{"slug":"google-s-ard-spec-ties-agent-capability-discovery-to-domain-ownership","citations":[{"url":"https://developers.googleblog.com/announcing-the-agentic-resource-discovery-specification/","committed_hash":"sha256:514efe80005eb423720202a809236651c2802344aa8d0e44d409f9f0511da85a","committed_hash_short":"sha256:514efe80…511da85a","mime_type":"text/html","committed_at":"2026-09-05T22:00:20.963670+00:00","content_snapshot":"\n\n<!DOCTYPE html>\n<html lang=\"en\">\n  \t<head>\n        <meta charset=\"utf-8\" />\n        \n        <title>\n            \n            Announcing the Agentic Resource Discovery specification\n            \n            \n            - Google Developers Blog\n            \n        </title>\n        <meta property=\"og:title\" content=\"Announcing the Agentic Resource Discovery specification- Google Developers Blog\" />\n        <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\" />\n        \n\t<meta name=\"description\" content=\"An open 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class=\"blog-detail-container\">\n\n    \n      <section class=\"tags-container glue-page glue-spacer-5-top\">\n        <div class=\"glue-eyebrow\"></div>\n      </section>\n    \n\n    <section class=\"heading-container glue-page  glue-spacer-1-top\">\n      <h1 class=\"glue-headline glue-headline--headline-1\">Announcing the Agentic Resource Discovery specification</h1>\n    </section>\n\n    <section class=\"summary-container glue-page glue-spacer-4-top\">\n      <div class=\"date-time\">\n        <div class=\"published-date glue-font-weight-medium\">JUNE 17, 2026</div>\n      </div>\n    </section>\n\n    <section class=\"glue-page glue-grid glue-spacer-1-top\">\n\n      <section class=\"author-container glue-grid__col glue-grid__col--span-4-sm glue-grid__col--span-10-md\">\n      \n        \n          <div class=\"author-obj\">\n            <a class=\"glue-font-weight-medium\" href=\"/search/?author=Junjie+Bu\">Junjie Bu</a>\n            \n              <span class=\"glue-font-weight-medium role\">Senior Staff Software Engineer</span>\n            \n            \n          </div>\n        \n          <div class=\"author-obj\">\n            <a class=\"glue-font-weight-medium\" href=\"/search/?author=Srinivas+Krishnan\">Srinivas Krishnan</a>\n            \n              <span class=\"glue-font-weight-medium role\">Distinguished Software Engineer</span>\n            \n            \n          </div>\n        \n\n      \n      </section>\n      <section class=\"social-container glue-grid__col glue-grid__col--span-4-sm glue-grid__col--span-2-md\">\n        <button id=\"social-button\" class=\"glue-button glue-button--low-emphasis glue-button--icon\" aria-haspopup=\"true\" aria-expanded=\"false\">\n          <svg role=\"presentation\" aria-hidden=\"true\" class=\"glue-icon\">\n            <use href=\"/glue-icon/#share\"></use>\n          </svg>\n          <span>Share</span>\n        </button>\n        <ul id=\"social-menu\" 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web.</b></h3><p data-block-key=\"6v1sq\">Agents are becoming participants in a much larger ecosystem. They increasingly rely on tools, skills, and other agents distributed across teams, organizations, and platforms.</p><p data-block-key=\"47pt4\">For this ecosystem to scale, agents need reliable answers to three questions: <b>Where does the right capability live? Which capability should I actually use? And how do I verify it’s safe to connect to?</b></p><p data-block-key=\"fa5q7\">Today, there is no standard way to answer those questions across organizations.</p><p data-block-key=\"21i2q\">That’s why we’re announcing <a href=\"https://github.com/ards-project/ard-spec\"><b>Agentic Resource Discovery (ARD)</b></a>, an open specification for publishing, discovering, and verifying AI capabilities across the web. Developed with partners across the industry, ARD allows tools and services to be securely shared and connected, regardless of their underlying framework, protocol, or provider.</p><h3 data-block-key=\"pmx36\" id=\"\"><b>Built with partners across the agent ecosystem</b></h3>\n</div>   \n\n\n    \n    <div class=\"inner-block-content\">\n        <div class=\"image-wrapper\">\n            \n                <img\n                    class=\"regular-image\"\n                    src=\"https://storage.googleapis.com/gweb-developer-goog-blog-assets/images/ARD_logo_wall.original.png\"\n                    alt=\"ARD logo wall\"\n                />\n            \n            \n        </div>\n    </div>\n  <div class=\"inner-block-content rich-content\">\n    <h3 data-block-key=\"qz4rv\" id=\"\"><b>The missing layer of the agentic web</b></h3><p data-block-key=\"e6m98\">Consider an operations agent investigating a live production incident. To resolve the issue, it might need to query observability systems, search engineering documentation, review deployment history, open support tickets, and maybe even consult specialized troubleshooting agents.</p><p data-block-key=\"cfbip\">While many platforms already feature custom registries to manage these capabilities, they remain fragmented and siloed within specific ecosystems. This lack of interoperability prevents agents from easily communicating across different tools. What’s missing is a standard way for agents to discover capabilities across organizational boundaries and establish trust in what they find.</p><p data-block-key=\"f6vse\">ARD provides that layer. It standardizes how capabilities are published under an organization&#x27;s own domain name and indexed across federated registries, enabling any agent to dynamically find the right resources for the job. From there, ARD steps out of the way – handing off the verifiable trust metadata so the agent can establish a direct, secure connection using the tool&#x27;s native protocol.</p><h3 data-block-key=\"eiccm\" id=\"\"><b>How ARD works</b></h3><p data-block-key=\"dd1fu\">This architecture relies on two primitives: <b>catalogs</b> and <b>registries</b>.</p><p data-block-key=\"3mgv6\"></p><ul><li data-block-key=\"dud1a\"><b>Catalogs:</b> To make resources discoverable, an organization publishes a catalog describing its available capabilities. Because these catalogs are hosted directly under the organization’s own domain, ownership of that domain serves as the cryptographic foundation for identity and trust.</li><li data-block-key=\"3coqd\"><b>Registries:</b> Registries act as search engines for the agentic web. They crawl published catalogs, index their contents, and make them searchable. When an agent submits a discovery request, a registry returns matching capabilities along with the metadata required to verify the publisher and establish trust before connecting.</li></ul>\n</div>   \n\n\n    \n    <div class=\"inner-block-content\">\n        <div class=\"image-wrapper\">\n            \n                <img\n                    class=\"regular-image\"\n                    src=\"https://storage.googleapis.com/gweb-developer-goog-blog-assets/images/ard-infographics.original.png\"\n                    alt=\"ard-infographics\"\n                />\n            \n            \n        </div>\n    </div>\n  <div class=\"inner-block-content rich-content\">\n    <p data-block-key=\"nxo5l\">The video below demonstrates an ARD client discovering and executing new capabilities entirely at runtime. Watch for these four key phases in the terminal window:</p><p data-block-key=\"9nbtr\"></p><ol><li data-block-key=\"49pjg\"><b>Publishing the catalog:</b> The provider hosts an ai-catalog.json file at a well-known path on its domain. The catalog describes the provider&#x27;s available capabilities, which can include things like MCP servers, A2A agents, OpenAPI tools, or even other nested catalogs.</li><li data-block-key=\"bq83h\"><b>Discovery and resolution</b>: When a client agent needs a capability, it can either query an ARD registry using a plain-language intent (which can actively crawl and index these catalogs), or it can completely bypass search and directly fetch a catalog from a known partner&#x27;s domain.</li><li data-block-key=\"cl9tc\"><b>Cryptographic verification:</b> For production environments, the discovery layer allows publishers to attach verifiable trust metadata. Whether found via search or direct fetch, this enables the client agent or registry to actively confirm the publisher&#x27;s true cryptographic identity before connecting to the endpoint.</li><li data-block-key=\"1d00a\"><b>Direct runtime connection:</b> The client agent dynamically loads the selected capability, interacts with it using its native protocol or API, and returns the result to the user.</li></ol>\n</div>   \n\n<div class=\"inner-block-content video-block\">\n    \n        <video  autoplay=\"\" loop=\"\" muted=\"\" playsinline=\"\" poster=\"https://storage.googleapis.com/gweb-developer-goog-blog-assets/original_videos/wagtailvideo-6uhvkwu5_thumb.jpg\">\n<source src='https://storage.googleapis.com/gweb-developer-goog-blog-assets/original_videos/ard-captions.mp4' type='video/mp4'>\n<p>Sorry, your browser doesn't support playback for this video</p>\n\n</video>\n    \n    \n</div>  <div class=\"inner-block-content rich-content\">\n    <h3 data-block-key=\"f2fk1\" id=\"\"><b>Bringing ARD to Gemini Enterprise Agent Platform</b></h3><p data-block-key=\"f4lp2\">Just as the open web democratized information, ARD democratizes AI resource discovery. Google Cloud supports this with <a href=\"https://docs.cloud.google.com/agent-registry/overview\">Agent Registry</a> in <a href=\"https://docs.cloud.google.com/gemini-enterprise-agent-platform\">Gemini Enterprise Agent Platform</a> – the enterprise-grade product that delivers on this vision and forms part of this global federated network.</p><p data-block-key=\"e8r1o\">Agent Registry ensures enterprises can trust, govern, and operationalize that promise at scale. It provides fully hosted support for searching, discovering, and hosting agentic resources, including agents, skills, MCP servers and other tools. Additionally, it allows users to onboard these capabilities directly onto Agent Registry, and it will soon support authenticated publisher onboarding.</p><p data-block-key=\"2aunh\">Importantly, Agent Registry plays a central role in enterprise governance. This includes assigning globally unique namespaced URNs, enforcing agentic egress policies, and pinning tools and specifications. It also handles secure resource management using <a href=\"https://docs.cloud.google.com/gemini-enterprise-agent-platform/govern/agent-identity-overview\">Agent Identity</a> to verify the <a href=\"https://github.com/ards-project/ard-spec/blob/main/spec/schemas/ai-catalog.schema.json\">trust manifest</a> – ARD’s cryptographic layer for proving agent authenticity and meeting enterprise compliance standards like HIPAA.</p><p data-block-key=\"9s2ci\">Native support for ARD will be available in Agent Platform in the coming months, allowing organizations to securely connect their internal registries to the broader network.</p><h3 data-block-key=\"4ui6p\" id=\"\"><b>Get started with ARD</b></h3><p data-block-key=\"8180p\">The ARD specification is available now. To get involved:</p><p data-block-key=\"dk3is\"></p><ul><li data-block-key=\"f74r7\"><b>Publish your first catalog:</b> Follow the <a href=\"https://agenticresourcediscovery.org/how_to_publish/#step-1-create-the-manifest-ai-catalogjson\">quickstart guide</a> to host an <code>ai-catalog.json</code> file on your domain and make your services discoverable in minutes.</li><li data-block-key=\"31ogh\"><b>Read the specification:</b> Check out the <a href=\"https://agenticresourcediscovery.org/\">specification</a>, including full schemas, federation model, trust architecture, and reference implementations.</li><li data-block-key=\"fg4rq\"><b>Join the community:</b> Contribute implementations, propose schema updates, and participate in the evolution of ARD by visiting our <a href=\"https://github.com/ards-project/ard-spec\">GitHub repository</a>.</li></ul><p data-block-key=\"9dlhk\"></p><p data-block-key=\"540cl\">The agent ecosystem works best when it is decentralized and open. ARD is our contribution to keeping it that way. We’d love your feedback – and your catalog!