Standard Pipeline

Same four steps.
Every single tool.

Learn the interface for one tool, and you already know the operational pattern for all remaining workflows.

01
✏️

Describe

Write a prompt, upload a reference file, or paste context. Set your primary inputs.

02
⚙️

Configure

Tweak resolution, duration, and model parameters. Validated before job execution.

03

Generate

GPU inference begins. Track real-time stage updates via async yields without frozen UI.

04
📥

Export

Preview results inline, download high-quality outputs, or pipeline into another tool.

Under the hood

Real-time job
status tracking.

Every inference job moves through four distinct states. The user interface updates live — no active polling, no manual page refreshes required.

Idle
Ready for input. Form remains active while the previous generated result stays visible.
Running
Inference in progress. Stage labels and progress bars update via async generator yields.
Success
Output payload received. Preview inline or download. Job saved to history automatically.
Failed
Error trace shown inline — no disruptive popups. Retry instantly without losing settings.