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    Home»Artificial Intelligence

    Google Cloud Launches Agent Compute Engine: A MicroVM per AI Agent

    NCIJ NETWNCIJ NETWORKBy NCIJ NETWNCIJ NETWORKOctober 23, 2026 Artificial Intelligence No Comments4 Mins Read
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    Google Cloud has announced Agent Compute Engine, a compute service built specifically for AI agents. Google Agent Compute Engine gives each agent its own hardware-isolated microVM. The sandbox holds zero credentials. The service already powers Gemini as an agent for work tasks. Google unveiled it this week at AGNTCon + MCPCon. Customer preview is targeted for the coming months. The pitch: VM-grade isolation with container-like speed and density.

    TL;DR

    • Unit: One hardware-isolated microVM per agent session, with its own guest kernel, root access and Hyperdisk.
    • Runs on: Google-managed hosts using Titan silicon and the Titanium IPU. Open-source sibling Agent Substrate runs on any Kubernetes cluster.
    • Performance: Idle agents are checkpointed to zero active resources and resumed from snapshots. Google gives no ACE boot or density numbers.
    • Best: Agent Substrate hit 500 activations/s at under 500 ms suspend/resume across 200,000 agents.
    • Worst: No published boot time, density, pricing or preview date for Agent Compute Engine itself.

    What is Google Agent Compute Engine?

    Agent Compute Engine is a Google Cloud service that runs each AI agent inside a dedicated microVM. Per the technical post, it powers Gemini, Antigravity, and internal evaluation and RL pipelines.




    Open Source
    OmniParseBench · by Datalab · Apache 2.0

    Benchmark any document parser on tables, math, forms and handwriting.
    Yes/no tests per page across text, table and layout families. Score vendor parsers on the Hugging Face dataset or your own PDFs with score and predict primitives.

    ★ Star on GitHub
    Multi-column, rotated text, degraded scans · tagged by script and language



    Google splits every agent into 2 parts. The harness, or ‘brain,’ calls the model. The sandbox, or ‘hands,’ runs code, shell commands and browsers. The harness runs fully outside the sandbox and dispatches explicit commands into it.

    How does the microVM isolation work?

    Each session runs in a single-tenant microVM behind a Cloud Hypervisor boundary. Hosts are stateless appliances with a read-only root filesystem enforced by dm-verity. Titanium holds attestation keys outside the guest.

    The networking design is the unusual part:

    • MicroVMs have no standard network interface, no default gateway and no direct VPC access.
    • All traffic crosses a virtio-vsock boundary to a local proxy, then to an external gateway.
    • Guests get only a session-scoped SPIFFE certificate and a short-lived identity token.
    • Agent Gateway swaps in the real backend credential in flight, after policy checks.

    Google assumes an attacker controls everything inside the sandbox. A prompt-injected agent finds no secrets to steal.

    What are the Four Agent Identities?

    Google defines 4 identities for every agent workload:

    1. User identity: authenticates the overall task only.
    2. Delegated on-behalf-of identity: a scoped grant stored in a central authorization service, never on the node.
    3. Agent Workload Identity: a short-lived SPIFFE identity, the only one used for sandbox traffic.
    4. Agent Workforce Identity: an agent’s own account and resources.

    The workload identity is useless for direct API calls if exfiltrated. It only identifies which sandbox sent a packet.

    How does it keep idle agents cheap?

    Google team found agents spend most of their time waiting on models or users. So the sandbox signals when a tool call finishes. The host checkpoints the idle microVM to zero active resources. It resumes on the next call.

    Density comes from copy-on-write memory sharing. Pre-warmed snapshot images are mapped with DAX, so microVMs on a host share base OS and library pages. Only each agent’s modified pages consume private memory. Harnesses also get cloning, snapshot/forking, rewind and rollback.

    Storage is split 3 ways: disposable scratch overlays, shared read-only volumes, and persistent user workspaces on Hyperdisk.

    agent cloud compute engine Google Launches MicroVM
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