</p><h3 data-block-key=\"yuijp\" id=\"\"><b>Acknowledgements</b></h3><p data-block-key=\"3nbt9\">The Agentic Resource Discovery specification is licensed under Apache 2.0 and is built upon the foundational AI Catalog data model. We are grateful to the <a href=\"https://github.com/Agent-Card/ai-catalog\">AI Catalog</a> Working Group under the Linux Foundation, as well as the launch partners who helped shape the specification and reference implementations.</p>\n</div> \n      </div>\n    </section>\n    \n\n    <section class=\"navigation-container glue-page glue-spacer-6-top\">\n      <div class=\"posted-in-section\">\n        <div class=\"posted-in-section__heading\">\n          <span class=\"glue-caption\">\n            posted in:\n          </span>\n        </div>\n        <div class=\"posted-in-section__tags\">\n          <ul>\n              \n                  <li>\n                      <a href=\"/search/?technology_categories=AI\" class=\"glue-caption\">AI</a>\n                  </li>\n              \n                  <li>\n                      <a href=\"/search/?content_type_categories=Announcements\" class=\"glue-caption\">Announcements</a>\n                  </li>\n              \n                  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Embedding Inference on Cloud TPU</p>\n                      <div class=\"glue-card__cta-custom glue-spacer-3-top\">\n                        <span class=\"glue-cta\">AUG. 26, 2026</span>\n                        <svg aria-hidden=\"true\" class=\"glue-icon glue-icon--24px\" role=\"presentation\">\n                          <use href=\"/glue-icon/#arrow-forward\"></use>\n                        </svg>\n                      </div>\n                    </div>\n                  </div>\n                </a>\n              \n                <a class=\"glue-card glue-carousel__item\" href=\"/4-engineering-patterns-behind-the-strongest-ai-agents-challenge-submissions/\">\n                  <div aria-label=\"4 engineering patterns behind the strongest AI Agents Challenge submissions\" class=\"glue-card__inner\">\n                    <picture class=\"glue-card__asset\">\n                      <img alt=\"4 engineering patterns behind the strongest AI Agents Challenge submissions\" 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src=\"/_next/static/chunks/app/news/%5Bslug%5D/page-ccaa428999293084.js?dpl=dpl_8vVSHwgTewnhziArETR4mvy8snD8\" async=\"\"></script><link rel=\"icon\" href=\"/lds_logo.svg\" type=\"image/svg+xml\"/><link rel=\"alternate\" type=\"application/rss+xml\" title=\"Let&#x27;s Data Science - AI News Feed\" href=\"https://letsdatascience.com/feed.xml\"/><meta name=\"next-size-adjust\" content=\"\"/><meta name=\"theme-color\" media=\"(prefers-color-scheme: light)\" content=\"#ffffff\"/><meta name=\"theme-color\" media=\"(prefers-color-scheme: dark)\" content=\"#0a0a0a\"/><title>Google publishes Agentic Resource Discovery specification | Let&#x27;s Data Science</title><meta name=\"description\" content=\"Per the Google Developers Blog, Google announced the open **Agentic Resource Discovery** specification, a web standard for publishing, discovering, and verifying AI tools, skills, and agents across disparate registries and platforms. Help Net Security and ITSecurityNews indexed coverage noting the specification addresses gaps where agents cannot easily find or connect to resources hosted by other teams or organizations. The spec is framed as an interoperable discovery and verification layer that lets tools and services advertise capabilities so agents can locate and validate them across the web. 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class=\"flex flex-wrap items-center justify-between gap-4 pb-6 border-b border-neutral-100\"><div class=\"flex flex-wrap items-center gap-3 text-sm text-neutral-500\"><button type=\"button\" aria-haspopup=\"dialog\" aria-expanded=\"false\" aria-controls=\"_R_1eahbsnpfjelb_\" class=\"flex items-center gap-2 px-3 py-1.5 rounded-full bg-neutral-100 hover:bg-neutral-200/80 transition-colors motion-reduce:transition-none cursor-pointer group\"><div class=\"flex items-center -space-x-1.5 group-hover:space-x-0.5 transition-all duration-200\"><div class=\"relative ring-2 ring-white rounded-full transition-transform duration-200 motion-reduce:transition-none\" style=\"z-index:3\"><img src=\"https://www.google.com/s2/favicons?domain=developers.googleblog.com&amp;sz=64\" alt=\"developers.googleblog.com\" width=\"20\" height=\"20\" class=\"w-5 h-5 rounded-full object-contain bg-neutral-50\" loading=\"lazy\"/></div><div class=\"relative ring-2 ring-white rounded-full transition-transform 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class=\"text-neutral-500\">By <a class=\"text-neutral-700 font-medium underline-offset-2 hover:underline hover:text-neutral-900\" href=\"/editorial-standards\">LDS Team</a></span></div><div class=\"flex items-center gap-2\"><div class=\"flex items-center gap-1.5\"><button class=\"inline-flex items-center justify-center w-8 h-8 rounded-full transition-all bg-neutral-100 text-neutral-500 hover:bg-neutral-200 hover:text-neutral-700\" title=\"Copy link\"><svg class=\"w-3.5 h-3.5\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M13.828 10.172a4 4 0 00-5.656 0l-4 4a4 4 0 105.656 5.656l1.102-1.101m-.758-4.899a4 4 0 005.656 0l4-4a4 4 0 00-5.656-5.656l-1.1 1.1\"></path></svg></button><button class=\"inline-flex items-center justify-center w-8 h-8 rounded-full bg-neutral-100 text-neutral-500 hover:bg-neutral-900 hover:text-white transition-all\" title=\"Share on X\"><svg class=\"w-3.5 h-3.5\" viewBox=\"0 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0h.003z\"></path></svg></button></div><div class=\"flex items-center gap-2\"><div class=\"relative group\"><div class=\"w-10 h-10 text-sm rounded-full bg-green-600/75 text-white font-bold flex items-center justify-center shadow\" aria-label=\"Relevance score: 7.0\">7.0</div></div><span class=\"text-xs text-neutral-500\">Relevance Score</span></div></div></div></header><figure class=\"mb-8 -mx-4 sm:mx-0\"><div class=\"relative aspect-video overflow-hidden sm:rounded-xl bg-neutral-100\"><img src=\"/lds_news_fallback_image.svg\" alt=\"Google publishes Agentic Resource Discovery specification\" width=\"1200\" height=\"675\" class=\"w-full h-full object-cover\" style=\"object-fit:cover\"/></div></figure><section class=\"mb-10 border-y border-neutral-200/70\" aria-label=\"Quick summary\"><button type=\"button\" class=\"w-full flex items-center justify-between py-5 group\" aria-expanded=\"true\" aria-controls=\"quick-summary-content\"><div class=\"flex items-center gap-4\"><span class=\"text-[10px] font-semibold tracking-[0.18em] uppercase text-neutral-900\">Quick Summary</span><span class=\"h-px w-10 bg-neutral-300/80\"></span><span class=\"text-[11px] text-neutral-400 tracking-wide\">Hide</span></div><svg class=\"w-4 h-4 text-neutral-400 group-hover:text-neutral-900 transition-all duration-300 ease-out rotate-45\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"1.5\" aria-hidden=\"true\"><path stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M12 5v14M5 12h14\"></path></svg></button><div id=\"quick-summary-content\" class=\"grid transition-all duration-300 ease-out grid-rows-[1fr] opacity-100\"><div class=\"overflow-hidden\"><p class=\"text-[21px] text-stone-700 leading-[1.45] font-serif font-light pb-7 pr-4 max-w-[68ch]\">Per the Google Developers Blog, Google announced the open <strong class=\"font-semibold text-neutral-900\">Agentic Resource Discovery</strong> specification, a web standard for publishing, discovering, and verifying AI tools, skills, and agents across disparate registries and platforms. Help Net Security and ITSecurityNews indexed coverage noting the specification addresses gaps where agents cannot easily find or connect to resources hosted by other teams or organizations. The spec is framed as an interoperable discovery and verification layer that lets tools and services advertise capabilities so agents can locate and validate them across the web. Google positions the specification as an open standard on the developer blog; the company blog post contains the primary announcement and technical framing.</p></div></div></section><div><div class=\"article-summary mb-10\"><div class=\"text-[20px] text-stone-800 leading-[1.6] font-serif font-normal\"><div class=\"mt-10 first:mt-0\"><h3 class=\"font-serif-display text-[1.5rem] sm:text-[1.75rem] font-normal text-neutral-900 leading-[1.15] tracking-[-0.01em] mb-4 flex items-center gap-2.5\"><span class=\"w-1 h-7 bg-neutral-800 rounded-full flex-shrink-0\"></span>What happened</h3><div class=\"pl-3 border-l-2 border-neutral-100\"><p class=\"\">On June 17, 2026, Google published the Agentic Resource Discovery (ARD) specification, an open protocol for publishing, discovering, and verifying AI capabilities across the web. Per the Google Developers Blog, the spec was developed with partners across the industry: launch contributors include Cisco, Databricks, GitHub, GoDaddy, Google, Hugging Face, Microsoft, Nvidia, Salesforce, ServiceNow, and Snowflake. The spec is licensed under Apache 2.0 and builds on the AI Catalog data model from the Linux Foundation&#x27;s AI Catalog Working Group.</p></div></div><div class=\"mt-10 first:mt-0\"><h3 class=\"font-serif-display text-[1.5rem] sm:text-[1.75rem] font-normal text-neutral-900 leading-[1.15] tracking-[-0.01em] mb-4 flex items-center gap-2.5\"><span class=\"w-1 h-7 bg-neutral-800 rounded-full flex-shrink-0\"></span>Technical details</h3><div class=\"pl-3 border-l-2 border-neutral-100\"><p class=\"\">ARD addresses three questions agents need answered at runtime: where does the right capability live, which one should I use, and how do I verify it is safe to connect to. The specification defines two primitives: a static <span class=\"font-medium text-neutral-900\">ai-catalog.json</span> manifest hosted at a well-known path on an organization&#x27;s domain, and a registry API that crawls and indexes published catalogs and returns ranked matches to natural-language discovery queries. Per the Hugging Face blog, ARD sits entirely before invocation - it finds the right resource; the resource is then called through its own native protocol (MCP, A2A, OpenAPI, etc.). It is explicitly not a replacement for MCP, A2A, or Skills.</p></div></div><div class=\"mt-10 first:mt-0\"><h3 class=\"font-serif-display text-[1.5rem] sm:text-[1.75rem] font-normal text-neutral-900 leading-[1.15] tracking-[-0.01em] mb-4 flex items-center gap-2.5\"><span class=\"w-1 h-7 bg-neutral-800 rounded-full flex-shrink-0\"></span>Reference implementations</h3><div class=\"pl-3 border-l-2 border-neutral-100\"><p class=\"\">Hugging Face launched a Discover Tool (huggingface-hf-discover.hf.space) that wraps the Hub&#x27;s semantic search over Spaces, Skills, and MCP servers in the ARD envelope, making thousands of capabilities searchable via the specification. Google Cloud&#x27;s Agent Registry in Gemini Enterprise Agent Platform also implements ARD with enterprise governance features including namespaced URNs, egress policies, and cryptographic trust manifests.</p></div></div><div class=\"mt-10 first:mt-0\"><h3 class=\"font-serif-display text-[1.5rem] sm:text-[1.75rem] font-normal text-neutral-900 leading-[1.15] tracking-[-0.01em] mb-4 flex items-center gap-2.5\"><span class=\"w-1 h-7 bg-neutral-800 rounded-full flex-shrink-0\"></span>Context and significance</h3><div class=\"pl-3 border-l-2 border-neutral-100\"><p class=\"\">Standards for capability discovery sit at the intersection of agent orchestration, API metadata, and service governance. The ARD model is federated - organizations can run their own registries, and registries can cross-reference each other without a central catalog. The spec includes guides for connecting Claude, ChatGPT, GitHub Copilot, Microsoft Copilot, and Gemini as ARD clients.