Google Cloud infrastructure, adding a layer of gamification to the technical implementation.",[17,7354,7356],{"id":7355},"key-takeaways","Key Takeaways",[7095,7358,7359,7365,7371,7382,7388],{},[7098,7360,7361,7364],{},[7101,7362,7363],{},"Start with Manual Play:"," Before automating, play the game manually to understand the command structure and the logic required to solve the puzzles.",[7098,7366,7367,7370],{},[7101,7368,7369],{},"Use Cloud Shell for Prototyping:"," Leverage Google Cloud Shell for a zero-setup development environment that comes pre-configured with necessary tools.",[7098,7372,7373,7157,7376,7378,7379,7381],{},[7101,7374,7375],{},"Iterate Fast:",[33,7377,7326],{}," interface with the ",[33,7380,7330],{}," flag to test changes to your agent's instructions or logic instantly.",[7098,7383,7384,7387],{},[7101,7385,7386],{},"Model Agnosticism:"," While ADK is optimized for Gemini, it is model-agnostic, allowing developers to swap models to see which performs best for specific agent tasks.",[7098,7389,7390,7393],{},[7101,7391,7392],{},"Manage Secrets Securely:"," Always use environment variables or secure configuration files for API keys; never commit them to version control.",{"title":31,"searchDepth":45,"depth":45,"links":7395},[7396,7397,7398,7399],{"id":7271,"depth":45,"text":7272},{"id":7283,"depth":45,"text":7284},{"id":7334,"depth":45,"text":7335},{"id":7355,"depth":45,"text":7356},[173],{"content_references":7402,"triage":7411},[7403,7405,7408,7409],{"type":7179,"title":7404,"context":138},"Agent Development Kit (ADK)",{"type":7179,"title":7406,"url":7407,"context":138},"Google Cloud Shell","https:\u002F\u002Fshell.cloud.google.com",{"type":7179,"title":7307,"context":138},{"type":7179,"title":7410,"context":145},"Gemini",{"relevance":64,"novelty":58,"quality":58,"actionability":64,"composite":153,"reasoning":7412},"Category: AI & LLMs. The article provides a detailed walkthrough of using Google's Agent Development Kit (ADK) to build AI agents, addressing practical applications for developers interested in integrating AI into their projects. It includes specific steps for environment setup, dependency management, and agent initialization, making it immediately actionable for the target audience.","\u002Fsummaries\u002Fbef6c810a8d814cf-building-ai-agents-with-google-s-agent-development-summary","2026-06-17 17:31:37","2026-06-18 12:56:37",{"title":7261,"description":31},{"loc":7413},"bef6c810a8d814cf","Google Cloud Tech","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=omytUseAJy8","summaries\u002Fbef6c810a8d814cf-building-ai-agents-with-google-s-agent-development-summary",[166,165,30,7424],"llm","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FomytUseAJy8\u002Fhqdefault.jpg","A practical walkthrough on using Google's Agent Development Kit (ADK) to build autonomous agents that can interact with text-based environments, specifically demonstrated through a retro-inspired adventure game.","This livestream is a walkthrough of a text-based adventure game designed to teach developers how to build autonomous agents using the [Agent Development Kit](https:\u002F\u002Fgithub.com\u002Fgoogle\u002Fagent-development-kit). The presenters demonstrate how to set up a Python-based agent that uses Gemini to parse game state and execute moves, serving as a practical, if niche, introduction to the framework's API and integration patterns.",[],"IqaPbairksKG5DQrREpgWzQXA18W93CGYgKLc_OyhOw",{"id":7431,"title":7432,"ai":7433,"body":7438,"categories":7529,"created_at":129,"date_modified":129,"description":31,"extension":130,"faq":129,"featured":131,"kicker_label":129,"meta":7530,"navigation":54,"path":7534,"published_at":7535,"question":129,"scraped_at":7535,"seo":7536,"sitemap":7537,"source_id":7538,"source_name":7539,"source_type":161,"source_url":7540,"stem":7541,"tags":7542,"thumbnail_url":129,"tldr":7543,"tweet":129,"unknown_tags":7544,"__hash__":7545},"summaries\u002Fsummaries\u002F8d9d313222d7d3a6-hermes-agent-enables-non-blocking-asynchronous-sub-summary.md","Hermes Agent Enables Non-Blocking Asynchronous