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<p><span style="vertical-align: baseline;">To help you get ahead of agentic-era Identity and Access Management, today we’re introducing IAM Helper. This suite of intelligent, agent-facing building blocks can automate complex, end-to-end IAM workflows. </span></p>-
<p><span style="vertical-align: baseline;">As an agent-native orchestration and interface layer for Google Cloud IAM, it augments Google Cloud’s core IAM engines — including Policy Intelligence and Privileged Access Manager (PAM) — making IAM skills callable directly by autonomous code a…-
<h3><strong style="vertical-align: baseline;">IAM Helper Agent Skills: Fast, secure deployment with automated governance</strong></h3>-
<p><span style="vertical-align: baseline;">Manual troubleshooting of permission blockers creates friction for engineering and administrators, while shortcuts can lead to broad agent over-permissioning that puts least privilege at risk. </span></p>-
<p><span style="vertical-align: baseline;">IAM Helper empowers agents to handle access management dynamically. It shifts the burden of policy evaluation away from human administrators and LLMs, offloading complex orchestration directly to the Google Cloud backend, to maximize token effic…-
<p><span style="vertical-align: baseline;">Rather than operating as isolated utilities, IAM Helper Agent Skills guide agents through the cloud access lifecycle. These end-to-end workflows, helper scripts, and guardrails packaged using the open </span><a href="https://agentskills…-
<h3><strong style="vertical-align: baseline;">Built-in guardrails and real-world impact</strong></h3>-
<p><span style="vertical-align: baseline;">Every IAM Helper agent skill separates read-only discovery from policy changes: Diagnostics and simulations run automatically, while any change to access policies pauses for human-in-the-loop (HITL) confirmation based on customizable risk tiers.…+
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<h3><strong style="vertical-align: baseline;">Product, technology, and tools updates</strong></h3><ul><li aria-level="1" style="list-style-type: disc; vertical-align: baseline;">-
<p role="presentation"><strong style="vertical-align: baseline;">Scaled user-assisted remediation</strong><span style="vertical-align: baseline;">: Suppose a developer's coding agent hits a 403 error while deploying a new application. Rather than filing a support ticket and i…+
<p role="presentation"><strong style="vertical-align: baseline;">New compute service:</strong><span style="vertical-align: baseline;"> </span><a href="https://cloud.google.com/blog/topics/ai-infrastructure/introducing-agent-compute-engine-and-expanded-agent-governanc…</li><li aria-level="1" style="list-style-type: disc; vertical-align: baseline;">-
<p role="presentation"><strong style="vertical-align: baseline;">Autonomous pipeline self-healing</strong><span style="vertical-align: baseline;">: An infrastructure agent encounters a permission block during a routine deployment pipeline. Rather than failing the build, the p…+
<p role="presentation"><strong style="vertical-align: baseline;">AI Hypercomputer updates: </strong><span style="vertical-align: baseline;">At </span><a href="https://cloud.google.com/blog/topics/ai-infrastructure/google-cloud-infrastructure-at-nvidia-gtc-berlin-2026…+
</li>+
<li aria-level="1" style="list-style-type: disc; vertical-align: baseline;">+
<p role="presentation"><strong style="vertical-align: baseline;">GKE product update:</strong><span style="vertical-align: baseline;"> </span><a href="https://cloud.google.com/blog/products/containers-kubernetes/gke-cpu-startup-boost-faster-pod-starts-lower-costs">…+
</li>+
<li aria-level="1" style="list-style-type: disc; vertical-align: baseline;">+
<p role="presentation"><strong style="vertical-align: baseline;">GKE product update: </strong><span style="vertical-align: baseline;">The preview of the </span><a href="https://cloud.google.com/blog/products/identity-security/wiz-sensor-for-gke-turnkey-threat-detecti…+
</li>+
<li aria-level="1" style="list-style-type: disc; vertical-align: baseline;">+