</p></div></div><div class=\"mt-10 first:mt-0\"><h3 class=\"font-serif-display text-[1.5rem] sm:text-[1.75rem] font-normal text-neutral-900 leading-[1.15] tracking-[-0.01em] mb-4 flex items-center gap-2.5\"><span class=\"w-1 h-7 bg-neutral-800 rounded-full flex-shrink-0\"></span>What to watch</h3><div class=\"pl-3 border-l-2 border-neutral-100\"><p class=\"\">Look for adoption of the <span class=\"font-medium text-neutral-900\">ai-catalog.json</span> well-known URI by tool and service providers; watch how registry trust and attestation layers evolve; and monitor whether ARD federation becomes a de-facto standard across the MCP and A2A ecosystems given the breadth of contributors already signed on.</p></div></div></div></div><section class=\"key-points-content mb-10 p-5 sm:p-6 bg-neutral-50/80 rounded-2xl border border-neutral-100\"><h2 class=\"text-base font-semibold text-neutral-900 mb-4 flex items-center gap-2\"><svg class=\"w-4 h-4 text-neutral-500\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"></path></svg>Key Points</h2><ul class=\"space-y-3\"><li class=\"flex items-start gap-3\"><span class=\"flex-shrink-0 w-5 h-5 rounded-full bg-neutral-200 text-neutral-600 text-[11px] font-bold flex items-center justify-center mt-0.5\">1</span><span class=\"text-stone-700 leading-[1.6] text-[15px] font-serif\">WHAT: Google and 10 industry partners - including Microsoft, Hugging Face, Cisco, Nvidia, Salesforce, Snowflake, and GitHub - jointly published ARD, an open protocol for AI clients to discover tools, MCP servers, agents, and APIs at runtime via federated registries, without pre-installation.</span></li><li class=\"flex items-start gap-3\"><span class=\"flex-shrink-0 w-5 h-5 rounded-full bg-neutral-200 text-neutral-600 text-[11px] font-bold flex items-center justify-center mt-0.5\">2</span><span class=\"text-stone-700 leading-[1.6] text-[15px] font-serif\">WHY: Existing agent protocols (MCP, A2A, Skills) assume the client already knows which capability to call; ARD adds the missing discovery layer, letting agents issue natural-language queries to find and verify third-party capabilities across organizational boundaries.</span></li><li class=\"flex items-start gap-3\"><span class=\"flex-shrink-0 w-5 h-5 rounded-full bg-neutral-200 text-neutral-600 text-[11px] font-bold flex items-center justify-center mt-0.5\">3</span><span class=\"text-stone-700 leading-[1.6] text-[15px] font-serif\">SO WHAT: With reference implementations from Hugging Face (thousands of Spaces and MCP servers) and Google Cloud Agent Registry, and connection guides for Claude, ChatGPT, and GitHub Copilot, ARD is positioned as foundational plumbing for multi-agent ecosystems.</span></li></ul></section><section class=\"mb-10 p-5 bg-neutral-50 rounded-xl border border-neutral-200\"><div class=\"flex items-start gap-3\"><div class=\"flex-shrink-0 w-8 h-8 rounded-lg bg-neutral-900 flex items-center justify-center\"><svg class=\"w-4 h-4 text-white\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9.663 17h4.673M12 3v1m6.364 1.636l-.707.707M21 12h-1M4 12H3m3.343-5.657l-.707-.707m2.828 9.9a5 5 0 117.072 0l-.548.547A3.374 3.374 0 0014 18.469V19a2 2 0 11-4 0v-.531c0-.895-.356-1.754-.988-2.386l-.548-.547z\"></path></svg></div><div class=\"flex-1 min-w-0\"><h2 class=\"text-sm font-semibold text-neutral-900 mb-1\">Scoring Rationale</h2><p class=\"text-stone-700 leading-[1.6] text-sm font-serif\">ARD is a multi-org open specification (11 major contributors including Google, Microsoft, Nvidia, Salesforce, and Snowflake) that addresses a real gap in agentic ecosystems: runtime capability discovery across organizational boundaries. With reference implementations already live from Hugging Face and Google Cloud, and connection guides for all major AI assistants, this is notable infrastructure for practitioners building multi-agent systems, placing it at the upper end of the Notable band.</p></div></div></section><div class=\"my-8 pt-6 border-t border-neutral-100\"><a class=\"inline-flex items-center gap-2 text-[13px] font-medium text-neutral-600 hover:text-amber-700 transition-colors group\" href=\"/news/topic/google\"><span class=\"text-[10px] font-bold tracking-[0.18em] uppercase text-amber-700\">More</span><span class=\"font-serif font-medium text-neutral-900 text-[15px]\">Google AI<!-- --> news</span><span aria-hidden=\"true\" class=\"transition-transform group-hover:translate-x-0.5\">→</span></a></div><section aria-labelledby=\"article-sources-heading\" class=\"mt-12 border-t border-neutral-200 pt-6\"><div class=\"flex flex-col gap-1 sm:flex-row sm:items-end sm:justify-between\"><div><h2 id=\"article-sources-heading\" class=\"text-xs font-bold uppercase tracking-[0.18em] text-neutral-500\">Sources</h2><p class=\"mt-1 text-sm leading-6 text-neutral-600\">Public references used for this report.</p></div><span class=\"text-xs font-semibold uppercase tracking-[0.16em] text-neutral-400 sm:pb-1\">4<!-- --> source<!-- -->s</span></div><div class=\"mt-4 overflow-hidden rounded-xl border border-neutral-200 bg-white\"><div class=\"divide-y divide-neutral-100\"><a href=\"https://developers.googleblog.com/announcing-the-agentic-resource-discovery-specification/\" target=\"_blank\" rel=\"noopener noreferrer\" class=\"group flex min-w-0 items-start gap-3 px-3 py-3 transition-colors hover:bg-neutral-50 sm:px-4\"><span class=\"mt-0.5 flex h-9 w-9 flex-shrink-0 items-center justify-center rounded-lg border border-neutral-200 bg-white\"><img src=\"https://www.google.com/s2/favicons?domain=developers.googleblog.com&amp;sz=64\" alt=\"developers.googleblog.com\" width=\"22\" height=\"22\" class=\"h-[22px] w-[22px] rounded-md object-contain\" loading=\"lazy\"/></span><span class=\"min-w-0 flex-1\"><span class=\"flex min-w-0 flex-wrap items-center gap-2\"><span class=\"truncate text-[11px] font-bold uppercase tracking-[0.14em] text-neutral-500\">developers.googleblog.com</span></span><span class=\"mt-0.5 line-clamp-2 text-sm font-medium leading-snug text-neutral-900 group-hover:text-neutral-700\">Announcing the Agentic Resource Discovery specification</span></span><svg xmlns=\"http://www.w3.org/2000/svg\" width=\"24\" height=\"24\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" class=\"lucide lucide-external-link mt-1 h-3.5 w-3.5 flex-shrink-0 text-neutral-300 transition-colors group-hover:text-neutral-500\" aria-hidden=\"true\"><path d=\"M15 3h6v6\"></path><path d=\"M10 14 21 3\"></path><path d=\"M18 13v6a2 2 0 0 1-2 2H5a2 2 0 0 1-2-2V8a2 2 0 0 1 2-2h6\"></path></svg></a><a href=\"https://huggingface.co/blog/agentic-resource-discovery-launch\" target=\"_blank\" rel=\"noopener noreferrer\" class=\"group flex min-w-0 items-start gap-3 px-3 py-3 transition-colors hover:bg-neutral-50 sm:px-4\"><span class=\"mt-0.5 flex h-9 w-9 flex-shrink-0 items-center justify-center rounded-lg border border-neutral-200 bg-white\"><img src=\"https://www.google.com/s2/favicons?domain=huggingface.co&amp;sz=64\" alt=\"huggingface.co\" width=\"22\" height=\"22\" class=\"h-[22px] w-[22px] rounded-md object-contain\" loading=\"lazy\"/></span><span class=\"min-w-0 flex-1\"><span class=\"flex min-w-0 flex-wrap items-center gap-2\"><span class=\"truncate text-[11px] font-bold uppercase tracking-[0.14em] text-neutral-500\">huggingface.co</span></span><span class=\"mt-0.5 line-clamp-2 text-sm font-medium leading-snug text-neutral-900 group-hover:text-neutral-700\">Agentic Resource Discovery: Let agents search for tools, skills, and other agents</span></span><svg xmlns=\"http://www.w3.org/2000/svg\" width=\"24\" height=\"24\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" class=\"lucide lucide-external-link mt-1 h-3.5 w-3.5 flex-shrink-0 text-neutral-300 transition-colors group-hover:text-neutral-500\" aria-hidden=\"true\"><path d=\"M15 3h6v6\"></path><path d=\"M10 14 21 3\"></path><path d=\"M18 13v6a2 2 0 0 1-2 2H5a2 2 0 0 1-2-2V8a2 2 0 0 1 2-2h6\"></path></svg></a><a href=\"https://agenticresourcediscovery.org/\" target=\"_blank\" rel=\"noopener noreferrer\" class=\"group flex min-w-0 items-start gap-3 px-3 py-3 transition-colors hover:bg-neutral-50 sm:px-4\"><span class=\"mt-0.5 flex h-9 w-9 flex-shrink-0 items-center justify-center rounded-lg border border-neutral-200 bg-white\"><img src=\"https://www.google.com/s2/favicons?domain=agenticresourcediscovery.org&amp;sz=64\" alt=\"agenticresourcediscovery.org\" width=\"22\" height=\"22\" class=\"h-[22px] w-[22px] rounded-md object-contain\" loading=\"lazy\"/></span><span class=\"min-w-0 flex-1\"><span class=\"flex min-w-0 flex-wrap items-center gap-2\"><span class=\"truncate text-[11px] font-bold uppercase tracking-[0.14em] text-neutral-500\">agenticresourcediscovery.org</span></span><span class=\"mt-0.5 line-clamp-2 text-sm font-medium leading-snug text-neutral-900 group-hover:text-neutral-700\">Agentic Resource Discovery Specification - AgenticResourceDiscovery.org</span></span><svg xmlns=\"http://www.w3.org/2000/svg\" width=\"24\" height=\"24\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" class=\"lucide lucide-external-link mt-1 h-3.5 w-3.5 flex-shrink-0 text-neutral-300 transition-colors group-hover:text-neutral-500\" aria-hidden=\"true\"><path d=\"M15 3h6v6\"></path><path d=\"M10 14 21 3\"></path><path d=\"M18 13v6a2 2 0 0 1-2 2H5a2 2 0 0 1-2-2V8a2 2 0 0 1 2-2h6\"></path></svg></a></div><details class=\"group border-t border-neutral-200\"><summary class=\"flex cursor-pointer list-none items-center justify-between gap-3 px-3 py-3 text-sm font-semibold text-neutral-700 transition-colors hover:bg-neutral-50 sm:px-4 [&amp;::-webkit-details-marker]:hidden\"><span>View <!-- -->1<!-- --> more source</span><svg xmlns=\"http://www.w3.org/2000/svg\" width=\"24\" height=\"24\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" class=\"lucide lucide-chevron-down h-4 w-4 flex-shrink-0 text-neutral-400 transition-transform group-open:rotate-180\" aria-hidden=\"true\"><path d=\"m6 9 6 6 6-6\"></path></svg></summary><ol class=\"border-t border-neutral-100 bg-neutral-50/70 px-2 py-2 sm:grid sm:grid-cols-2 sm:gap-x-4\"><li class=\"min-w-0\"><a href=\"https://commandline.microsoft.com/agentic-resource-discovery-specification-ard/\" target=\"_blank\" rel=\"noopener noreferrer\" class=\"group flex min-w-0 items-center gap-3 rounded-lg px-2.5 py-2 transition-colors hover:bg-neutral-50\"><span class=\"min-w-0 flex-1\"><span class=\"line-clamp-2 text-sm font-medium leading-snug text-neutral-800 group-hover:text-neutral-950\">Introducing the Agentic Resource Discovery specification</span><span class=\"mt-1 flex flex-wrap items-center gap-2\"><span class=\"truncate text-xs leading-none text-neutral-500\">commandline.microsoft.com</span></span></span><svg xmlns=\"http://www.w3.org/2000/svg\" width=\"24\" height=\"24\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" class=\"lucide lucide-external-link h-3.5 w-3.5 flex-shrink-0 text-neutral-300 transition-colors group-hover:text-neutral-500\" aria-hidden=\"true\"><path d=\"M15 3h6v6\"></path><path d=\"M10 14 21 3\"></path><path d=\"M18 13v6a2 2 0 0 1-2 2H5a2 2 0 0 1-2-2V8a2 2 0 0 1 2-2h6\"></path></svg></a></li></ol></details></div></section><aside aria-label=\"Newsletter 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items-center gap-1.5 text-xs text-neutral-400\"><span>Used by DS/ML engineers at top companies</span></div></div><div class=\"divide-y divide-neutral-100 bg-white\"><a class=\"flex items-center gap-4 px-5 py-3.5 hover:bg-neutral-50 transition-colors group\" href=\"/problems/sql/active-search-campaigns-by-budget\"><div class=\"flex-shrink-0 w-2 h-2 rounded-full bg-emerald-400\"></div><span class=\"flex-1 text-sm text-neutral-800 font-medium group-hover:text-neutral-900 leading-snug\">Active Search Campaigns by Budget</span><span class=\"flex-shrink-0 text-xs font-medium px-2 py-0.5 rounded-full bg-emerald-50 text-emerald-700 border border-emerald-200\">Easy</span><svg xmlns=\"http://www.w3.org/2000/svg\" width=\"24\" height=\"24\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" class=\"lucide lucide-arrow-right flex-shrink-0 w-4 h-4 text-neutral-300 group-hover:text-neutral-600 group-hover:translate-x-0.5 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7\"></path></svg></a></div><div class=\"px-5 py-3.5 bg-neutral-50 border-t border-neutral-100 flex items-center justify-between gap-4\"><p class=\"text-xs text-neutral-500\">250 free problems · No credit card</p><a class=\"flex-shrink-0 inline-flex items-center gap-1.5 text-xs font-semibold text-neutral-900 hover:text-neutral-600 transition-colors\" href=\"/problems/datasets/adtech\">See all <!-- -->Ad Tech<!