• READY
  • ACTIVE
  • RUNNING
  • HUMAN

How to deploy AI inference tasks with your AI

Connect Shunwang Tech to your agent to manage GPU resources and run workloads through natural language.

Ask AI about this page

Short answer

How can I run inference tasks using my AI?

Tell your agent to find a suitable system image and a specific GPU cluster, then have it launch the task. You'll get a breakdown of available resources and the ability to trigger execution immediately.

Deployment outcomes

Where your tasks land.

The agent maps your request to the right hardware and software.

READY

Resource visibility

Your agent identifies which system images are ready for use. You get a clear view of what software environments are available.

ACTIVE

Cluster selection

The agent maps out available GPU clusters. You can pick exactly where your workload needs to run based on hardware availability.

RUNNING

Task execution

The agent triggers the actual computing task. Your workload moves from a request to a live process on the hardware.

HUMAN

Manual oversight

You decide when to pull the trigger on a specific cluster. The AI handles the discovery, but you maintain control over the final deployment.

The workflow

What your AI does when the task arrives.

The agent handles the heavy lifting of resource discovery and command execution.

  1. Scan images

    The agent looks through the registry to see which system images are currently available for your workload.

    list_images

  2. Locate hardware

    It checks the available GPU clusters to find the right hardware match for your requirements.

    list_clusters

  3. Launch workload

    Once the image and cluster are identified, the agent sends the command to start the computing task.

    create_task

  4. Confirm deployment

    The agent verifies that the task was successfully sent to the cluster and reports the status back to you.

    create_task

Try it

Copy these to start.

Use these prompts to begin your deployment.

Starting points

These are basic starting lines. Swap out the image names or cluster IDs with your specific requirements.

Shunwang Tech Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_bgiyuAWhRzWrIFnn1swCL5IcEpCA8FYUUwp4FNb7/mcp

Claude Desktop

Follow the steps below to connect in seconds.

  1. 1In Claude Desktop, open Settings → Connectors.
  2. 2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
  3. 3Click Add and start a new chat — Shunwang Tech capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "shunwang-tech-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_bgiyuAWhRzWrIFnn1swCL5IcEpCA8FYUUwp4FNb7/mcp"
    }
  }
}
Copy into chat04

  • Show me all the available system images.

  • Which GPU clusters are currently online?

  • Deploy a new task using the 'resnet-v2' image on the 'gpu-cluster-alpha' cluster.

  • Find an available cluster and launch a task with the 'llama-3-inference' image.

  • Claude
  • ChatGPT
  • Cursor
  • VS Code
  • Windsurf
  • Claude Code
  • JetBrains
  • Cline

Start here

Connect Shunwang Tech once, then ask.

One connection gives your agent access to your GPU resources. Everything stays secure and ready for your next command.

Connect Shunwang Tech to your AI

FAQ

How this task behaves.

  • 01

    Can the AI delete existing system images?

    No. The agent can only list available images; it cannot delete or modify them.

  • 02

    Does the AI choose the cluster automatically?

    It can, but you should specify a cluster if you have strict hardware requirements. The agent follows your direction.

  • 03

    Can I monitor the task progress through the AI?

    The agent can trigger the task, but real-time telemetry depends on your specific cluster configuration.

  • 04

    Will the AI charge my account for every list command?

    No. Listing images and clusters is a read-only action that doesn't trigger task costs.

  • 05

    Can the AI change the GPU hardware specs?

    No. The agent can only select from the clusters that already exist in your environment.

  • More questions about Shunwang Tech? The Connector page answers them. See everything the Shunwang Tech Connector can do

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