<p role="presentation"><strong style="vertical-align: baseline;">Modernization tools:</strong><span style="vertical-align: baseline;"> Together at last. </span><a href="https://cloud.google.com/blog/products/infrastructure-modernization/google-cloud-modernize-acceler…+
</li>+
<li aria-level="1" style="list-style-type: disc; vertical-align: baseline;">+
<p role="presentation"><strong style="vertical-align: baseline;">Cloud Run product update:</strong><span style="vertical-align: baseline;"> </span><a href="https://cloud.google.com/blog/products/serverless/temporal-serverless-workers-on-cloud-run-worker-pools?e=48754…+
</li>+
<li aria-level="1" style="list-style-type: disc; vertical-align: baseline;">+
<p role="presentation"><strong style="vertical-align: baseline;">New open-source product:</strong><span style="vertical-align: baseline;"> </span><a href="https://cloud.google.com/blog/topics/ai-infrastructure/llm-d-1-0-an-open-source-stack-for-distributed-inference?…+
</li>+
<li aria-level="1" style="list-style-type: disc; vertical-align: baseline;">+
<p role="presentation"><strong style="vertical-align: baseline;">New open-source product:</strong><span style="vertical-align: baseline;"> Working with Meta, we open-sourced </span><a href="https://cloud.google.com/blog/topics/ai-infrastructure/torchtpu-is-now-open-s…+
</li>+
<li aria-level="1" style="list-style-type: disc; vertical-align: baseline;">+
<p role="presentation"><strong style="vertical-align: baseline;">Google Distributed Cloud updates:</strong><span style="vertical-align: baseline;"> Organizations that operate under strict sovereignty mandates would love to use AI to help them process data, but can’t send it t…+
</li>+
<li aria-level="1" style="list-style-type: disc; vertical-align: baseline;">+
<p role="presentation"><strong style="vertical-align: baseline;">Edge inference product:</strong><span style="vertical-align: baseline;"> Google open-sourced </span><a href="https://developers.googleblog.com/ml-drift-next-gen-gpu-aiml-inference-at-the-edge/" rel="noo…+
</li>+
<li aria-level="1" style="list-style-type: disc; vertical-align: baseline;">+
<p role="presentation"><strong style="vertical-align: baseline;">Open-weight model support:</strong><span style="vertical-align: baseline;"> Reflection's Beam is an open-weight, 501-parameter model released under an Apache 2.0 license designed specifically for frontier softwa…</li></ul>-
<p><span style="vertical-align: baseline;">IAM Helper Agent Skills are designed for maximum token and cost efficiency, allowing agents to execute multi-step administrative operations autonomously.</span></p>-
<ol>-
<li aria-level="1" style="list-style-type: decimal; vertical-align: baseline;">-
<p role="presentation"><strong style="vertical-align: baseline;">Authoring compliant, least-privilege policies</strong><span style="vertical-align: baseline;">: As DevOps engineers translate access requirements into JSON, YAML, or Terraform HCL, iam-helper-for-policy-manageme…+
<h3><strong style="vertical-align: baseline;">Practitioner guides and how-tos</strong></h3>+
<ul>+
<li aria-level="1" style="list-style-type: disc; vertical-align: baseline;">+
<p role="presentation"><strong style="vertical-align: baseline;">AI network reference architectures:</strong><span style="vertical-align: baseline;"> In </span><a href="https://cloud.google.com/blog/topics/developers-practitioners/networking-for-ai-inference-model-se…</li>-
<li aria-level="1" style="list-style-type: decimal; vertical-align: baseline;">-
<p role="presentation"><strong style="vertical-align: baseline;">Unblocking 403 errors in seconds</strong><span style="vertical-align: baseline;">: When an on-call engineer or deployment agent hits a cryptic 403 PERMISSION_DENIED error, iam-helper-for-troubleshooting identifi…+
<li aria-level="1" style="list-style-type: disc; vertical-align: baseline;">+
<p role="presentation"><strong style="vertical-align: baseline;">How-to guide:</strong><span style="vertical-align: baseline;"> </span><a href="https://discuss.google.dev/t/a-tale-of-tpu-observability-on-gke-part-2-dynamic-slicing-enhancements/406815" rel="noopener" …</li>-
<li aria-level="1" style="list-style-type: decimal; vertical-align: baseline;">-
<p role="presentation"><strong style="vertical-align: baseline;">Simulating blast radius before rolling out changes</strong><span style="vertical-align: baseline;">: Before a platform engineer updates a policy or applies IAM Recommender role reductions, they need confidence t…+