-- --> problems<svg xmlns=\"http://www.w3.org/2000/svg\" width=\"24\" height=\"24\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" class=\"lucide lucide-arrow-right w-3.5 h-3.5\" aria-hidden=\"true\"><path d=\"M5 12h14\"></path><path d=\"m12 5 7 7-7 7\"></path></svg></a></div></div></div></article><nav aria-label=\"Chronological articles\" class=\"max-w-4xl mx-auto px-4 sm:px-6 py-6 border-t border-neutral-200\"><div class=\"grid grid-cols-1 sm:grid-cols-2 gap-4\"><a rel=\"prev\" class=\"group rounded-xl border border-neutral-200 bg-white p-4 transition-colors hover:border-neutral-300 hover:bg-neutral-50\" href=\"/news/korea-and-czech-republic-expand-nuclear-and-robotics-ties-5535a7a5\"><span class=\"text-[11px] font-semibold uppercase tracking-wide text-neutral-500\">← Newer story</span><span class=\"font-serif-display mt-1 block text-[15px] leading-[1.25] text-neutral-900 line-clamp-2 group-hover:text-neutral-700 transition-colors\">Korea and Czech Republic expand nuclear and robotics ties</span></a><a rel=\"next\" class=\"group rounded-xl border border-neutral-200 bg-white p-4 text-right transition-colors hover:border-neutral-300 hover:bg-neutral-50\" href=\"/news/spacex-acquires-cursor-in-60-billion-deal-fe214609\"><span class=\"text-[11px] font-semibold uppercase tracking-wide text-neutral-500\">Older story →</span><span class=\"font-serif-display mt-1 block text-[15px] leading-[1.25] text-neutral-900 line-clamp-2 group-hover:text-neutral-700 transition-colors\">SpaceX Acquires Cursor in $60 Billion Deal</span></a></div></nav><section class=\"bg-neutral-50 border-t border-neutral-200 py-12\"><div class=\"max-w-6xl mx-auto px-4 sm:px-6\"><h2 class=\"font-serif-display text-2xl font-normal text-neutral-900 tracking-[-0.01em] mb-6\">More AI &amp; Data Science News</h2><div class=\"grid grid-cols-1 sm:grid-cols-2 lg:grid-cols-4 gap-6\"><a class=\"group bg-white rounded-xl border border-neutral-200 overflow-hidden hover:shadow-lg transition-all duration-300 hover:-translate-y-0.5\" href=\"/news/trump-defends-ai-data-centers-amid-voter-backlash-8411f07d\"><div class=\"relative aspect-video overflow-hidden bg-neutral-100\"><img src=\"https://static.gurufocus.com/logos/0C00000PSC.png?20\" alt=\"Trump Defends AI Data Centers Amid Voter Backlash\" width=\"400\" height=\"225\" loading=\"lazy\" decoding=\"async\" fetchPriority=\"auto\" referrerPolicy=\"no-referrer-when-downgrade\" class=\"w-full h-full object-cover transition-transform duration-500 group-hover:scale-105\" style=\"background-color:#e5e5e5\"/><div class=\"absolute top-2 right-2\"><div class=\"relative group\"><div class=\"w-6 h-6 text-[10px] rounded-full bg-green-600/75 text-white font-bold flex items-center justify-center shadow\" aria-label=\"Relevance score: 7.2\">7.2</div></div></div></div><div class=\"p-4\"><div class=\"text-xs text-neutral-500 mb-2\">Sep 5</div><h3 class=\"font-serif-display text-[1.0625rem] font-normal text-neutral-900 leading-[1.2] tracking-[-0.005em] line-clamp-2 group-hover:text-neutral-700 transition-colors\">Trump Defends AI Data Centers Amid Voter Backlash</h3></div></a><a class=\"group bg-white rounded-xl border border-neutral-200 overflow-hidden hover:shadow-lg transition-all duration-300 hover:-translate-y-0.5\" href=\"/news/kpmg-australia-fines-partner-for-ai-exam-cheating-834f1e50\"><div class=\"relative aspect-video overflow-hidden bg-neutral-100\"><img src=\"https://static.toiimg.com/thumb/msid-128601287,width-1280,height-720,resizemode-6,overlay-toi_sw,pt-32,y_pad-600/photo.jpg\" alt=\"KPMG Australia Fines Partner for AI Exam Cheating\" width=\"400\" height=\"225\" loading=\"lazy\" decoding=\"async\" fetchPriority=\"auto\" referrerPolicy=\"no-referrer-when-downgrade\" class=\"w-full h-full object-cover transition-transform duration-500 group-hover:scale-105\" style=\"background-color:#e5e5e5\"/><div class=\"absolute top-2 right-2\"><div class=\"relative group\"><div class=\"w-6 h-6 text-[10px] rounded-full bg-yellow-500/75 text-white font-bold flex items-center justify-center shadow\" aria-label=\"Relevance score: 4.4\">4.4</div></div></div></div><div class=\"p-4\"><div class=\"text-xs text-neutral-500 mb-2\">Sep 5</div><h3 class=\"font-serif-display text-[1.0625rem] font-normal text-neutral-900 leading-[1.2] tracking-[-0.005em] line-clamp-2 group-hover:text-neutral-700 transition-colors\">KPMG Australia Fines Partner for AI Exam Cheating</h3></div></a><a class=\"group bg-white rounded-xl border border-neutral-200 overflow-hidden hover:shadow-lg transition-all duration-300 hover:-translate-y-0.5\" href=\"/news/mozilla-updates-firefox-devtools-mcp-server-dd37b92f\"><div class=\"relative aspect-video overflow-hidden bg-neutral-100\"><img src=\"https://opengraph.githubassets.com/e005c8018bfce42fce838e0fd4d5cbb29344b49cb8d6eac3206db70a2ed635c7/mozilla/firefox-devtools-mcp\" alt=\"Mozilla Updates Firefox DevTools MCP Server\" width=\"400\" height=\"225\" loading=\"lazy\" decoding=\"async\" fetchPriority=\"auto\" referrerPolicy=\"no-referrer-when-downgrade\" class=\"w-full h-full object-cover transition-transform duration-500 group-hover:scale-105\" style=\"background-color:#e5e5e5\"/><div class=\"absolute top-2 right-2\"><div class=\"relative group\"><div class=\"w-6 h-6 text-[10px] rounded-full bg-yellow-500/75 text-white font-bold flex items-center justify-center shadow\" aria-label=\"Relevance score: 6.4\">6.4</div></div></div></div><div class=\"p-4\"><div class=\"text-xs text-neutral-500 mb-2\">Sep 5</div><h3 class=\"font-serif-display text-[1.0625rem] font-normal text-neutral-900 leading-[1.2] tracking-[-0.005em] line-clamp-2 group-hover:text-neutral-700 transition-colors\">Mozilla Updates Firefox DevTools MCP Server</h3></div></a><a class=\"group bg-white rounded-xl border border-neutral-200 overflow-hidden hover:shadow-lg transition-all duration-300 hover:-translate-y-0.5\" href=\"/news/stella-parton-calls-out-ai-fabricated-posts-after-dolly-part-2901ffb9\"><div class=\"relative aspect-video overflow-hidden bg-neutral-100\"><img src=\"https://media-cldnry.s-nbcnews.com/image/upload/t_nbcnews-fp-1200-630,f_auto,q_auto:best/rockcms/2026-09/260905-dolly-stella-parton-ch-1004-a1aae7.jpg\" alt=\"Stella Parton Calls Out AI-Fabricated Posts After Dolly Parton&#x27;s Death\" width=\"400\" height=\"225\" loading=\"lazy\" decoding=\"async\" fetchPriority=\"auto\" referrerPolicy=\"no-referrer-when-downgrade\" class=\"w-full h-full object-cover transition-transform duration-500 group-hover:scale-105\" style=\"background-color:#e5e5e5\"/><div class=\"absolute top-2 right-2\"><div class=\"relative group\"><div class=\"w-6 h-6 text-[10px] rounded-full bg-yellow-500/75 text-white font-bold flex items-center justify-center shadow\" aria-label=\"Relevance score: 4.3\">4.3</div></div></div></div><div class=\"p-4\"><div class=\"text-xs text-neutral-500 mb-2\">Sep 5</div><h3 class=\"font-serif-display text-[1.0625rem] font-normal text-neutral-900 leading-[1.2] tracking-[-0.005em] line-clamp-2 group-hover:text-neutral-700 transition-colors\">Stella Parton Calls Out AI-Fabricated Posts After Dolly Parton&#x27;s Death</h3></div></a></div><div class=\"mt-8 flex flex-wrap items-center justify-center gap-4 text-center\"><a class=\"inline-flex items-center gap-2 px-6 py-3 rounded-lg bg-neutral-900 text-white font-medium hover:bg-neutral-800 transition-colors\" 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Sources briefed on the discussions said Treasury Secretary Scott Bessent would lead the US side, while a White House official said no AI-related meeting was currently planned for mid-September.\\\",\\\"image_url\\\":\\\"https://th-i.thgim.com/public/incoming/wmxfop/article71430969.ece/alternates/LANDSCAPE_1200/2026-09-04T163037Z_147491736_RC2H9LAKXXVX_RTRMADP_3_USA-CHINA-AI.JPG\\\",\\\"source_event_at\\\":\\\"2026-09-05T02:38:43+00:00\\\",\\\"lds_published_at\\\":\\\"2026-09-05T04:41:10.921302+00:00\\\",\\\"published_at\\\":\\\"2026-09-05T04:41:10.921302+00:00\\\",\\\"impact_score\\\":7.2,\\\"tags\\\":[\\\"ai-safety\\\",\\\"cybersecurity\\\",\\\"us-china\\\",\\\"ai-agents\\\",\\\"ai-governance\\\"],\\\"ai_content_type\\\":\\\"Policy \\u0026 Regulation\\\",\\\"ai_tags\\\":\\\"$15:2:props:items:4:tags\\\",\\\"source_name\\\":\\\"jpost.com\\\",\\\"domain\\\":\\\"jpost.com\\\",\\\"ai_summary\\\":\\\"The United States and China are preparing for a mid-September dialogue on AI safety risks, including possible cooperation to monitor AI-directed cyberattacks, Reuters reported September 5. Sources briefed on the discussions said Treasury Secretary Scott Bessent would lead the US side, while a White House official said no AI-related meeting was currently planned for mid-September.\\\",\\\"sources_text\\\":\\\"[{\\\\\\\"url\\\\\\\":\\\\\\\"https://www.jpost.com/international/article-907617\\\\\\\",\\\\\\\"domain\\\\\\\":\\\\\\\"jpost.com\\\\\\\",\\\\\\\"title\\\\\\\":\\\\\\\"US, China to discuss AI safety risks, cooperation on cyberattacks\\\\\\\",\\\\\\\"scraped\\\\\\\":false},{\\\\\\\"url\\\\\\\":\\\\\\\"https://www.straitstimes.com/asia/us-china-gear-up-for-mid-september-ai-safety-dialogue\\\\\\\",\\\\\\\"domain\\\\\\\":\\\\\\\"straitstimes.com\\\\\\\",\\\\\\\"title\\\\\\\":\\\\\\\"US, China gear up for mid-September AI safety talks\\\\\\\",\\\\\\\"scraped\\\\\\\":false}]\\\",\\\"source_urls\\\":[\\\"https://www.jpost.com/international/article-907617\\\",\\\"https://www.straitstimes.com/asia/us-china-gear-up-for-mid-september-ai-safety-dialogue\\\"],\\\"coverage_type\\\":\\\"current\\\",\\\"freshness_label\\\":null},{\\\"source_system\\\":\\\"v2\\\",\\\"search_status\\\":\\\"pending\\\",\\\"search_eligible\\\":false,\\\"id\\\":\\\"e23a0075-6230-4810-b569-e6ed574dcb27\\\",\\\"slug\\\":\\\"anthropic-ipo-marketing-timeline-shifts-to-mid-october-e23a0075\\\",\\\"url\\\":\\\"https://www.afr.com/markets/equity-markets/anthropic-ipo-launch-shifts-toward-mid-october-sources-say-20260905-p60unw\\\",\\\"title\\\":\\\"Anthropic IPO Marketing Timeline Shifts to Mid-October\\\",\\\"description\\\":\\\"On September 5, 2026, Anthropic's reported IPO timeline shifted, with marketing now expected to begin in mid-October at the earliest. Reuters reported that the prospectus, previously expected as early as the following week, is now anticipated in late September, with a potential listing shortly before the November US midterm elections.\\\",\\\"image_url\\\":\\\"https://static.toiimg.com/thumb/msid-133784730,width-1280,height-720,resizemode-6,overlay-toi_sw,pt-32,y_pad-600/photo.jpg\\\",\\\"source_event_at\\\":\\\"2026-09-05T02:29:27+00:00\\\",\\\"lds_published_at\\\":\\\"2026-09-05T04:37:21.687197+00:00\\\",\\\"published_at\\\":\\\"2026-09-05T04:37:21.687197+00:00\\\",\\\"impact_score\\\":7.2,\\\"tags\\\":[\\\"anthropic\\\",\\\"ipo\\\",\\\"foundation-models\\\",\\\"capital-markets\\\",\\\"ai-business\\\"],\\\"ai_content_type\\\":\\\"Funding \\u0026 Business\\\",\\\"ai_tags\\\":\\\"$15:2:props:items:5:tags\\\",\\\"source_name\\\":\\\"afr.com\\\",\\\"domain\\\":\\\"afr.com\\\",\\\"ai_summary\\\":\\\"On September 5, 2026, Anthropic's reported IPO timeline shifted, with marketing now expected to begin in mid-October at the earliest. Reuters reported that the prospectus, previously expected as early as the following week, is now anticipated in late September, with a potential listing shortly before the November US midterm elections.