Multimodal
Multimodal pipelines that feel real time
Stream audio and visuals, then fuse the signals into a single response loop with tight latency control.
Build multimodal systems that blend audio, vision, and avatar streams while keeping latency low.
- Define latency targets for each stream.
- Normalize audio sample rates and chunk sizes.
- Add fallback text responses for degraded streams.
- Test with low bandwidth and high jitter scenarios.
Audio pipelines
Stream PCM and manage buffering for transcription and speech.
Vision analysis
Fuse image inputs with text instructions for grounded responses.
Avatar sync
Coordinate audio, frames, and blendshapes in lockstep.
Realtime UX
Design turn taking and interruption handling for voice systems.
Multimodal guides
Curated recipes, playbooks, and walkthroughs for this topic area.
Avatar streaming guide
Build real-time avatar experiences with synchronized audio and facial animation.
Multimodal image and audio analysis
Fuse visual and audio inputs into a single reasoning flow.
Realtime voice assistant
Stream audio in, synthesize audio out, and handle turn taking.