</ul>+
<h3><strong style="vertical-align: baseline;">Customer and partner updates</strong></h3>+
<ul>+
<li aria-level="1" style="list-style-type: disc; vertical-align: baseline;">+
<p role="presentation"><a href="https://cloud.google.com/blog/products/containers-kubernetes/ai21-trains-its-models-on-ai-hypercomputer?_gl=1*161z6lh*_ga*NTIxMzA0MjUwLjE3OTA5Njg2MDE.*_ga_4LYFWVHBEB*czE3OTA5NzAxNzYkbzgkZzEkdDE3OTA5NzAzNTAkajE4JGwwJGgw&amp;e=48754805"><span style="t…</li>-
<li aria-level="1" style="list-style-type: decimal; vertical-align: baseline;">-
<p role="presentation"><strong style="vertical-align: baseline;">Elevating access just-in-time instead of granting standing privileges</strong><span style="vertical-align: baseline;">: When responders or maintenance agents need temporary production access, iam-helper-for-priv…+
<li aria-level="1" style="list-style-type: disc; vertical-align: baseline;">+
<p role="presentation"><a href="https://cloud.google.com/blog/products/media-entertainment/how-visko-streams-real-time-world-models-on-google-cloud-tpus"><span style="text-decoration: underline; vertical-align: baseline;">Visko streams real-time world models on Google Cloud TPUs<…</li>-
</ol>-
<p><span style="vertical-align: baseline;">While IAM Helper Agent Skills supply the high-level workflow logic, they are all based on a common set of foundational MCP Tools. </span></p>-
<h3><strong style="vertical-align: baseline;">Powered by Google Cloud IAM MCP tools</strong></h3>-
<p><span style="vertical-align: baseline;">Google Cloud IAM Helper MCP tools provide the backend connection through atomic, read-only functions exposed via Google-managed MCP servers across core IAM endpoints (Policy Troubleshooter, Policy Analyzer, Policy Simulator, and IAM v1/v2 APIs).…-
<p><span style="vertical-align: baseline;">Rather than requiring teams to write custom API wrappers, MCP tools give agents a standard way to query the cloud backend and get exact answers without parsing verbose policy documents in the prompt, maximizing token efficiency. Agents can dynam…-
<p><span style="vertical-align: baseline;">Because operations like hierarchy traversal, group expansion, and policy evaluation happen on dedicated IAM endpoints (spanning IAM v1 allow roles, IAM v2 deny, Policy Troubleshooter, and Policy Analyzer), skills run quickly and accurately with …-
<h3><strong style="vertical-align: baseline;">Getting started</strong></h3>-
<p><span style="vertical-align: baseline;">Accelerate your agentic workflows, reduce operational overhead, and bring intelligent, scalable security to your deployment pipelines. Start building with IAM Helper Agent skills today by exploring our </span><a href="https://github.com…-
<p><span style="vertical-align: baseline;">Today, we are bringing this same frontier embodied reasoning model to enterprise production environments: </span><strong style="vertical-align: baseline;">Gemini Robotics ER 2 is now available in public preview on the Gemini platform…-
<h2><strong style="vertical-align: baseline;">Powering physical agents for enterprise robotics</strong></h2>-
<p><span style="vertical-align: baseline;">Gemini Robotics ER 2 transforms a robot into a physical agent. The model combines deep spatio-temporal reasoning and long-horizon planning, enabling robots to orchestrate steps to complete a task, self-correct, and generalize to novel situations…-
<p><span style="vertical-align: baseline;">Here is what the model delivers for businesses building and operating robotics:</span></p>-
<h3><strong style="vertical-align: baseline;">1. Physical task verification, understanding, and self-correction</strong></h3>-
<p><span style="vertical-align: baseline;">In physical operations, a robot needs to know whether a step actually succeeded before moving on to the next one. Gemini Robotics ER 2 adapts to new and unfamiliar situations on the fly by reasoning over continuous video feeds. The model:</sp…+
<li aria-level="1" style="list-style-type: disc; vertical-align: baseline;">+