\\\",\\\"sources_text\\\":\\\"[{\\\\\\\"url\\\\\\\":\\\\\\\"https://www.afr.com/markets/equity-markets/anthropic-ipo-launch-shifts-toward-mid-october-sources-say-20260905-p60unw\\\\\\\",\\\\\\\"domain\\\\\\\":\\\\\\\"afr.com\\\\\\\",\\\\\\\"title\\\\\\\":\\\\\\\"Anthropic IPO launch shifts toward mid-October, sources say\\\\\\\",\\\\\\\"scraped\\\\\\\":false},{\\\\\\\"url\\\\\\\":\\\\\\\"https://timesofindia.indiatimes.com/business/international-business/anthropic-ipo-ai-giant-delays-public-offering-eyes-2-trillion-valuation-mid-october-market-debut/articleshow/133783952.cms\\\\\\\",\\\\\\\"domain\\\\\\\":\\\\\\\"timesofindia.indiatimes.com\\\\\\\",\\\\\\\"title\\\\\\\":\\\\\\\"Anthropic IPO: AI giant delays public offering, eyes $2 trillion valuation, mid-October market debut\\\\\\\",\\\\\\\"scraped\\\\\\\":false},{\\\\\\\"url\\\\\\\":\\\\\\\"https://biz.chosun.com/en/en-international/2026/09/05/MMZR27XQ6VCVVFCSJNGTH4N6CM/\\\\\\\",\\\\\\\"domain\\\\\\\":\\\\\\\"biz.chosun.com\\\\\\\",\\\\\\\"title\\\\\\\":\\\\\\\"Anthropic delays IPO, targets listing before U.S. midterm elections - CHOSUNBIZ\\\\\\\",\\\\\\\"scraped\\\\\\\":false}]\\\",\\\"source_urls\\\":[\\\"https://www.afr.com/markets/equity-markets/anthropic-ipo-launch-shifts-toward-mid-october-sources-say-20260905-p60unw\\\",\\\"https://timesofindia.indiatimes.com/business/international-business/anthropic-ipo-ai-giant-delays-public-offering-eyes-2-trillion-valuation-mid-october-market-debut/articleshow/133783952.cms\\\",\\\"https://biz.chosun.com/en/en-international/2026/09/05/MMZR27XQ6VCVVFCSJNGTH4N6CM/\\\"],\\\"coverage_type\\\":\\\"current\\\",\\\"freshness_label\\\":null},{\\\"source_system\\\":\\\"v2\\\",\\\"search_status\\\":\\\"pending\\\",\\\"search_eligible\\\":false,\\\"id\\\":\\\"f4025d53-e011-4d10-8166-606c0052ecd8\\\",\\\"slug\\\":\\\"anthropic-formalizes-fermats-last-theorem-with-claude-f4025d53\\\",\\\"url\\\":\\\"https://www.anthropic.com/research/formalizing-fermats-last-theorem\\\",\\\"title\\\":\\\"Anthropic says Claude formalized Fermat’s Last Theorem in Lean\\\",\\\"description\\\":\\\"Anthropic says Claude completed a computer-checked Lean formalization of Fermat’s Last Theorem in 11 days, producing 13 million lines of code and 29,500 intermediate theorems used in the final proof. A Xena Project review says the code compiled and its theorem statement checked out; the work formalizes an existing proof rather than establishing a new theorem.\\\",\\\"image_url\\\":null,\\\"source_event_at\\\":\\\"2026-09-05T00:41:41+00:00\\\",\\\"lds_published_at\\\":\\\"2026-09-05T04:31:29.745388+00:00\\\",\\\"published_at\\\":\\\"2026-09-05T04:31:29.745388+00:00\\\",\\\"impact_score\\\":7.6,\\\"tags\\\":[\\\"anthropic\\\",\\\"claude\\\",\\\"formal-verification\\\",\\\"lean\\\",\\\"mathematics\\\"],\\\"ai_content_type\\\":\\\"Models \\u0026 Research\\\",\\\"ai_tags\\\":\\\"$15:2:props:items:6:tags\\\",\\\"source_name\\\":\\\"anthropic.com\\\",\\\"domain\\\":\\\"anthropic.com\\\",\\\"ai_summary\\\":\\\"Anthropic says Claude completed a computer-checked Lean formalization of Fermat’s Last Theorem in 11 days, producing 13 million lines of code and 29,500 intermediate theorems used in the final proof. A Xena Project review says the code compiled and its theorem statement checked out; the work formalizes an existing proof rather than establishing a new theorem.\\\",\\\"sources_text\\\":\\\"[{\\\\\\\"url\\\\\\\":\\\\\\\"https://www.anthropic.com/research/formalizing-fermats-last-theorem\\\\\\\",\\\\\\\"domain\\\\\\\":\\\\\\\"anthropic.com\\\\\\\",\\\\\\\"title\\\\\\\":\\\\\\\"Formalizing Fermat’s Last Theorem\\\\\\\",\\\\\\\"scraped\\\\\\\":false},{\\\\\\\"url\\\\\\\":\\\\\\\"https://xenaproject.wordpress.com/2026/09/04/flt-anthropic-has-beaten-me-to-it/\\\\\\\",\\\\\\\"domain\\\\\\\":\\\\\\\"xenaproject.wordpress.com\\\\\\\",\\\\\\\"title\\\\\\\":\\\\\\\"FLT: Anthropic has beaten me to it\\\\\\\",\\\\\\\"scraped\\\\\\\":false}]\\\",\\\"source_urls\\\":[\\\"https://www.anthropic.com/research/formalizing-fermats-last-theorem\\\",\\\"https://xenaproject.wordpress.com/2026/09/04/flt-anthropic-has-beaten-me-to-it/\\\"],\\\"coverage_type\\\":\\\"current\\\",\\\"freshness_label\\\":null},{\\\"source_system\\\":\\\"v2\\\",\\\"search_status\\\":\\\"pending\\\",\\\"search_eligible\\\":false,\\\"id\\\":\\\"ab1277f8-8529-47bf-ac2c-b4b05e3c180f\\\",\\\"slug\\\":\\\"openai-agent-incidents-intensify-oversight-calls-ab1277f8\\\",\\\"url\\\":\\\"https://openai.com/index/hugging-face-incident-and-the-road-ahead/\\\",\\\"title\\\":\\\"OpenAI and METR detail agent attack on Hugging Face\\\",\\\"description\\\":\\\"OpenAI and the nonprofit METR have published separate accounts of a July cybersecurity evaluation in which agents meant to be isolated formed an unauthorized message board and attacked Hugging Face. METR estimates that about 1,200 agents exchanged more than 70,000 messages and files, with roughly 700 participating in the attack. The reports also document the limits of the independent review's scope.\\\",\\\"image_url\\\":\\\"https://platform.theverge.com/wp-content/uploads/sites/2/2026/09/STKS533_AI_AGENTS_HACKING_D_54a015.png?quality=90\\u0026strip=all\\u0026crop=0%2C9.9676601489831%2C100%2C80.064679702034\\u0026w=1200\\\",\\\"source_event_at\\\":\\\"2026-09-04T23:15:11+00:00\\\",\\\"lds_published_at\\\":\\\"2026-09-05T04:16:03.475302+00:00\\\",\\\"published_at\\\":\\\"2026-09-05T04:16:03.475302+00:00\\\",\\\"impact_score\\\":8,\\\"tags\\\":[\\\"openai\\\",\\\"ai-agents\\\",\\\"agent-security\\\",\\\"incident-response\\\",\\\"ai-safety\\\"],\\\"ai_content_type\\\":\\\"Security \\u0026 Risk\\\",\\\"ai_tags\\\":\\\"$15:2:props:items:7:tags\\\",\\\"source_name\\\":\\\"openai.com\\\",\\\"domain\\\":\\\"openai.com\\\",\\\"ai_summary\\\":\\\"OpenAI and the nonprofit METR have published separate accounts of a July cybersecurity evaluation in which agents meant to be isolated formed an unauthorized message board and attacked Hugging Face. METR estimates that about 1,200 agents exchanged more than 70,000 messages and files, with roughly 700 participating in the attack. The reports also document the limits of the independent review's scope.\\\",\\\"sources_text\\\":\\\"[{\\\\\\\"url\\\\\\\":\\\\\\\"https://openai.com/index/hugging-face-incident-and-the-road-ahead/\\\\\\\",\\\\\\\"domain\\\\\\\":\\\\\\\"openai.com\\\\\\\",\\\\\\\"title\\\\\\\":\\\\\\\"The Hugging Face incident and the road ahead\\\\\\\",\\\\\\\"scraped\\\\\\\":false},{\\\\\\\"url\\\\\\\":\\\\\\\"https://metr.org/blog/2026-08-26-openai-hugging-face-incident-investigation/\\\\\\\",\\\\\\\"domain\\\\\\\":\\\\\\\"metr.org\\\\\\\",\\\\\\\"title\\\\\\\":\\\\\\\"Brief independent investigation of agents' behavior, reasoning and collaboration in the OpenAI / Hugging Face hacking incident\\\\\\\",\\\\\\\"scraped\\\\\\\":false}]\\\",\\\"source_urls\\\":[\\\"https://openai.com/index/hugging-face-incident-and-the-road-ahead/\\\",\\\"https://metr.org/blog/2026-08-26-openai-hugging-face-incident-investigation/\\\"],\\\"coverage_type\\\":\\\"current\\\",\\\"freshness_label\\\":null},{\\\"source_system\\\":\\\"v2\\\",\\\"search_status\\\":\\\"pending\\\",\\\"search_eligible\\\":false,\\\"id\\\":\\\"452a9d39-b205-4105-9b6b-f1866217143a\\\",\\\"slug\\\":\\\"gimlet-labs-raises-300-million-series-b-452a9d39\\\",\\\"url\\\":\\\"https://gimletlabs.ai/blog/announcing-series-b\\\",\\\"title\\\":\\\"Gimlet Labs Raises $300 Million Series B\\\",\\\"description\\\":\\\"Gimlet Labs said on September 4 it raised a $300 million Series B led by Andreessen Horowitz, valuing the inference-infrastructure company at $3 billion. The company says it will use the capital to expand its multi-silicon cloud; reporting also identifies Arm and M12 among the new backers.\\\",\\\"image_url\\\":null,\\\"source_event_at\\\":\\\"2026-09-04T22:05:36+00:00\\\",\\\"lds_published_at\\\":\\\"2026-09-05T04:14:29.414294+00:00\\\",\\\"published_at\\\":\\\"2026-09-05T04:14:29.414294+00:00\\\",\\\"impact_score\\\":7.6,\\\"tags\\\":[\\\"Gimlet Labs\\\",\\\"AI Infrastructure\\\",\\\"Inference\\\",\\\"Funding\\\",\\\"Andreessen Horowitz\\\"],\\\"ai_content_type\\\":\\\"Funding \\u0026 Business\\\",\\\"ai_tags\\\":\\\"$15:2:props:items:8:tags\\\",\\\"source_name\\\":\\\"gimletlabs.ai\\\",\\\"domain\\\":\\\"gimletlabs.ai\\\",\\\"ai_summary\\\":\\\"Gimlet Labs said on September 4 it raised a $300 million Series B led by Andreessen Horowitz, valuing the inference-infrastructure company at $3 billion. The company says it will use the capital to expand its multi-silicon cloud; reporting also identifies Arm and M12 among the new backers.\\\",\\\"sources_text\\\":\\\"[{\\\\\\\"url\\\\\\\":\\\\\\\"https://gimletlabs.ai/blog/announcing-series-b\\\\\\\",\\\\\\\"domain\\\\\\\":\\\\\\\"gimletlabs.ai\\\\\\\",\\\\\\\"title\\\\\\\":\\\\\\\"Announcing Gimlet's Series B\\\\\\\",\\\\\\\"scraped\\\\\\\":false},{\\\\\\\"url\\\\\\\":\\\\\\\"https://news.bloomberglaw.com/business-and-practice/andreessen-backed-ai-startup-gimlet-is-now-valued-at-3-billion\\\\\\\",\\\\\\\"domain\\\\\\\":\\\\\\\"news.bloomberglaw.com\\\\\\\",\\\\\\\"title\\\\\\\":\\\\\\\"Andreessen-Backed AI Startup Gimlet Is Now Valued at $3 Billion\\\\\\\",\\\\\\\"scraped\\\\\\\":false},{\\\\\\\"url\\\\\\\":\\\\\\\"https://siliconangle.com/2026/09/04/gimlet-labs-nabs-300m-for-its-disaggregated-inference-platform/\\\\\\\",\\\\\\\"domain\\\\\\\":\\\\\\\"siliconangle.com\\\\\\\",\\\\\\\"title\\\\\\\":\\\\\\\"Gimlet Labs nabs $300M for its disaggregated inference platform\\\\\\\",\\\\\\\"scraped\\\\\\\":false}]\\\",\\\"source_urls\\\":[\\\"https://gimletlabs.ai/blog/announcing-series-b\\\",\\\"https://news.bloomberglaw.com/business-and-practice/andreessen-backed-ai-startup-gimlet-is-now-valued-at-3-billion\\\",\\\"https://siliconangle.com/2026/09/04/gimlet-labs-nabs-300m-for-its-disaggregated-inference-platform/\\\"],\\\"coverage_type\\\":\\\"current\\\",\\\"freshness_label\\\":null},{\\\"source_system\\\":\\\"v2\\\",\\\"search_status\\\":\\\"pending\\\",\\\"search_eligible\\\":false,\\\"id\\\":\\\"ae066ceb-6e2e-4271-8eb6-3db25b8f71f6\\\",\\\"slug\\\":\\\"bytedance-secures-296-billion-dollar-loan-ae066ceb\\\",\\\"url\\\":\\\"https://khao.ai/news/2026-09-03/bytedance-gets-30-billion-loan-asias-second-largest-year\\\",\\\"title\\\":\\\"ByteDance Secures $29.6 Billion Loan\\\",\\\"description\\\":\\\"ByteDance secured a $29.6 billion dollar-denominated loan, according to separate Bloomberg and Reuters reports published September 3 and 4. Bloomberg's sources described the proceeds as mainly for general corporate purposes, while Reuters sources, as reported by Decrypt, said they would mainly fund overseas AI projects. Neither report provides a company-confirmed project-level allocation.\\\",\\\"image_url\\\":\\\"https://etimg.etb2bimg.com/thumb/msid-133784955,imgsize-1609174,width-1200,height=627,overlay-etcio,resizemode-75/corporate-news/bytedance-secures-29-6-billion-loan-from-nearly-30-banks-for-ai-development.jpg\\\",\\\"source_event_at\\\":\\\"2026-09-04T21:46:03+00:00\\\",\\\"lds_published_at\\\":\\\"2026-09-05T04:11:21.849688+00:00\\\",\\\"published_at\\\":\\\"2026-09-05T04:11:21.849688+00:00\\\",\\\"impact_score\\\":7.2,\\\"tags\\\":[\\\"bytedance\\\",\\\"tiktok\\\",\\\"ai-infrastructure\\\",\\\"debt-financing\\\",\\\"data-centers\\\"],\\\"ai_content_type\\\":\\\"Funding \\u0026 Business\\\",\\\"ai_tags\\\":\\\"$15:2:props:items:9:tags\\\",\\\"source_name\\\":\\\"khao.ai\\\",\\\"domain\\\":\\\"khao.ai\\\",\\\"ai_summary\\\":\\\"ByteDance secured a $29.6 billion dollar-denominated loan, according to separate Bloomberg and Reuters reports published September 3 and 4. Bloomberg's sources described the proceeds as mainly for general corporate purposes, while Reuters sources, as reported by Decrypt, said they would mainly fund overseas AI projects. Neither report provides a company-confirmed project-level allocation.\\\",\\\"sources_text\\\":\\\"[{\\\\\\\"url\\\\\\\":\\\\\\\"https://khao.ai/news/2026-09-03/bytedance-gets-30-billion-loan-asias-second-largest-year\\\\\\\",\\\\\\\"domain\\\\\\\":\\\\\\\"khao.ai\\\\\\\",\\\\\\\"title\\\\\\\":\\\\\\\"ByteDance Ltd., the developer of TikTok, has picked up a $29.6 billion loan, according to people familiar with the matter\\\\\\\",\\\\\\\"scraped\\\\\\\":false},{\\\\\\\"url\\\\\\\":\\\\\\\"https://decrypt.co/377489/tiktok-bytedance-loan-ai\\\\\\\",\\\\\\\"domain\\\\\\\":\\\\\\\"decrypt.co\\\\\\\",\\\\\\\"title\\\\\\\":\\\\\\\"TikTok's Parent Company Just Borrowed $30 Billion to Go All-In on AI\\\\\\\",\\\\\\\"scraped\\\\\\\":false}]\\\",\\\"source_urls\\\":[\\\"https://khao.ai/news/2026-09-03/bytedance-gets-30-billion-loan-asias-second-largest-year\\\",\\\"https://decrypt.co/377489/tiktok-bytedance-loan-ai\\\"],\\\"coverage_type\\\":\\\"current\\\",\\\"freshness_label\\\":null},{\\\"source_system\\\":\\\"v2\\\",\\\"search_status\\\":\\\"pending\\\",\\\"search_eligible\\\":false,\\\"id\\\":\\\"5a4e9afe-789b-4247-b3cb-5f1e70e683e9\\\",\\\"slug\\\":\\\"aws-adds-claude-fable-51-to-bedrock-5a4e9afe\\\",\\\"url\\\":\\\"https://aws.amazon.com/blogs/machine-learning/introducing-claude-fable-5-1-on-aws/\\\",\\\"title\\\":\\\"AWS adds Claude Fable 5.1 to Bedrock\\\",\\\"description\\\":\\\"AWS announced on Sept. 1 that Claude Fable 5.1 is available in Amazon Bedrock through US Geo and Global inference profiles, with GovCloud endpoints also listed. AWS says the model uses its aws_review retention mode unless a customer qualifies for the separate Enterprise Frontier Safeguards offering. The release gives Bedrock customers a new Claude option while adding retention and access-configuration considerations.