What orientation does DreamX-World-5B produce?

Portrait, at 704 × 1280 in the production runtime; the exact size is negotiated per session.

How do controls reach the model?

Movement and camera state are sampled into the next action sequence, so a control change takes effect at the next rollout rather than on the very next frame.

How much does DreamX-World-5B cost on Windflow?

DreamX-World-5B costs $0.0023 per billable session-second ($8.28/hr of billable time). Billing starts at the session's first generation_started event and stops when the session is released or ends. Queueing, worker startup, time before generation starts and the documented reconnect grace are not billed. After generation starts, paused or unwatched time remains billable; release the owner session to stop the meter. There is no subscription.

How do I get access to DreamX-World-5B?

Windflow is in private beta. Request access from the sign-up page, or ask for a live demo of DreamX-World-5B. Approved accounts start with $5 and four concurrent sessions.

Is DreamX-World-5B always running?

No. Model capacity is brought up on demand rather than kept standing. Live readiness for each model is published at api.windflow.online/v1/status, and a live demo can be arranged on request.

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Navigable world model

DreamX-World-5B API

A controllable world rollout on main_video. Served on Windflow as a realtime session you can plug into your product and pay for by the second.

Start a session Request access

Upstream demo reel

Overview

What DreamX-World-5B does

DreamX-World is a general-purpose interactive world model from Alibaba's AMAP research team. DreamX-World-5B, built on a Wan2.2-TI2V backbone, is served on Windflow as a portrait-format controllable world rollout driven by a seed image, a text prompt and movement and camera-control state.

A session keeps the model running: connect once, steer it with text prompts, a reference image and movement and look controls while it runs, and receive the live stream back on a named output track.

Every model in the catalog speaks the same typed session protocol, so switching between models changes the controls you send, not how you integrate.

Architecture: 5B controllable world generation model (Wan2.2-TI2V backbone)
Resolution: 704 × 1280 portrait in the production runtime; negotiated per session
Chunk: Action-sequence conditioned rollout
Inputs: A seed image, a text prompt, and movement/camera-control state
Outputs: A controllable world rollout on main_video
Delivery: WebSocket (H.264) · WebRTC
Session protocol: sdk.realtime.v2
Price: $0.0023 per billable second

$0.0023

Per billable second

Meter starts when generation begins

$8.28

Per billable hour

The same rate, held for an hour

Production

Runtime status

Capacity is brought up on demand

Private beta

Access

Request access or a live demo

Use cases

What teams build with DreamX-World-5B

Portrait-format interactive worlds for mobile-first experiences.
Prompt-and-action controlled scene rollouts from a single image.
Short controllable scenes for storyboarding and previsualisation.
Evaluating a 5B world model against larger alternatives.

Provenance

Where DreamX-World-5B comes from

The model and its code are published by the upstream authors. Windflow runs it behind one session API and bills per billable second.

AMAP-ML/DreamX-World on GitHubLicence · Apache-2.0

Compare

DreamX-World-5B next to similar models

Model	Inputs	Output	Price per billable second
DreamX-World-5B	A seed image, a text prompt, and movement/camera-control state	A controllable world rollout on main_video	$0.0023
LingBot-World 2.0	A seed image (uploadFile) and a text prompt, plus persistent WASD movement and look controls	A navigable stream on main_video you steer in real time	$0.0024
ABot-World-0-5B	A seed image, a text prompt, and persistent movement/camera key state	A third-person navigable world stream on main_video	$0.0023
Hy-Nomas	Text and persistent camera movement/look snapshots	Silent generated video on main_video	$0.0047

FAQ

Questions about DreamX-World-5B

What orientation does DreamX-World-5B produce?: Portrait, at 704 × 1280 in the production runtime; the exact size is negotiated per session.
How do controls reach the model?: Movement and camera state are sampled into the next action sequence, so a control change takes effect at the next rollout rather than on the very next frame.
How much does DreamX-World-5B cost on Windflow?: DreamX-World-5B costs $0.0023 per billable session-second ($8.28/hr of billable time). Billing starts at the session's first generation_started event and stops when the session is released or ends. Queueing, worker startup, time before generation starts and the documented reconnect grace are not billed. After generation starts, paused or unwatched time remains billable; release the owner session to stop the meter. There is no subscription.
How do I get access to DreamX-World-5B?: Windflow is in private beta. Request access from the sign-up page, or ask for a live demo of DreamX-World-5B. Approved accounts start with $5 and four concurrent sessions.
Is DreamX-World-5B always running?: No. Model capacity is brought up on demand rather than kept standing. Live readiness for each model is published at api.windflow.online/v1/status, and a live demo can be arranged on request.

Guides and comparisons

Other models

Realtime video generationHelios Realtime video generationLongLive-2.0 Live video transformationSANA-Streaming Live video transformationEdenLive Live video transformationJoyAI-Video-Edit Navigable world modelLingBot-World 2.0 Neural game renderingMatrix-Game 4.0 Navigable world modelABot-World-0-5B Realtime video generationMiniMax FastH3 Realtime video generationLTX-2.5 Navigable world modelHy-Nomas

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