--- title: Google Open-Sources AX a Kubernetes Style Orchestrator... description: Google has open-sourced AX, an Apache 2.0-licensed orchestrator and declarative runtime for running autonomous AI agent workloads at scale. Built on the Agent... canonical: https://daily.dev/posts/google-open-sources-ax-a-kubernetes-style-orchestrator-for-autonomous-ai-agents-b3caryhvf twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: Google Open-Sources AX a Kubernetes Style Orchestrator for Autonomous AI Agents | daily.dev og:description: Google has open-sourced AX, an Apache 2.0-licensed orchestrator and declarative runtime for running autonomous AI agent workloads at scale. Built on the Agent... og:url: https://daily.dev/posts/google-open-sources-ax-a-kubernetes-style-orchestrator-for-autonomous-ai-agents-b3caryhvf og:image: https://api.daily.dev/og/posts/B3CaRYhvF.png og:image:alt: Google Open-Sources AX a Kubernetes Style Orchestrator for Autonomous AI Agents og:image:width: 1200 og:image:height: 630 og:locale: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # Google Open-Sources AX a Kubernetes Style Orchestrator for Autonomous AI Agents **[InfoQ](https://daily.dev/sources/infoq)** · 4 min read · 4 upvotes · 1 comments ## Summary Google has open-sourced AX, an Apache 2.0-licensed orchestrator and declarative runtime for running autonomous AI agent workloads at scale. Built on the Agent Substrate execution runtime, AX treats agents as stateful actors rather than microservices, offering sub-second suspend/resume with zero cold-start delay by checkpointing idle agent sessions and multiplexing many tasks onto shared workers. The control plane exposes four Kubernetes-style declarative primitives (Task, Workspace, Gateway, Model) under the ax.io/v1alpha1 API group, and is managed via a Go-based CLI (ax apply, ax watch, ax ssh, ax suspend/resume) deployed to Kubernetes using ko and Redis. Community reaction is mixed: infrastructure engineers praise it for cutting the cost of idle agents waiting on model APIs, while others criticize the operational overhead of Kubernetes clusters, registries, and custom CRDs, positioning AX as an enterprise-grade compute primitive rather than a quick-start tool for solo developers. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Questions this post answers ### What is Google's AX orchestrator and how does it manage AI agent workloads differently from Kubernetes? AX is an open-source, Apache 2.0-licensed orchestrator built on the Agent Substrate runtime that treats AI agents as stateful actors rather than stateless microservices or batch jobs. It checkpoints and suspends idle agents (e.g., waiting on model or tool responses) and resumes them in sub-second time with zero cold-start delay, multiplexing many tasks onto shared workers to avoid the compute waste of conventional Kubernetes sandboxes sitting idle. _Teams evaluating agent infrastructure options can track releases like AX on daily.dev as the space evolves._ ### What are the four core primitives in Google's AX agent orchestrator API? AX defines four declarative Kubernetes-style primitives under the ax.io/v1alpha1 API group: Task (execution lifecycle and sandbox resource constraints), Workspace (pre-execution environment setup, including mounting Git repos and configuring MCP servers), Gateway (outbound network security policies and credential injection), and Model (unified control for LLM provider parameters and secrets). _Developers designing agent infrastructure can compare primitives like these on daily.dev when weighing orchestration approaches._ ### What criticisms have developers raised about Google's AX agent orchestrator on Hacker News? Developers on Hacker News criticized the marketing claim of 'ergonomic workflows' given the heavy operational overhead of maintaining Kubernetes clusters, container registries, and custom CRDs via tools like ko. Others noted early issues such as egress proxy dropped connections and rudimentary secrets management, positioning AX as suited for enterprises running large-scale agentic fleets rather than solo hackers seeking a quick-start framework. _Engineers weighing whether to adopt a new orchestrator can follow community feedback on daily.dev before committing._ ## Community discussion Top comments from developers on daily.dev. **@pdfopsdev** · 0 upvotes > anyone know how this compares to Temporal or Restate for durable execution? feels like AX is solving the same problem, park a paused workflow and resume without cold start, but with k8s CRDs instead of a workflow engine. --- Tags: [#google](https://daily.dev/tags/google), [#ai-agents](https://daily.dev/tags/ai-agents), [#kubernetes](https://daily.dev/tags/kubernetes), [#golang](https://daily.dev/tags/golang), [#orchestration](https://daily.dev/tags/orchestration) [View this post on daily.dev](https://daily.dev/posts/google-open-sources-ax-a-kubernetes-style-orchestrator-for-autonomous-ai-agents-b3caryhvf) ```json {"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://daily.dev/#organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180},"sameAs":["https://twitter.com/dailydotdev","https://github.com/dailydotdev","https://www.linkedin.com/company/daily-dev-ltd"]},{"@type":"WebSite","@id":"https://daily.dev/#website","url":"https://daily.dev","name":"daily.dev","publisher":{"@id":"https://daily.dev/#organization"},"potentialAction":{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://daily.dev/search?q={search_term_string}"},"query-input":"required name=search_term_string"}}]} {"@context":"https://schema.org","@type":"TechArticle","headline":"Google Open-Sources AX a Kubernetes Style Orchestrator for Autonomous AI Agents","url":"https://daily.dev/posts/google-open-sources-ax-a-kubernetes-style-orchestrator-for-autonomous-ai-agents-b3caryhvf","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/google-open-sources-ax-a-kubernetes-style-orchestrator-for-autonomous-ai-agents-b3caryhvf"},"datePublished":"2026-09-22T14:22:56.895Z","dateModified":"2026-09-22T14:32:38.406Z","description":"Google has open-sourced AX, an Apache 2.0-licensed orchestrator and declarative runtime for running autonomous AI agent workloads at scale. 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