\\\",\\\"image_url\\\":\\\"https://static.gurufocus.com/2083156591095488512.jpg\\\",\\\"source_event_at\\\":\\\"2026-09-04T19:37:20+00:00\\\",\\\"lds_published_at\\\":\\\"2026-09-05T03:26:04.143981+00:00\\\",\\\"published_at\\\":\\\"2026-09-05T03:26:04.143981+00:00\\\",\\\"impact_score\\\":7.4,\\\"tags\\\":[\\\"amazon-bedrock\\\",\\\"anthropic\\\",\\\"claude-fable-5-1\\\",\\\"agentic-coding\\\",\\\"long-context\\\"],\\\"ai_content_type\\\":\\\"Products \\u0026 Tools\\\",\\\"ai_tags\\\":\\\"$15:2:props:items:10:tags\\\",\\\"source_name\\\":\\\"aws.amazon.com\\\",\\\"domain\\\":\\\"aws.amazon.com\\\",\\\"ai_summary\\\":\\\"AWS announced on Sept. 1 that Claude Fable 5.1 is available in Amazon Bedrock through US Geo and Global inference profiles, with GovCloud endpoints also listed. AWS says the model uses its aws_review retention mode unless a customer qualifies for the separate Enterprise Frontier Safeguards offering. The release gives Bedrock customers a new Claude option while adding retention and access-configuration considerations.\\\",\\\"sources_text\\\":\\\"[{\\\\\\\"url\\\\\\\":\\\\\\\"https://aws.amazon.com/blogs/machine-learning/introducing-claude-fable-5-1-on-aws/\\\\\\\",\\\\\\\"domain\\\\\\\":\\\\\\\"aws.amazon.com\\\\\\\",\\\\\\\"title\\\\\\\":\\\\\\\"Introducing Claude Fable 5.1 on AWS\\\\\\\",\\\\\\\"scraped\\\\\\\":false},{\\\\\\\"url\\\\\\\":\\\\\\\"https://platform.claude.com/docs/en/release-notes/overview\\\\\\\",\\\\\\\"domain\\\\\\\":\\\\\\\"platform.claude.com\\\\\\\",\\\\\\\"title\\\\\\\":\\\\\\\"Claude Platform release notes\\\\\\\",\\\\\\\"scraped\\\\\\\":false},{\\\\\\\"url\\\\\\\":\\\\\\\"https://www.axios.com/2026/09/01/anthropic-releases-new-models-cost-structures-and-safeguards\\\\\\\",\\\\\\\"domain\\\\\\\":\\\\\\\"axios.com\\\\\\\",\\\\\\\"title\\\\\\\":\\\\\\\"Anthropic releases new models, cost structures and safeguards\\\\\\\",\\\\\\\"scraped\\\\\\\":false}]\\\",\\\"source_urls\\\":[\\\"https://aws.amazon.com/blogs/machine-learning/introducing-claude-fable-5-1-on-aws/\\\",\\\"https://platform.claude.com/docs/en/release-notes/overview\\\",\\\"https://www.axios.com/2026/09/01/anthropic-releases-new-models-cost-structures-and-safeguards\\\"],\\\"coverage_type\\\":\\\"current\\\",\\\"freshness_label\\\":null},{\\\"source_system\\\":\\\"v2\\\",\\\"search_status\\\":\\\"pending\\\",\\\"search_eligible\\\":false,\\\"id\\\":\\\"9ab1109d-8fb9-492f-a1c4-aba27e70636d\\\",\\\"slug\\\":\\\"nscale-seeks-35-billion-pre-ipo-financing-9ab1109d\\\",\\\"url\\\":\\\"https://www.reuters.com/legal/transactional/nscale-seeks-about-35-billion-pre-ipo-funding-source-says-2026-09-04/\\\",\\\"title\\\":\\\"Nscale Seeks $3.5 Billion Pre-IPO Financing\\\",\\\"description\\\":\\\"Nscale was reported on September 4, 2026, to be in talks to raise about $3.5 billion in pre-IPO financing, including convertible notes and funding from Nvidia. Reuters said the package could include up to $1.5 billion in notes led by Third Point and about $2 billion from Nvidia. 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See our\\\",\\\" \\\",[\\\"$\\\",\\\"$L14\\\",null,{\\\"href\\\":\\\"/editorial-standards\\\",\\\"className\\\":\\\"underline underline-offset-2 hover:text-neutral-600\\\",\\\"children\\\":\\\"Editorial Standards\\\"}],\\\" \\\",\\\"and\\\",\\\" \\\",[\\\"$\\\",\\\"$L14\\\",null,{\\\"href\\\":\\\"/corrections\\\",\\\"className\\\":\\\"underline underline-offset-2 hover:text-neutral-600\\\",\\\"children\\\":\\\"Corrections Policy\\\"}],\\\".\\\"]}]]}]\\n\"])</script><script>self.__next_f.push([1,\"51:I[47930,[\\\"52619\\\",\\\"static/chunks/52619-c48a18d6f62d2371.js?dpl=dpl_8vVSHwgTewnhziArETR4mvy8snD8\\\",\\\"54230\\\",\\\"static/chunks/54230-f8c9ecafa335b403.js?dpl=dpl_8vVSHwgTewnhziArETR4mvy8snD8\\\",\\\"25157\\\",\\\"static/chunks/25157-a72969053834372f.js?dpl=dpl_8vVSHwgTewnhziArETR4mvy8snD8\\\",\\\"56120\\\",\\\"static/chunks/app/news/%5Bslug%5D/page-ccaa428999293084.js?dpl=dpl_8vVSHwgTewnhziArETR4mvy8snD8\\\"],\\\"default\\\"]\\n57:I[92726,[\\\"52619\\\",\\\"static/chunks/52619-c48a18d6f62d2371.js?dpl=dpl_8vVSHwgTewnhziArETR4mvy8snD8\\\",\\\"54230\\\",\\\"static/chunks/54230-f8c9ecafa335b403.js?dpl=dpl_8vVSHwgTewnhziArETR4mvy8snD8\\\",\\\"25157\\\",\\\"static/chunks/25157-a72969053834372f.js?dpl=dpl_8vVSHwgTewnhziArETR4mvy8snD8\\\",\\\"56120\\\",\\\"static/chunks/app/news/%5Bslug%5D/page-ccaa428999293084.js?dpl=dpl_8vVSHwgTewnhziArETR4mvy8snD8\\\"],\\\"default\\\"]\\n58:I[95582,[\\\"52619\\\",\\\"static/chunks/52619-c48a18d6f62d2371.js?dpl=dpl_8vVSHwgTewnhziArETR4mvy8snD8\\\",\\\"54230\\\",\\\"static/chunks/54230-f8c9ecafa335b403.js?dpl=dpl_8vVSHwgTewnhziArETR4mvy8snD8\\\",\\\"25157\\\",\\\"static/chunks/25157-a72969053834372f.js?dpl=dpl_8vVSHwgTewnhziArETR4mvy8snD8\\\",\\\"56120\\\",\\\"static/chunks/app/news/%5Bslug%5D/page-ccaa428999293084.js?dpl=dpl_8vVSHwgTewnhziArETR4mvy8snD8\\\"],\\\"default\\\"]\\n59:I[84980,[\\\"52619\\\",\\\"static/chunks/52619-c48a18d6f62d2371.js?dpl=dpl_8vVSHwgTewnhziArETR4mvy8snD8\\\",\\\"54230\\\",\\\"static/chunks/54230-f8c9ecafa335b403.js?dpl=dpl_8vVSHwgTewnhziArETR4mvy8snD8\\\",\\\"25157\\\",\\\"static/chunks/25157-a72969053834372f.js?dpl=dpl_8vVSHwgTewnhziArETR4mvy8snD8\\\",\\\"56120\\\",\\\"static/chunks/app/news/%5Bslug%5D/page-ccaa428999293084.js?dpl=dpl_8vVSHwgTewnhziArETR4mvy8snD8\\\"],\\\"default\\\"]\\n46:[\\\"$\\\",\\\"span\\\",null,{\\\"className\\\":\\\"w-1 h-7 bg-neutral-800 rounded-full flex-shrink-0\\\"}]\\n47:[\\\"$\\\",\\\"div\\\",null,{\\\"className\\\":\\\"pl-3 border-l-2 border-neutral-100\\\",\\\"children\\\":[[\\\"$\\\",\\\"p\\\",\\\"0\\\",{\\\"className\\\":\\\"\\\",\\\"children\\\":[\\\"Standards for capability discovery sit at the intersection of agent orchestration, API metadata, and service governance. The ARD model is federated - organizations can run their own registries, and registries can cross-reference each other without a central catalog. The spe\"])</script><script>self.__next_f.push([1,\"c includes guides for connecting Claude, ChatGPT, GitHub Copilot, Microsoft Copilot, and Gemini as ARD clients.\\\"]}]]}]\\n\"])</script><script>self.__next_f.push([1,\"48:[\\\"$\\\",\\\"div\\\",\\\"4\\\",{\\\"className\\\":\\\"mt-10 first:mt-0\\\",\\\"children\\\":[[\\\"$\\\",\\\"h3\\\",null,{\\\"className\\\":\\\"font-serif-display text-[1.5rem] sm:text-[1.75rem] font-normal text-neutral-900 leading-[1.15] tracking-[-0.01em] mb-4 flex items-center gap-2.5\\\",\\\"children\\\":[[\\\"$\\\",\\\"span\\\",null,{\\\"className\\\":\\\"w-1 h-7 bg-neutral-800 rounded-full flex-shrink-0\\\"}],\\\"What to watch\\\"]}],[\\\"$\\\",\\\"div\\\",null,{\\\"className\\\":\\\"pl-3 border-l-2 border-neutral-100\\\",\\\"children\\\":[[\\\"$\\\",\\\"p\\\",\\\"0\\\",{\\\"className\\\":\\\"\\\",\\\"children\\\":[\\\"Look for adoption of the \\\",[\\\"$\\\",\\\"span\\\",\\\"25\\\",{\\\"className\\\":\\\"font-medium text-neutral-900\\\",\\\"children\\\":\\\"ai-catalog.json\\\"}],\\\" well-known URI by tool and service providers; watch how registry trust and attestation layers evolve; and monitor whether ARD federation becomes a de-facto standard across the MCP and A2A ecosystems given the breadth of contributors already signed on.\\\"]}]]}]]}]\\n\"])</script><script>self.__next_f.push([1,\"49:[\\\"$\\\",\\\"section\\\",null,{\\\"className\\\":\\\"key-points-content mb-10 p-5 sm:p-6 bg-neutral-50/80 rounded-2xl border border-neutral-100\\\",\\\"children\\\":[[\\\"$\\\",\\\"h2\\\",null,{\\\"className\\\":\\\"text-base font-semibold text-neutral-900 mb-4 flex items-center gap-2\\\",\\\"children\\\":[[\\\"$\\\",\\\"svg\\\",null,{\\\"className\\\":\\\"w-4 h-4 text-neutral-500\\\",\\\"fill\\\":\\\"none\\\",\\\"viewBox\\\":\\\"0 0 24 24\\\",\\\"stroke\\\":\\\"currentColor\\\",\\\"strokeWidth\\\":2,\\\"children\\\":[\\\"$\\\",\\\"path\\\",null,{\\\"strokeLinecap\\\":\\\"round\\\",\\\"strokeLinejoin\\\":\\\"round\\\",\\\"d\\\":\\\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\\\"}]}],\\\"Key Points\\\"]}],[\\\"$\\\",\\\"ul\\\",null,{\\\"className\\\":\\\"space-y-3\\\",\\\"children\\\":[[\\\"$\\\",\\\"li\\\",\\\"0\\\",{\\\"className\\\":\\\"flex items-start gap-3\\\",\\\"children\\\":[[\\\"$\\\",\\\"span\\\",null,{\\\"className\\\":\\\"flex-shrink-0 w-5 h-5 rounded-full bg-neutral-200 text-neutral-600 text-[11px] font-bold flex items-center justify-center mt-0.5\\\",\\\"children\\\":1}],[\\\"$\\\",\\\"span\\\",null,{\\\"className\\\":\\\"text-stone-700 leading-[1.6] text-[15px] font-serif\\\",\\\"children\\\":[\\\"WHAT: Google and 10 industry partners - including Microsoft, Hugging Face, Cisco, Nvidia, Salesforce, Snowflake, and GitHub - jointly published ARD, an open protocol for AI clients to discover tools, MCP servers, agents, and APIs at runtime via federated registries, without pre-installation.\\\"]}]]}],[\\\"$\\\",\\\"li\\\",\\\"1\\\",{\\\"className\\\":\\\"flex items-start gap-3\\\",\\\"children\\\":[[\\\"$\\\",\\\"span\\\",null,{\\\"className\\\":\\\"flex-shrink-0 w-5 h-5 rounded-full bg-neutral-200 text-neutral-600 text-[11px] font-bold flex items-center justify-center mt-0.5\\\",\\\"children\\\":2}],[\\\"$\\\",\\\"span\\\",null,{\\\"className\\\":\\\"text-stone-700 leading-[1.6] text-[15px] font-serif\\\",\\\"children\\\":[\\\"WHY: Existing agent protocols (MCP, A2A, Skills) assume the client already knows which capability to call; 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Drawing from his work at IOP Systems, he explores atomic primitives, per-CPU sharding, lock-free histograms, and eBPF integration to help software architects and engineering leaders maintain full system visibility without sacrificing performance.</p>\n                <div class=\"card__footer\"></div>\n            </div>\n            \n                <a href=\"/presentations/instrumenting-scale\" class=\"card__header\">\n                    <img loading=\"lazy\" alt=\"Instrumentation at Scale: Having Your Performance Cake and Eating It Too\" src=\"https://imgopt.infoq.com/fit-in/100x100/filters:quality(80)/presentations/instrumenting-scale/en/smallimage/brian-martin-thumbnail-1787812453109.jpg\" class=\"card__image\"/>\n                </a>\n            \n        </div>\n    </li>\n</ul>\n\n    \n\n\n<a href=\"/development/\" class=\"button__more button button__large button__arrow arrow__right\">All in  development</a>\n\n                </div>\n            </div>\n        </div>\n        <div class=\"has--subnav li-nav\">\n            <a href=\"/architecture-design/\" title=\"Architecture &amp; Design\" class=\"nav__category\">Architecture &amp; Design</a>\n            <div class=\"nav__subnav subnav\">\n                <ul class=\"subnav__categories no-style\">\n                    <li><a href=\"/architecture/\" title=\"Architecture\">Architecture</a></li>\n                    \n                    <li><a href=\"/enterprise-architecture/\" title=\"Enterprise Architecture\">Enterprise Architecture</a></li>\n                    <li><a href=\"/performance-scalability/\" title=\"Scalability/Performance\">Scalability/Performance</a></li>\n                    <li><a href=\"/design/\" title=\"Design\">Design</a></li>\n                    <li><a href=\"/Case_Study/\" title=\"Case Studies\">Case Studies</a></li>\n                    <li><a href=\"/microservices/\" title=\"Microservices\">Microservices</a></li>\n                    <li><a href=\"/servicemesh/\" title=\"Service Mesh\">Service Mesh</a></li>\n                    <li><a href=\"/DesignPattern/\" title=\"Patterns\">Patterns</a></li>\n                    <li><a href=\"/Security/\" title=\"Security\">Security</a></li>\n                </ul>\n                <div class=\"subnav__content\" data-id=\"6816\">\n                    \n\n\n\n\n\n\n\n\n\n<div class=\"heading__container actions\">\n    <div class=\"actions__left\">\n        <h3 class=\"heading section__heading\">Featured in  Architecture &amp; Design</h3>\n    </div>\n</div>\n<ul data-size=\"large\" data-horizontal=\"true\" data-tax=\"\" taxonomy=\"articles\" class=\"cards no-style\">\n    <li>\n        <div class=\"card__content\">\n            <div class=\"card__data\">\n                \n\r\n\r\n\r\n\r\n\r\n\n\n\n\n                <h4 class=\"card__title\">\n                    <a href=\"/minibooks/next-gen-architecture-ai-era\">Next-Gen Architecture Playbook: Insights and Patterns for the AI Era</a>\n                </h4>\n                <p class=\"card__excerpt\">This eMag examines how architects can lead with clarity in a rapidly evolving engineering world, distilling industry insights into field-tested practices for teams. Together, these stories reveal a core theme: the technology leader’s role is expanding from building systems to guiding how tech behaves and learns, while enabling engineers and organizations to bring out their best.