Interactive lesson~20 minAdvanced
Multimodal AI
Multimodal AI aligns text, images, audio, video, and actions into shared representations so models can reason across formats.
CLIPFlamingoCross-modal
Mental model
Different senses become different views of the same latent world.
Assistants now read screenshots, hear audio, inspect video, and act through tools. Fusion quality is the product.
Detail recall
balanced71% modeled signal
Latency
balanced67% modeled signal
Grounded answers
balanced58% modeled signal
Concept pipeline
Build the idea in four moves
Interactive lab
Tune a multimodal assistant for visual reasoning.
Encode
Use modality-specific encoders for text, image, audio, or video.
Focus lens
The part that usually clicks late
Alignment
Text and image vectors need shared semantics.
Detail recall
71
Latency
67
Grounded answers
58
Knowledge check
What is multimodal alignment?
Next horizon
Where this topic is headed
Video-language agents
Screen understanding
Unified action models