realTimeVideoGeneration.h1

Unlike batch processing, WaveSpeed's real-time API supports token-streaming. Video frames are returned as soon as they are generated, rather than waiting for the full clip to render, enabling instant playback start for interactive experiences.

Our proprietary ParaAttention technology optimizes the attention mechanisms within Transformer models, significantly reducing the computational overhead required for each frame. This keeps latency low even as scene complexity and sequence length increase.

Maintain persistent connections for bi-directional data flow. Stream audio or text inputs up and receive video frames down instantly over WebSocket or WebRTC, eliminating HTTP handshake overhead for continuous interactions.