<p role="presentation"><a href="https://cloud.google.com/blog/products/containers-kubernetes/zenteiq-scales-physical-ai-inference-4x-with-gke-and-llm-d"><span style="text-decoration: underline; vertical-align: baseline;">ZenteiQ scales physical AI inference 4x with GKE and llm-d<…+
</li>+
<li aria-level="1" style="list-style-type: disc; vertical-align: baseline;">+
<p role="presentation"><a href="https://cloud.google.com/customers/paloaltonetworks?e=48754805"><span style="text-decoration: underline; vertical-align: baseline;">Palo Alto Networks modernizes cloud-delivered security service</span></a><span style="vertical-align: b…+
</li>+
<li aria-level="1" style="list-style-type: disc; vertical-align: baseline;">+
<p role="presentation"><a href="https://www.googlecloudpresscorner.com/2026-10-27-Oracle-Brings-Google-TPUs-to-Oracle-Cloud-Infrastructure" rel="noopener" target="_blank"><span style="text-decoration: underline; vertical-align: baseline;">Oracle is the first hyperscaler to provide …+
</li>+
</ul>+
<h3><strong style="vertical-align: baseline;">Research, reports and deep-dives</strong></h3><ul><li aria-level="1" style="list-style-type: disc; vertical-align: baseline;">-
<p role="presentation"><span style="vertical-align: baseline;">Classifies task progress into binary status, discrete categories, or continuous scores to improve real-time situational awareness and enable real-time adjustment or iteration on failed steps, without restarting an entire work…+
<p role="presentation"><strong style="vertical-align: baseline;">New resource:</strong><span style="vertical-align: baseline;"> As enterprise organizations shift from isolated AI experiments to production-scale systems, different departments — from engineering and finance to …</li><li aria-level="1" style="list-style-type: disc; vertical-align: baseline;">-
<p role="presentation"><span style="vertical-align: baseline;">Pinpoints the exact video frame where a critical event occurs (such as when to stop pouring a liquid) with 91.3% accuracy and a 0.96-second mean absolute frame distance, running at 4x the execution speed and a fraction of the…+
<p role="presentation"><strong style="vertical-align: baseline;">Analyst report: </strong><span style="vertical-align: baseline;">We are thrilled to announce that </span><a href="https://cloud.google.com/blog/products/ai-machine-learning/google-named-leader-in-2026-i…</li><li aria-level="1" style="list-style-type: disc; vertical-align: baseline;">-
<p role="presentation"><span style="vertical-align: baseline;">It advances our core spatial reasoning capability, including visual question answering and instrument reading. For example, it can read and interpret values across 10+ instrument categories including circular dials, sight gla…+
<p role="presentation"><strong style="vertical-align: baseline;">Deep dive: </strong><span style="vertical-align: baseline;">A companion technical guide </span><a href="https://cloud.google.com/blog/topics/ai-infrastructure/agent-compute-engine-deep-dive?e=48754805"&…</li></ul>-
<h3><strong style="vertical-align: baseline;">2. One intelligence layer across any embodiments</strong></h3>-
<p><span style="vertical-align: baseline;">Gemini Robotics ER 2 orchestrates robots of many shapes and sizes, scaling its intelligence from stationary arms and wheeled rovers to quadrupeds and complex forms. It also unlocks multi-robot collaboration, allowing different types of robots to…-
<h3><strong style="vertical-align: baseline;">3. Agentic tool orchestration and natural language interaction</strong></h3>-
<p><span style="vertical-align: baseline;">Gemini Robotics ER 2 thinks about what comes next while simultaneously orchestrating actions. Developers can declare low-level control interfaces — such as VLA models, navigation APIs, or custom functions — as tools across simulation, real-worl…-
<h3><span style="vertical-align: baseline;">4. </span><strong style="vertical-align: baseline;">Build safe, adaptive physical agents in Google Cloud</strong></h3>-
<p><span style="vertical-align: baseline;">Developers and enterprise teams use the Gemini platform to simulate, orchestrate, and manage physical agents, which are then deployed to run directly on physical robots at the edge using Google Cloud's scalable infrastructure:</span></p…+
<hr/>+
<h3><span style="vertical-align: baseline;"><span style="vertical-align: baseline;">September 2026</span></span></h3>+
