LinkOps turns a plain-language CSV question into an executable analysis. Vultr Inference writes the plan and Python; a fresh, disposable container runs it without network access and returns the real result.
01 · PlanVultr Serverless Inference
02 · WriteReadable Python is shown
03 · ExecuteDisposable Docker sandbox
04 · VerifyResults come from the run
Give the agent a task
Ask about totals, trends, comparisons, or outliers.
01 / INPUT
Data handling: the uploaded CSV is not saved in the app database or request logs. The disposable task volume is removed after each run.
Prove the boundary
A fixed, non-destructive check tries network access and a write outside the task workspace inside a disposable container.
Run workspace
READY
The server is planning, executing, and explaining this run. It may take up to a minute.
Plan
Write code
Run sandbox
Explain output
⤴
Your result, executed code, and chart will appear here. Start with the sample CSV to see the full flow.