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Multimodal image and audio analysis

Fuse visual and audio inputs into a single reasoning flow.

Intermediate13 min readJul 17, 2025
ImagesAudioMultimodal
MultimodalRealtime + streaming

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Key takeaways
  • Normalize inputs before fusion.
  • Use a single prompt contract for all modalities.
  • Return provenance for each input.

Normalize inputs

Convert audio, images, and text into consistent summaries or embeddings before fusion.

Fusion prompt

Use a single prompt contract that describes how each modality should be weighted.

Latency handling

Stream partial results when one modality is slower to arrive.