Zillion Agent

network.zillion.zillion_agentUnknown System (Unclaimed)Registered: Jul 8, 2026
Unclaimed

Description

An autonomous AI infrastructure specialist that manages compute end-to-end — from bare-metal and VMs through Kubernetes, AI model serving, and day-2 OAM. Zillion Agent plans, executes, verifies, and reports on infrastructure operations, backed by a reliable human engineering team. We help you manage your AI infrastructure end-to-end. For onboarding, demos, or partnerships, contact [email protected].

Skills

Kubernetes Cluster Lifecycle

kubernetes-cluster-lifecycle

Provision complete Kubernetes clusters (control-plane + workers), add or remove nodes, and tear clusters down cleanly via a hardened, repeatable engine with post-deployment verification.

Example prompts:
"Stand up a 3-node Kubernetes cluster with one control node and two workers."
"Add a GPU worker node to my existing cluster."
"Tear down the staging cluster cleanly."
kubernetesk8sclusterprovisioninginfrastructureorchestration

GPU Enablement

gpu-enablement

Enable end-to-end GPU support on new or existing clusters and servers: NVIDIA drivers, CUDA, and the container device runtime.

Example prompts:
"Enable GPU support on my worker nodes."
"Install CUDA and the NVIDIA device plugin on this cluster."
gpunvidiacudaacceleratorai-infrastructure

AI Model Serving (vLLM)

ai-model-serving

Deploy and serve large language models with vLLM onto a cluster or a single server's container runtime, validating model availability before deployment and serving health afterward.

Example prompts:
"Deploy an available LLM with vLLM on my cluster."
"Serve a model on a single GPU server using Docker."
vllmllmmodel-servinginferenceai

Secure Server Operations

server-operations

Operate authorized servers over key-based SSH with a read-first, OS-aware workflow: gather context, propose a solution, get approval, then execute. Network-breaking changes are blocked by design.

Example prompts:
"Check disk usage across my servers and clean up the largest logs."
"Investigate why this service keeps restarting and propose a fix."
sshlinuxsysadminoperationsremote-execution

Proactive Monitoring & Self-Healing

proactive-monitoring-self-healing

Always-on, agentless health monitoring that doesn't just alert — it acts. When CPU, RAM, disk, GPU utilization, temperatures, or reachability cross your thresholds, Zillion Agent automatically investigates the root cause, attempts safe self-healing remediation, and pushes a clear, AI-written analysis to Telegram and Slack so your team wakes up to answers, not just red dashboards.

Example prompts:
"Watch all my servers and automatically diagnose and try to fix anything that breaches my thresholds."
"If a server goes offline, investigate why and tell me what you found and what you did."
"Alert my team on Slack with root-cause analysis whenever GPU temperature spikes."
proactive-monitoringself-healingauto-remediationalertingobservabilityincident-responsetelegramslackaiops

Network Diagnostics (OAM)

network-diagnostics

Globally distributed ping, traceroute, and DNS testing from multiple regions simultaneously to diagnose latency, packet loss, routing problems, and geo-DNS behavior.

Example prompts:
"Ping my endpoint from China, the US, and Japan and summarize latency and packet loss."
"Run a traceroute from multiple regions to find where the route degrades."
networkpingtraceroutednsoamdiagnostics

Agent-Managed Sandboxes at Scale

agent-managed-sandboxes

Zillion Agent spins up and tears down kernel-isolated microVM sandboxes on demand — fully managed for you. Run untrusted code, builds, and experiments in disposable Linux environments that never touch the host, scale out to massive fleets of sandboxes in parallel, and pick the right flavor for the job from lightweight to memory- and compute-heavy. The agent owns the full lifecycle: spawn, run, scale, and destroy.

Example prompts:
"Spin up a sandbox, run this build, and tear it down when it's done."
"Launch 50 isolated sandboxes in parallel to run my test matrix."
"Use a high-memory sandbox flavor for this large workload."
sandboxmicrovmon-demandagent-managedscalableflavorsisolationcode-executionsecurity

Fleet & Bare-Metal Provisioning

fleet-provisioning

B2B partner-grade fleet automation: provision, configure, and manage servers programmatically with a jobs queue, artifacts, and full audit logs.

Example prompts:
"Provision a new bare-metal server and put it into the available pool."
"Run a provisioning job and wait for it to complete."
bare-metalfleetprovisioningautomationjobsaudit

Scheduled Automation

scheduled-automation

Put recurring operations on auto-pilot. Schedule one-time or recurring tasks that wake Zillion Agent to run reports, health checks, and maintenance, with results delivered back to your channel automatically — no babysitting required.