Subagents",{"provider":7,"model":7080,"input_tokens":7434,"output_tokens":7435,"processing_time_ms":7436,"cost_usd":7437},8489,502,2704,0.00287525,{"type":14,"value":7439,"toc":7524},[7440,7444,7451,7458,7462,7465,7510,7514,7521],[17,7441,7443],{"id":7442},"moving-from-synchronous-to-asynchronous-delegation","Moving from Synchronous to Asynchronous Delegation",[22,7445,7446,7447,7450],{},"Previously, the Hermes Agent's ",[33,7448,7449],{},"delegate_task"," tool was strictly synchronous. When a parent agent spawned a subagent, the parent chat would freeze, waiting for the child to complete its task. This design prevented users from performing other operations or steering the agent while long-running tasks were in progress.",[22,7452,7453,7454,7457],{},"Nous Research has addressed this by introducing an asynchronous delegation toolset (via issue #5586). This update allows the parent agent to spawn background subagents that run as in-process threads, returning a ",[33,7455,7456],{},"task_id"," immediately so the main chat remains interactive.",[17,7459,7461],{"id":7460},"managing-the-subagent-lifecycle","Managing the Subagent Lifecycle",[22,7463,7464],{},"The new async toolset provides a full lifecycle management suite for background tasks:",[7095,7466,7467,7478,7486,7494,7502],{},[7098,7468,7469,7474,7475,7477],{},[7101,7470,7471],{},[33,7472,7473],{},"delegate_task_async",": Spawns a subagent and returns a ",[33,7476,7456],{}," without blocking.",[7098,7479,7480,7485],{},[7101,7481,7482],{},[33,7483,7484],{},"check_task",": Monitors the status of a running subagent.",[7098,7487,7488,7493],{},[7101,7489,7490],{},[33,7491,7492],{},"steer_task",": Allows the user or parent agent to provide mid-flight guidance to a child agent.",[7098,7495,7496,7501],{},[7101,7497,7498],{},[33,7499,7500],{},"collect_task",": Retrieves the final summary once the subagent finishes.",[7098,7503,7504,7509],{},[7101,7505,7506],{},[33,7507,7508],{},"cancel_task",": Terminates a running subagent.",[17,7511,7513],{"id":7512},"architectural-constraints-and-benefits","Architectural Constraints and Benefits",[22,7515,7516,7517,7520],{},"Subagents remain strictly isolated from the parent. Each child operates in its own conversation, terminal session, and toolset, ensuring the parent's context window stays lean. Only the final summary is returned to the parent agent. While subagents inherit the parent's API keys and credential pool, they can be configured to use different models via ",[33,7518,7519],{},"config.yaml"," to optimize for cost or performance.",[22,7522,7523],{},"This approach enables more complex workflows, such as running multiple research tasks in parallel or offloading long-running processes without interrupting the user's interaction with the primary agent.",{"title":31,"searchDepth":45,"depth":45,"links":7525},[7526,7527,7528],{"id":7442,"depth":45,"text":7443},{"id":7460,"depth":45,"text":7461},{"id":7512,"depth":45,"text":7513},[186],{"content_references":7531,"triage":7532},[],{"relevance":64,"novelty":58,"quality":58,"actionability":58,"composite":7183,"reasoning":7533},"Category: AI & LLMs. The article discusses a significant update to the Hermes Agent that enhances its functionality by introducing asynchronous subagent delegation, which directly addresses the pain point of blocking operations in AI agents. This practical application of AI tooling provides actionable insights for developers looking to implement more efficient workflows.","\u002Fsummaries\u002F8d9d313222d7d3a6-hermes-agent-enables-non-blocking-asynchronous-sub-summary","2026-06-16 12:56:51",{"title":7432,"description":31},{"loc":7534},"8d9d313222d7d3a6","MarkTechPost","https:\u002F\u002Fwww.marktechpost.com\u002F2026\u002F06\u002F16\u002Fhermes-agent-adds-asynchronous-subagents-so-delegated-work-no-longer-blocks-the-parent-chat\u002F","summaries\u002F8d9d313222d7d3a6-hermes-agent-enables-non-blocking-asynchronous-sub-summary",[165,166,7195,30],"Nous Research updated the Hermes Agent to support asynchronous subagent delegation, allowing parent agents to continue working while child agents execute tasks in the background.",[],"30qwYCvS8PrK0e4OfbU_5g2p5oHVA_wi9ChlpXsjNxo"]