<h4><span style="vertical-align: baseline;">Product, technology, and tools updates</span></h4>+
<p><strong style="vertical-align: baseline;">Google Kubernetes Engine updates:</strong><span style="vertical-align: baseline;"> The GKE team is all about improving the scalability of the platform, and in September, those improvements came in many shapes and sizes:</span>…<ul><li aria-level="1" style="list-style-type: disc; vertical-align: baseline;">-
<p role="presentation"><strong style="vertical-align: baseline;">Simulate fast: </strong><span style="vertical-align: baseline;"> Test robot behaviors before touching hardware by running simulations in familiar environments like MuJoCo-Warp and NVIDIA Isaac Sim. Then generate…+
<p role="presentation"><strong style="vertical-align: baseline;">New feature: </strong><span style="vertical-align: baseline;">Need an execution runtime with higher density for your agentic workloads? We engineered the new open-source </span><a href="https://cloud.go…</li><li aria-level="1" style="list-style-type: disc; vertical-align: baseline;">-
<p role="presentation"><strong style="vertical-align: baseline;">Train smart</strong><span style="vertical-align: baseline;">: Use Gemini Robotics ER 2's spatial pointing, moment finding, and progress classification to curate and label demonstration videos in Cloud Storage an…+
<p role="presentation"><strong style="vertical-align: baseline;">Product update:</strong><span style="vertical-align: baseline;"> GKE now has </span><a href="https://cloud.google.com/blog/products/containers-kubernetes/gke-adds-native-scale-to-zero-capabilities?e=487…</li><li aria-level="1" style="list-style-type: disc; vertical-align: baseline;">-
<p role="presentation"><strong style="vertical-align: baseline;">Operate easily: </strong><span style="vertical-align: baseline;">Deploy Gemini Robotics ER 2 workflows on the Gemini platform with enterprise IAM, security controls, and built-in function calling. Offload latenc…+
<p role="presentation"><strong style="vertical-align: baseline;">Product update: </strong><span style="vertical-align: baseline;">Further, the GKE HPA (with the above-mentioned Autoscaling Metric) now lets you scale up and down based on custom PromQL metrics, in addition to s…+
</li>+
<li aria-level="1" style="list-style-type: disc; vertical-align: baseline;">+
<p role="presentation"><strong style="vertical-align: baseline;">New feature: </strong><span style="vertical-align: baseline;">Yet another scalability feature is </span><a href="https://docs.cloud.google.com/kubernetes-engine/docs/concepts/pod-snapshots"><span …+
</li>+
<li aria-level="1" style="list-style-type: disc; vertical-align: baseline;">+
<p role="presentation"><strong style="vertical-align: baseline;">New migration tool: </strong><span style="vertical-align: baseline;">Finally, if you’ve always wanted to migrate your container workloads from AWS EKS to GKE but feared a daunting, high-friction engineering ende…+
</li>+
<li aria-level="1" style="list-style-type: disc; vertical-align: baseline;">+
<p role="presentation"><strong style="vertical-align: baseline;">Feature updates: </strong><span style="vertical-align: baseline;">Reinforcement learning (RL) and evaluation workloads are a beast: In a standard agentic RL loop, an LLM policy generates actions like code snippe…</li></ul>-
<h2><strong style="vertical-align: baseline;">How customers are building with Gemini Robotics ER 2 in Gemini platform</strong></h2>-
<p><em><span style="vertical-align: baseline;">“We’ve seen exponential growth in customers using AIVI-Learning every month, and Gemini Robotics ER 2 brings them even more value. Video changes what an inspection can be. Spot isn’t just checking whether something looks right in a mom…-
<p><span style="vertical-align: baseline;">Marco da Silva, VP and General Manager of Spot at </span><strong style="vertical-align: baseline;">Boston Dynamics</strong></p>-
<p><span style="vertical-align: baseline;"><span style="font-style: italic; vertical-align: baseline;">“DeepReach AI is the real-world skills engine for physical AI. Our hardware and AI platform capture how skilled people work all over the world, and turn it into data flywheel for …-