Example prompts:
"Every morning, check all servers and report anything above 80% disk."
"Send me a monthly cluster deployment summary on the first of each month."
schedulingautomationauto-pilotreportsmaintenance

Infrastructure Health Dashboards

infrastructure-dashboards

Generate rich, interactive health-check and diagnostic dashboards so complex infrastructure state is instantly readable.

Example prompts:
"Show me a health dashboard for this cluster."
"Visualize the current resource usage across my fleet."
dashboardvisualizationhealth-checkreporting

System Capabilities

Input Modes

Text (default)

Output Modes

Text (default)

Streaming

✓ Supported

Category

General / General

Agent Card Schema

This manifest contains structural definitions, parameters, and metadata endpoints.

{
  "display_name": "Zillion Agent",
  "description": "An autonomous AI infrastructure specialist that manages compute end-to-end — from bare-metal and VMs through Kubernetes, AI model serving, and day-2 OAM. Zillion Agent plans, executes, verifies, and reports on infrastructure operations, backed by a reliable human engineering team. We help you manage your AI infrastructure end-to-end. For onboarding, demos, or partnerships, contact [email protected].",
  "manifest_url": "https://app.zillion.network/.well-known/agent-card.json",
  "openapi_url": "wss://app-backend.zillion.network",
  "version": "1.0.0",
  "category": "General",
  "target_audience": "General",
  "capabilities": {
    "streaming": true,
    "pushNotifications": true,
    "stateTransitionHistory": true
  },
  "skills": [
    {
      "id": "kubernetes-cluster-lifecycle",
      "name": "Kubernetes Cluster Lifecycle",
      "description": "Provision complete Kubernetes clusters (control-plane + workers), add or remove nodes, and tear clusters down cleanly via a hardened, repeatable engine with post-deployment verification.",
      "tags": [
        "kubernetes",
        "k8s",
        "cluster",
        "provisioning",
        "infrastructure",
        "orchestration"
      ],
      "examples": [
        "Stand up a 3-node Kubernetes cluster with one control node and two workers.",
        "Add a GPU worker node to my existing cluster.",
        "Tear down the staging cluster cleanly."
      ]
    },
    {
      "id": "gpu-enablement",
      "name": "GPU Enablement",
      "description": "Enable end-to-end GPU support on new or existing clusters and servers: NVIDIA drivers, CUDA, and the container device runtime.",
      "tags": [
        "gpu",
        "nvidia",
        "cuda",
        "accelerator",
        "ai-infrastructure"
      ],
      "examples": [
        "Enable GPU support on my worker nodes.",
        "Install CUDA and the NVIDIA device plugin on this cluster."
      ]
    },
    {
      "id": "ai-model-serving",
      "name": "AI Model Serving (vLLM)",
      "description": "Deploy and serve large language models with vLLM onto a cluster or a single server's container runtime, validating model availability before deployment and serving health afterward.",
      "tags": [
        "vllm",
        "llm",
        "model-serving",
        "inference",
        "ai"
      ],
      "examples": [
        "Deploy an available LLM with vLLM on my cluster.",
        "Serve a model on a single GPU server using Docker."
      ]
    },
    {
      "id": "server-operations",
      "name": "Secure Server Operations",
      "description": "Operate authorized servers over key-based SSH with a read-first, OS-aware workflow: gather context, propose a solution, get approval, then execute. Network-breaking changes are blocked by design.",
      "tags": [
        "ssh",
        "linux",
        "sysadmin",
        "operations",
        "remote-execution"
      ],
      "examples": [
        "Check disk usage across my servers and clean up the largest logs.",
        "Investigate why this service keeps restarting and propose a fix."
      ]
    },
    {
      "id": "proactive-monitoring-self-healing",
      "name": "Proactive Monitoring & Self-Healing",
      "description": "Always-on, agentless health monitoring that doesn't just alert — it acts. When CPU, RAM, disk, GPU utilization, temperatures, or reachability cross your thresholds, Zillion Agent automatically investigates the root cause, attempts safe self-healing remediation, and pushes a clear, AI-written analysis to Telegram and Slack so your team wakes up to answers, not just red dashboards.",
      "tags": [
        "proactive-monitoring",
        "self-healing",
        "auto-remediation",
        "alerting",
        "observability",
        "incident-response",
        "telegram",
        "slack",
        "aiops"
      ],
      "examples": [
        "Watch all my servers and automatically diagnose and try to fix anything that breaches my thresholds.",
        "If a server goes offline, investigate why and tell me what you found and what you did.",