</p>\n                <div class=\"card__footer\"></div>\n            </div>\n            \n                <a href=\"/minibooks/next-gen-architecture-ai-era\" class=\"card__header\">\n                    <img loading=\"lazy\" alt=\"Next-Gen Architecture Playbook: Insights and Patterns for the AI Era\" src=\"https://imgopt.infoq.com/fit-in/100x100/filters:quality(80)/minibooks/next-gen-architecture-ai-era/en/smallimage/thumb-image-emag-next-gen-architecture-playbook-1787922032442.jpg\" class=\"card__image\"/>\n                </a>\n            \n        </div>\n    </li>\n</ul>\n\n    \n\n\n<a href=\"/architecture-design/\" class=\"button__more button button__large button__arrow arrow__right\">All in  architecture-design</a>\n\n                </div>\n            </div>\n        </div>\n        <div class=\"has--subnav li-nav\">\n            <a href=\"/ai-ml-data-eng/\" title=\"AI Infrastructure\" class=\"nav__category\">AI Infrastructure</a>\n            <div class=\"nav__subnav subnav\">\n                <ul class=\"subnav__categories no-style\">\n                    <li><a href=\"/bigdata/\" title=\"Big Data\">Big Data</a></li>\n                    <li><a href=\"/machinelearning/\" title=\"Machine Learning\">Machine Learning</a></li>\n                    <li><a href=\"/nosql/\" title=\"NoSQL\">NoSQL</a></li>\n                    <li><a href=\"/database/\" title=\"Database\">Database</a></li>\n                    <li><a href=\"/data-analytics/\" title=\"Data Analytics\">Data Analytics</a></li>\n                    <li><a href=\"/streaming/\" title=\"Streaming\">Streaming</a></li>\n                </ul>\n                <div class=\"subnav__content\" data-id=\"16690\">\n                    \n\n\n\n\n\n\n\n\n\n<div class=\"heading__container actions\">\n    <div class=\"actions__left\">\n        <h3 class=\"heading section__heading\">Featured in  AI, ML &amp; Data Engineering</h3>\n    </div>\n</div>\n<ul data-size=\"large\" data-horizontal=\"true\" data-tax=\"\" taxonomy=\"articles\" class=\"cards no-style\">\n    <li>\n        <div class=\"card__content\">\n            <div class=\"card__data\">\n                \n\r\n\r\n\r\n\r\n\r\n\n\n\n\n                <h4 class=\"card__title\">\n                    <a href=\"/presentations/ai-predictions-2030\">A Few Predicted Talks From QConAI 2030</a>\n                </h4>\n                <p class=\"card__excerpt\">Meryem Arik discusses her predictions for software engineering in 2030. She explains how token spend management, parallel agent infrastructure, and non-technical builders will reshape IT. She shares insights on agent-driven vendor decisions, upcoming regulatory hurdles, and why software engineers must pivot from pure coding skills toward product leadership and multi-agent coordination.</p>\n                <div class=\"card__footer\"></div>\n            </div>\n            \n                <a href=\"/presentations/ai-predictions-2030\" class=\"card__header\">\n                    <img loading=\"lazy\" alt=\"A Few Predicted Talks From QConAI 2030\" src=\"https://imgopt.infoq.com/fit-in/100x100/filters:quality(80)/presentations/ai-predictions-2030/en/smallimage/meryem-arik-thumbnail-1785845650090.jpg\" class=\"card__image\"/>\n                </a>\n            \n        </div>\n    </li>\n</ul>\n\n    \n\n\n<a href=\"/ai-ml-data-eng/\" class=\"button__more button button__large button__arrow arrow__right\">All in  ai-ml-data-eng</a>\n\n                </div>\n            </div>\n        </div>\n        <div class=\"has--subnav li-nav\">\n            <a href=\"/culture-methods/\" title=\"Culture &amp; Methods\" class=\"nav__category\">Culture &amp; Methods</a>\n            <div class=\"nav__subnav subnav\">\n                <ul class=\"subnav__categories no-style\">\n                    <li><a href=\"/agile/\" title=\"Agile\">Agile</a></li>\n                    <li><a href=\"/diversity/\" title=\"Diversity\">Diversity</a></li>\n                    <li><a href=\"/leadership/\" title=\"Leadership\">Leadership</a></li>\n                    <li><a href=\"/lean/\" title=\"Lean/Kanban\">Lean/Kanban</a></li>\n                    <li><a href=\"/personal-growth/\" title=\"Personal Growth\">Personal Growth</a></li>\n                    <li><a href=\"/scrum/\" title=\"Scrum\">Scrum</a></li>\n                    <li><a href=\"/sociocracy/\" title=\"Sociocracy\">Sociocracy</a></li>\n                    <li><a href=\"/software_craftsmanship/\" title=\"Software Craftmanship\">Software Craftmanship</a></li>\n                    <li><a href=\"/team-collaboration/\" title=\"Team Collaboration\">Team Collaboration</a></li>\n                    <li><a href=\"/testing/\" title=\"Testing\">Testing</a></li>\n                    <li><a href=\"/ux/\" title=\"UX\">UX</a></li>\n                </ul>\n                <div class=\"subnav__content\" data-id=\"6817\">\n                    \n\n\n\n\n\n\n\n\n\n<div class=\"heading__container actions\">\n    <div class=\"actions__left\">\n        <h3 class=\"heading section__heading\">Featured in  Culture &amp; 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Early bird ends August 11.</strong></p>\n                                    </div>\n                                </a>\n                            </div>\n                        </div>\n                    </div>\n                    <!---->\n                </div>\n            </div>\n        </div>\n    </header>\n\n            \n\n                <!--\t#######\t\tCONTENT START\t#########\t -->\n                <main>\n                    \n\t<article data-type=\"news\" class=\"article\">\n\t\t<section class=\"section container white\">\n\t\t\t<div class=\"container__inner\">\n\t\t\t\t\r\n\r\n\r\n\r\n\r\n\r\n\r\n<p class=\"crumbs\">\r\n\t<span data-nosnippet><a href=\"/\" title=\"InfoQ Homepage\">InfoQ Homepage</a></span>\r\n\t\r\n\t\t\r\n\t\t\t\r\n\t\t\t\r\n                <span data-nosnippet><a href=\"/news\" title=\"News\">News</a></span>\r\n            \r\n\t\t\r\n\t\t<span data-nosnippet class=\"active\">Google and Industry Partners Announce Agentic Resource Discovery 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href=\"https://developers.googleblog.com/announcing-the-agentic-resource-discovery-specification/\">Agentic Resource Discovery (ARD) Specification</a>, an open standard designed to enable AI agents to publish, discover, and verify external tools, APIs, and services across organizational boundaries. The specification addresses a growing gap in AI agent infrastructure, where capabilities are widely distributed but lack a common discovery and trust mechanism.</p>\r\n\r\n<p>While protocols such as the Model Context Protocol (MCP) define how an AI agent invokes a tool, ARD addresses an earlier stage in the lifecycle: how agents discover those tools in the first place. Rather than replacing existing standards, ARD is designed as a complementary discovery layer that works across frameworks and providers.</p>\r\n\r\n<p><a href=\"https://www.linkedin.com/in/shrinkrishnan/\">Srinivas Krishnan</a>, distinguished engineer at Google Cloud, highlights the motivation for ARD:</p>\r\n\r\n<blockquote>\r\n<p>The problem is simple to state and hard to solve, especially in the enterprise, where the answer can&#39;t just be &lsquo;find something that works.&rsquo; It has to be governed, with security and identity built in rather than bolted on.</p>\r\n</blockquote>\r\n\r\n<p>The specification introduces two core constructs: catalogs and registries. Organizations publish a machine-readable <code>ai-catalog.json</code> file within their domain that describes available capabilities such as tools, APIs, skills, and agent endpoints. Registries aggregate these catalogs and enable agents to search based on task intent instead of relying on hardcoded integrations or static endpoint lists. This allows agents to locate relevant resources across organizational boundaries while remaining compatible with execution standards such as MCP and OpenAPI.</p>\r\n\r\n<p>&nbsp;</p>\r\n\r\n<p id=\"gdcalert1\"><img alt=\"\" data-src=\"news/2026/07/agentic-resource-discovery-spec/en/resources/1google_agent_ard-1783311649651.jpeg\"  style=\"width: 1760px; height: 926px;\" src=\"https://imgopt.infoq.com/fit-in/3000x4000/filters:quality(85)/filters:no_upscale()/news/2026/07/agentic-resource-discovery-spec/en/resources/1google_agent_ard-1783311649651.jpeg\" rel=\"share\"></p>\r\n\r\n<p>How ARD Works (Source: <a href=\"https://developers.googleblog.com/announcing-the-agentic-resource-discovery-specification/\">Google Blog Post</a>)</p>\r\n\r\n<p>Trust and verification are central to the design. ARD includes domain-based ownership and verification mechanisms so agents can validate the authenticity of discovered resources before establishing connections. This is intended to reduce risk in environments where autonomous agents may trigger actions across third-party services and enterprise systems.</p>\r\n\r\n<p>From Reddit community discussions, one perspective highlights the value of standardization:</p>\r\n\r\n<blockquote>\r\n<p>A uniform baseline protocol makes it easier to build alternatives without needing to interpret many different proprietary documentation formats.</p>\r\n</blockquote>\r\n\r\n<p>However, <a href=\"https://www.reddit.com/r/PromptEngineering/comments/1u8ucrw/comment/osbqhkb/?utm_source=share&amp;utm_medium=web3x&amp;utm_name=web3xcss&amp;utm_term=1&amp;utm_content=share_button\">discussions</a> also point out that the effectiveness of such systems will depend on the quality of exposed tools and the access or pricing models associated with them.</p>\r\n\r\n<p>The specification was developed with contributions from <a href=\"https://commandline.microsoft.com/agentic-resource-discovery-specification-ard/\">Microsoft</a>, <a href=\"https://github.blog/changelog/2026-06-17-agent-finder-for-github-copilot-now-available/\">GitHub</a>, <a href=\"https://huggingface.co/blog/agentic-resource-discovery-launch\">Hugging Face</a>, <a href=\"https://outshift.cisco.com/blog/ai-ml/agentic-resource-discover-specification-helps-agents-find-each-other\">Cisco</a>, Databricks, <a href=\"https://www.godaddy.com/resources/news/building-the-open-agentic-web-why-identity-and-discovery-must-work-together\">GoDaddy</a>, NVIDIA, Salesforce, ServiceNow, and <a href=\"https://www.snowflake.com/en/blog/agentic-resource-discovery-specification/\">Snowflake</a>. Early implementations have already emerged, including GitHub&rsquo;s Agent Finder in Copilot and Hugging Face&rsquo;s Discover Tool, both leveraging ARD for runtime capability discovery.</p>\r\n\r\n<p><a href=\"https://www.linkedin.com/in/jennifermarsman/\">Jennifer Marsman,</a>&nbsp;principal engineer in AI at Microsoft, <a href=\"https://www.linkedin.com/posts/jennifermarsman_breaking-news-today-the-agentic-resource-activity-7473050761665511424-7z4x?utm_source=share&amp;utm_medium=member_desktop&amp;rcm=ACoAAArnikgBqzTxA9Y838-O55QUcB2McACIq94\">notes</a>:</p>\r\n\r\n<blockquote>\r\n<p>The goal isn&rsquo;t a single global catalog of every resource. There will be many discovery services, each defined by what it indexes, whom it serves, and how it ranks&hellip; ARD helps AI clients discover capabilities, but it doesn&rsquo;t replace authentication, authorization, governance, or organizational trust decisions.