<p><span style="vertical-align: baseline;"><span style="vertical-align: baseline;">Chris Liu, Co-founder and CTO at <strong>DeepReach</strong></span></span></p>-
<p><span style="font-style: italic; vertical-align: baseline;">“Advanced reasoning models have the potential to help robots interpret complex environments, plan actions and adapt to changing conditions, opening new possibilities for physical AI. Google’s Gemini Robotics ER 2 model repres…-
<p><span style="vertical-align: baseline;"><span style="vertical-align: baseline;">Barrie Mullins, Senior Director of Arm Total Design for Physical AI, at <strong>Arm</strong></span></span></p>-
<p><span style="font-style: italic; vertical-align: baseline;">“We aim to accelerate materials R&amp;D workflows so our scientists can test more ideas, faster. Most lab automation today relies on rigid scripts for single, isolated tasks. By using Gemini Robotics ER 2, we are giving o…-
<p><span style="vertical-align: baseline;">Prof. Loh Xian Jun, Executive Director at <strong>ASTAR Institute of Materials Research and Engineering (ASTAR IMRE)</strong> and Executive Director of MARVEL-AI”</span></p>-
<h2><strong style="vertical-align: baseline;">Get started with Gemini Robotics ER 2 in Gemini platform</strong></h2>-
<p><span style="vertical-align: baseline;">Developers and enterprise teams can start building with Gemini Robotics ER 2 today in preview via Model Garden in Gemini platform.</span></p>+
<p><strong style="vertical-align: baseline;">Storage updates: </strong><span style="vertical-align: baseline;">AI trains and creates lots of data, and that data has to live somewhere — in block storage systems, file systems, object stores and databases. We announced enhanceme…<ul><li aria-level="1" style="list-style-type: disc; vertical-align: baseline;">-
<p role="presentation"><strong style="vertical-align: baseline;">Build in Gemini platform:</strong><span style="vertical-align: baseline;"> Visit the</span><a href="https://docs.cloud.google.com/gemini-enterprise-agent-platform/models/gemini/gemini-robotics-er">&l…+
<p role="presentation"><strong style="vertical-align: baseline;">Product update:</strong><span style="vertical-align: baseline;"> </span><a href="https://cloud.google.com/blog/products/storage-data-transfer/filestore-agent-volumes?e=48754805"><span style="text-…</li><li aria-level="1" style="list-style-type: disc; vertical-align: baseline;">-
<p role="presentation"><strong style="vertical-align: baseline;">Explore the Developer Guides:</strong><span style="vertical-align: baseline;"> Check out sample code and bidirectional streaming guides in the</span><a href="https://ai.google.dev/gemini-api/docs/roboti…+
<p role="presentation"><strong style="vertical-align: baseline;">New product:</strong><span style="vertical-align: baseline;"> If you run generative AI and RAG data layers — think Milvus, Pinecone, Qdrant, Vespa, Redis, and in-memory context caching — you may want to take a …</li><li aria-level="1" style="list-style-type: disc; vertical-align: baseline;">-
<p role="presentation"><strong style="vertical-align: baseline;">Read the Research:</strong><span style="vertical-align: baseline;"> Dive into the benchmarks and safety technical report in the</span><a href="https://blog.google/innovation-and-ai/models-and-research/g…+
<p role="presentation"><strong style="vertical-align: baseline;">New product:</strong><span style="vertical-align: baseline;"> Another new Compute Engine product, </span><a href="https://cloud.google.com/blog/products/compute/storage-optimized-z4d-vm-and-bare-metal-i…</li><li aria-level="1" style="list-style-type: disc; vertical-align: baseline;">-
<p role="presentation"><strong style="vertical-align: baseline;">Explore Physical AI on Google Cloud:</strong><span style="vertical-align: baseline;"> Visit</span><a href="https://cloud.google.com/solutions/physical-ai"><span style="vertical-align: baseline;"&g…+
<p role="presentation"><strong style="vertical-align: baseline;">Product update: </strong><span style="vertical-align: baseline;">Today’s AI training and inference pipelines create data faster than most storage management systems can keep up, creating challenges for teams try…</li>-