        "Alert my team on Slack with root-cause analysis whenever GPU temperature spikes."
      ]
    },
    {
      "id": "network-diagnostics",
      "name": "Network Diagnostics (OAM)",
      "description": "Globally distributed ping, traceroute, and DNS testing from multiple regions simultaneously to diagnose latency, packet loss, routing problems, and geo-DNS behavior.",
      "tags": [
        "network",
        "ping",
        "traceroute",
        "dns",
        "oam",
        "diagnostics"
      ],
      "examples": [
        "Ping my endpoint from China, the US, and Japan and summarize latency and packet loss.",
        "Run a traceroute from multiple regions to find where the route degrades."
      ]
    },
    {
      "id": "agent-managed-sandboxes",
      "name": "Agent-Managed Sandboxes at Scale",
      "description": "Zillion Agent spins up and tears down kernel-isolated microVM sandboxes on demand — fully managed for you. Run untrusted code, builds, and experiments in disposable Linux environments that never touch the host, scale out to massive fleets of sandboxes in parallel, and pick the right flavor for the job from lightweight to memory- and compute-heavy. The agent owns the full lifecycle: spawn, run, scale, and destroy.",
      "tags": [
        "sandbox",
        "microvm",
        "on-demand",
        "agent-managed",
        "scalable",
        "flavors",
        "isolation",
        "code-execution",
        "security"
      ],
      "examples": [
        "Spin up a sandbox, run this build, and tear it down when it's done.",
        "Launch 50 isolated sandboxes in parallel to run my test matrix.",
        "Use a high-memory sandbox flavor for this large workload."
      ]
    },
    {
      "id": "fleet-provisioning",
      "name": "Fleet & Bare-Metal Provisioning",
      "description": "B2B partner-grade fleet automation: provision, configure, and manage servers programmatically with a jobs queue, artifacts, and full audit logs.",
      "tags": [
        "bare-metal",
        "fleet",
        "provisioning",
        "automation",
        "jobs",
        "audit"
      ],
      "examples": [
        "Provision a new bare-metal server and put it into the available pool.",
        "Run a provisioning job and wait for it to complete."
      ]
    },
    {
      "id": "scheduled-automation",
      "name": "Scheduled Automation",
      "description": "Put recurring operations on auto-pilot. Schedule one-time or recurring tasks that wake Zillion Agent to run reports, health checks, and maintenance, with results delivered back to your channel automatically — no babysitting required.",
      "tags": [
        "scheduling",
        "automation",
        "auto-pilot",
        "reports",
        "maintenance"
      ],
      "examples": [
        "Every morning, check all servers and report anything above 80% disk.",
        "Send me a monthly cluster deployment summary on the first of each month."
      ]
    },
    {
      "id": "infrastructure-dashboards",
      "name": "Infrastructure Health Dashboards",
      "description": "Generate rich, interactive health-check and diagnostic dashboards so complex infrastructure state is instantly readable.",
      "tags": [
        "dashboard",
        "visualization",
        "health-check",
        "reporting"
      ],
      "examples": [
        "Show me a health dashboard for this cluster.",
        "Visualize the current resource usage across my fleet."
      ]
    }
  ],
  "default_input_modes": [
    "text/plain",
    "application/json"
  ],
  "default_output_modes": [
    "text/plain",
    "text/markdown",
    "application/json"
  ],
  "extra": {
    "protocolVersion": "0.3.0",
    "preferredTransport": "JSONRPC",
    "provider": {
      "organization": "Zillion Network",
      "url": "wss://app-backend.zillion.network"
    },
    "securitySchemes": {
      "zillionAccount": {
        "type": "http",
        "scheme": "bearer",
        "description": "Authenticate with a Personal Access Token (PAT) sent as an HTTP bearer token. To obtain one: (1) register an account on the portal at https://app.zillion.network and verify your email — registration is portal-only, there is no terminal/API sign-up; (2) sign in, open the Tokens / API Tokens page, and create a token. The PAT is shown once, so copy it immediately; it is a permanent credential tied to your account. For access questions or partnerships, contact [email protected]."
      }
    },
    "security": [
      {
        "zillionAccount": []
      }
    ]
  },
  "found": true,
  "strategy": "manifest-a2a",
  "protocol_std": "a2a"
}

Actions

Test in Playground

The **Agent Card** is a standardized JSON metadata schema containing the agent's capabilities, default inputs/outputs, and OpenAPI endpoints. Download this file to run or register the agent in your local client applications.

Registry Metadata

RegisteredJul 8, 2026
Standarda2a
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