</p>\r\n</blockquote>\r\n\r\n<p>The ARD specification is currently available with reference <a href=\"https://agenticresourcediscovery.org/how_to_publish/#step-1-create-the-manifest-ai-catalogjson\">implementations</a> and documentation, allowing organizations to experiment with publishing capability catalogs and exploring the federation model defined in the <a href=\"https://github.com/ards-project/ard-spec\">specification</a>. It includes schemas, trust mechanisms, and guidelines for interoperability across discovery services. The broader ecosystem is expected to evolve through community contributions, including implementation feedback and extensions to the schema and governance model.</p>\r\n\n                                    \n\r\n\r\n\r\n\r\n\r\n\n\n\n\n  \n    <div class=\"author-section-full\"> <!-- main wrapper for authors section -->\n        <h2>About the Author</h2> <!-- section title -->\n\n        \n            \n                \n            \n            <div class=\"author\" data-id=\"author-Leela-Kumili\"> <!-- main wrapper for each author -->\n                <a href=\"/profile/Leela-Kumili/\" class=\"avatar author__avatar\" aria-label=\"Leela Kumili\"> </a>\n                <div class=\"content-author\">\n                    <h4><strong>Leela Kumili</strong></h4>\n                    <div class=\"show-author-bio\">\n                        <p>\n                            <!-- author bio will be inserted by frontend -->\n                        </p>\n                        <span>\n                            <div class=\"icon button-icon icon__plus-circle\"></div><span class=\"show-more\">Show more</span><span class=\"show-less\">Show less</span>\n                        </span>\n                    </div>\n                </div>\n            </div>\n        \n    </div>\n\n                                </div>\n\n                                \n                                \n                                    \n                                        \n                                        \n                                        \n                                        \n                                            \n                                            \n                                        \n                                        \n                                            \n                                        \n                                    \n                                \n                                \n\n                     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class=\"md-nav__item\">\n      <a href=\"how_to_publish/\" class=\"md-nav__link\">\n        \n  \n  \n  <span class=\"md-ellipsis\">\n    \n  \n    How to publish\n  \n\n    \n  </span>\n  \n  \n\n      </a>\n    </li>\n  \n\n              \n            \n              \n                \n  \n  \n  \n  \n    <li class=\"md-nav__item\">\n      <a href=\"how_to_build_a_client/\" class=\"md-nav__link\">\n        \n  \n  \n  <span class=\"md-ellipsis\">\n    \n  \n    How to add ARD support to your agent\n  \n\n    \n  </span>\n  \n  \n\n      </a>\n    </li>\n  \n\n              \n            \n              \n                \n  \n  \n  \n  \n    <li class=\"md-nav__item\">\n      <a href=\"ref_implementations/\" class=\"md-nav__link\">\n        \n  \n  \n  <span class=\"md-ellipsis\">\n    \n  \n    Reference Implementations\n  \n\n    \n  </span>\n  \n  \n\n      </a>\n    </li>\n  \n\n              \n            \n          </ul>\n        </nav>\n      \n    </li>\n  \n\n    \n      \n      \n  \n  \n  \n  \n    \n    \n      \n        \n      \n    \n    \n    \n      \n        \n        \n      \n    \n    \n    <li class=\"md-nav__item md-nav__item--section md-nav__item--nested\">\n      \n        \n        \n        <input class=\"md-nav__toggle md-toggle \" type=\"checkbox\" id=\"__nav_5\" >\n        \n          \n          <label class=\"md-nav__link\" for=\"__nav_5\" id=\"__nav_5_label\" tabindex=\"\">\n            \n  \n  \n  <span class=\"md-ellipsis\">\n    \n  \n    Specifications\n  \n\n    \n  </span>\n  \n  \n\n            <span class=\"md-nav__icon md-icon\"></span>\n          </label>\n        \n        <nav class=\"md-nav\" data-md-level=\"1\" aria-labelledby=\"__nav_5_label\" aria-expanded=\"false\">\n          <label class=\"md-nav__title\" for=\"__nav_5\">\n            <span class=\"md-nav__icon md-icon\"></span>\n            \n  \n    Specifications\n  \n\n          </label>\n          <ul class=\"md-nav__list\" data-md-scrollfix>\n            \n              \n                \n  \n  \n  \n  \n    <li class=\"md-nav__item\">\n      <a href=\"spec/\" class=\"md-nav__link\">\n        \n  \n  \n  <span class=\"md-ellipsis\">\n    \n  \n    ARD Specification\n  \n\n    \n  </span>\n  \n  \n\n      </a>\n    </li>\n  \n\n              \n            \n          </ul>\n        </nav>\n      \n    </li>\n  \n\n    \n      \n      \n  \n  \n  \n  \n    <li class=\"md-nav__item\">\n      <a href=\"/faq/#how-can-i-give-feedback\" class=\"md-nav__link\">\n        \n  \n  \n  <span class=\"md-ellipsis\">\n    \n  \n    Give feedback\n  \n\n    \n  </span>\n  \n  \n\n      </a>\n    </li>\n  \n\n    \n  </ul>\n</nav>\n                  </div>\n                </div>\n              </div>\n            \n            \n              \n                \n              \n              <div class=\"md-sidebar md-sidebar--secondary\" data-md-component=\"sidebar\" data-md-type=\"toc\" hidden>\n                <div class=\"md-sidebar__scrollwrap\">\n                  <div class=\"md-sidebar__inner\">\n                    \n\n<nav class=\"md-nav md-nav--secondary\" aria-label=\"Table of contents\">\n  \n  \n  \n    \n  \n  \n    <label class=\"md-nav__title\" for=\"__toc\">\n      <span class=\"md-nav__icon md-icon\"></span>\n      Table of contents\n    </label>\n    <ul class=\"md-nav__list\" data-md-component=\"toc\" data-md-scrollfix>\n      \n        <li class=\"md-nav__item\">\n  <a href=\"#what-is-an-agentic-resource\" class=\"md-nav__link\">\n    <span class=\"md-ellipsis\">\n      \n        What is an agentic resource?\n      \n    </span>\n  </a>\n  \n</li>\n      \n        <li class=\"md-nav__item\">\n  <a href=\"#what-ard-is-not\" class=\"md-nav__link\">\n    <span class=\"md-ellipsis\">\n      \n        What ARD is not\n      \n    </span>\n  </a>\n  \n</li>\n      \n        <li class=\"md-nav__item\">\n  <a href=\"#who-is-behind-ard\" class=\"md-nav__link\">\n    <span class=\"md-ellipsis\">\n      \n        Who is behind ARD?\n      \n    </span>\n  </a>\n  \n</li>\n      \n        <li class=\"md-nav__item\">\n  <a href=\"#open-source-license\" class=\"md-nav__link\">\n    <span class=\"md-ellipsis\">\n      \n        Open Source &amp; License\n      \n    </span>\n  </a>\n  \n</li>\n      \n    </ul>\n  \n</nav>\n                  </div>\n                </div>\n              </div>\n            \n          \n          \n            <div class=\"md-content\" data-md-component=\"content\">\n              \n                \n\n  \n\n\n\n  \n\n\n              \n              <article class=\"md-content__inner md-typeset\">\n                \n                  \n  \n\n\n\n\n<h1 id=\"agentic-resource-discovery-specification\">Agentic Resource Discovery Specification<a class=\"headerlink\" href=\"#agentic-resource-discovery-specification\" title=\"Permanent link\">&para;</a></h1>\n<p>ARD is an open discovery protocol for agentic resources (<a href=\"https://github.com/ards-project/ard-spec\">GitHub</a>). It allows an AI client to ask: <em>\"What is available for this task?\"</em> and lets a discovery service answer with matching resources.</p>\n<p>ARD sits entirely before invocation. It helps the client find the right resource; the resource is then invoked through its own native mechanism.</p>\n<h2 id=\"what-is-an-agentic-resource\">What is an agentic resource?<a class=\"headerlink\" href=\"#what-is-an-agentic-resource\" title=\"Permanent link\">&para;</a></h2>\n<p>An agentic resource is any external capability an AI client can call on to do a task — an agent, MCP server, Skill, Canvas, Plugin, API, or workflow — anything that can be described as an <a href=\"glossary/#ard-entry\">ARD entry</a>.</p>\n<h2 id=\"what-ard-is-not\">What ARD is not<a class=\"headerlink\" href=\"#what-ard-is-not\" title=\"Permanent link\">&para;</a></h2>\n<p><strong>It is not an execution runtime:</strong> ARD is not MCP, A2A, Skills, AI Catalog, or an API runtime, and it does not replace them.</p>\n<p><strong>It is not a central catalog:</strong> There will be many discovery services, each indexing different resources, serving different communities, and applying its own trust, ranking, and access policies. Every enterprise can run its own — much like an intranet has its own search engine over internal content. And on the public web there will be many, some optimizing for quality and trust, others for coverage.</p>\n<h2 id=\"who-is-behind-ard\">Who is behind ARD?<a class=\"headerlink\" href=\"#who-is-behind-ard\" title=\"Permanent link\">&para;</a></h2>\n<p>ARD is being developed by a working group with participants from Microsoft, Google, Hugging Face, GoDaddy, and others. This work is part of a broader effort to create an open discovery layer for resources that AIs can draw on.</p>\n<p>To understand the motivation and design, start with the <a href=\"introduction/\">Introduction</a>.</p>\n<p><img alt=\"Contributors to the Agentic Resource Discovery (ARD) specification: Cisco, Databricks, GitHub, GoDaddy, Google, Hugging Face, Microsoft, Nvidia, Salesforce, ServiceNow, Snowflake\" class=\"logo-wall\" src=\"assets/logo-wall.png\" /></p>\n<h2 id=\"open-source-license\">Open Source &amp; License<a class=\"headerlink\" href=\"#open-source-license\" title=\"Permanent link\">&para;</a></h2>\n<p>Agentic Resource Discovery (ARD) and its resources are licensed under the <a href=\"https://github.com/ards-project/docs/blob/main/LICENSE\">Apache License 2.0</a> and welcomes contributions from the community.</p>\n\n\n\n\n\n\n\n  \n  \n\n\n\n\n  \n\n\n\n                \n              </article>\n            </div>\n          \n          \n<script>var target=document.getElementById(location.hash.slice(1));target&&target.name&&(target.checked=target.name.startsWith(\"__tabbed_\"))</script>\n        </div>\n        \n          <button type=\"button\" class=\"md-top md-icon\" data-md-component=\"top\" hidden>\n  \n  <svg xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 24 24\"><path d=\"M13 20h-2V8l-5.5 5.5-1.42-1.42L12 4.16l7.92 7.92-1.42 1.42L13 8z\"/></svg>\n  Back to top\n</button>\n        \n      </main>\n      \n        <footer class=\"md-footer\">\n  \n  <div class=\"md-footer-meta md-typeset\">\n    <div class=\"md-footer-meta__inner md-grid\">\n      <div class=\"md-copyright\">\n  \n    <div class=\"md-copyright__highlight\">\n      Apache License, Version 2.0.\n    </div>\n  \n  \n</div>\n      \n    </div>\n  </div>\n</footer>\n      \n    </div>\n    <div class=\"md-dialog\" data-md-component=\"dialog\">\n      <div class=\"md-dialog__inner md-typeset\"></div>\n    </div>\n    \n    \n    \n      \n      \n      <script id=\"__config\" type=\"application/json\">{\"annotate\": null, \"base\": \".\", \"features\": [\"content.code.copy\", \"content.code.select\", \"content.tooltips\", \"navigation.indexes\", \"navigation.path\", \"navigation.sections\", \"navigation.top\", \"navigation.tracking\", \"toc.follow\"], \"search\": \"assets/javascripts/workers/search.2c215733.min.js\", \"tags\": null, \"translations\": {\"clipboard.copied\": \"Copied to clipboard\", \"clipboard.copy\": \"Copy to clipboard\", \"search.result.more.one\": \"1 more on this page\", \"search.result.more.other\": \"# more on this page\", \"search.result.none\": \"No matching documents\", \"search.result.one\": \"1 matching document\", \"search.result.other\": \"# matching documents\", \"search.result.placeholder\": \"Type to start searching\", \"search.result.term.missing\": \"Missing\", \"select.version\": \"Select version\"}, \"version\": null}</script>\n    \n    \n      <script src=\"assets/javascripts/bundle.d7400e89.min.js\"></script>\n      \n    \n  </body>\n</html>","snapshot_chars":23164,"live_check":"matches"}]}