</ul></div></description><pubDate>Tue, 27 Oct 2026 13:00:00 +0000</pubDate><guid>https://cloud.google.com/blog/products/ai-machine-learning/gemini-robotics-embodied-reasoning-2-is-now-available-on-google-cloud/</guid><category>AI & Machine Learning</category><media:content height="54…-
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<div class="block-paragraph"><h3 data-block-key="j77gm"><b>Robustness and performance</b></h3><p data-block-key="9mke5">A temporary pilot is one thing; moving into live client transactions carrying legal liability brings a whole new set of operational challenges. …-
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<div class="block-paragraph"><p data-block-key="j77gm">At the same time, participant banks connected their core banking systems to their own GCUL API instances. But these participant banks don’t need a large Google Cloud footprint. Instead, they can connect to GCUL nodes via Remote Proce…-
<p><strong style="vertical-align: baseline;">Today, we’re announcing the general availability of an Anthropic-managed deployment option for Claude Models on Google Cloud. This gives teams more choice in how they run their models, helping them consolidate AI workloads on Google Cloud alon…-
<p><span style="vertical-align: baseline;">Both options deliver the same frontier models on day zero, the same pricing, and the same Google Cloud billing. The difference comes down to who acts as your data processor and whether you need access to the new Claude platform features when the…-
<h3><strong style="vertical-align: baseline;">[NEW] Claude Models on Google Cloud (Anthropic managed)</strong></h3>-
<p><span style="vertical-align: baseline;">Delivers day-zero access to Claude models and Claude Platform features such as Claude Managed Agents (beta), skills, and code execution. Anthropic operates the stack as the data processor on Google Cloud infrastructure under Anthropic’s terms of…-
<p><span style="font-style: italic; vertical-align: baseline;">Learn more: </span><a href="https://console.cloud.google.com/marketplace"><span style="font-style: italic; text-decoration: underline; vertical-align: baseline;">Claude Models on Google Cloud (Anthropic-mana…-
<h3><strong style="vertical-align: baseline;">Claude Models on Google Cloud (Google managed)</strong></h3>-
<p><span style="vertical-align: baseline;">Continues to deliver day-zero access to the latest Claude models with strict governance, compliance, and sovereignty requirements. Google Cloud operates as the data processor under existing customer agreements, providing VPC Service Controls, Cu…-
<p><span style="font-style: italic; vertical-align: baseline;">Learn more: </span><a href="https://cloud.google.com/products/model-garden/claude"><span style="font-style: italic; text-decoration: underline; vertical-align: baseline;">Claude Models on Google Cloud (Googl…-
<h3><span style="vertical-align: baseline;">Comparing deployment options</span></h3>-
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<p><span style="vertical-align: baseline;">No matter how you choose to deploy, you can access Anthropic's latest frontier models on Google Cloud, including </span><a href="https://console.cloud.google.com/agent-platform/publishers/anthropic/model-garden/claude-fable-5-1"><…-
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<dd>&lt;ListValue: [StructValue([(&#x27;code&#x27;, &#x27;---\r\nname: test-triager\r\ndescription: Runs unit tests, classifies failures, and returns a concise summary of failing assertions.\r\nmodel: flash\r\ntools:\r\n - read\r\n - edit\r\n---\r\n\r\nRun the requested t…-
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<dd>&lt;ListValue: [StructValue([(&#x27;code&#x27;, &quot;---\r\nname:cross-model-judge\r\ndescription: Independent LLM-as-a-judge verifier that audits diffs and edge cases using Gemini Pro.\r\nmodel: pro\r\ntools:\r\n - read\r\n---\r\n\r\nReview the current workspace diff…-
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<div class="block-paragraph"><p data-block-key="5p921">With this setup, you can delegate rapid test-and-classify loops to <code>test-triager</code> and trigger <code>cross-model-judge</code> to validate the final diff, combining the strengths of each model in a si…-
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