Dylan Di Filippo
Dylan Di FilippoAI journal

EmbeddingGemma 2 and Foresight: local multimodal search

Panorama

GoogleModels

EmbeddingGemma 2 and Foresight: local multimodal search

Google publishes an open embedding model and an experimental Mac app for meetings.

Available

Facts, analysis and limits

Verified facts

  • EmbeddingGemma 2 maps text, images, video frames and audio into one vector space; the model has 740 million parameters.
  • AI Edge Gallery adds Instant Media Search and Video Moments Finder.
  • Foresight on Mac uses EmbeddingGemma 2 and Gemma 4 for notes, transcripts and local search.
  • The Android ML Kit integration is announced for the following weeks, not as already available.

What changes

Search can address the meaning of an audio or visual excerpt without sending the entire private archive to a cloud service.

Practical implication

Try a small set of authorized documents and check the results in French; obtain consent before any recording.

Availability

Belgium/EEA: regional scope is not specified in the sources reviewed; check the account, contract and processing region before use.

Limits and uncertainty

Experimental application; memory performance is Google measurements on given device. Open-weight does not mean no license conditions.

Builder

GoogleModels

EmbeddingGemma 2 and Foresight: local multimodal search

Google publishes an open embedding model and an experimental Mac app for meetings.

Available

Facts, analysis and limits

Verified facts

  • EmbeddingGemma 2 maps text, images, video frames and audio into one vector space; the model has 740 million parameters.
  • AI Edge Gallery adds Instant Media Search and Video Moments Finder.
  • Foresight on Mac uses EmbeddingGemma 2 and Gemma 4 for notes, transcripts and local search.
  • The Android ML Kit integration is announced for the following weeks, not as already available.

What changes

A shared vector space can replace several transcription, image-description and embedding pipelines; retrieval quality still needs measuring.

Practical implication

Make known queries, measure recall and memory on the target device, and then check the license and future ML Kit status.

Availability

Belgium/EEA: regional scope is not specified in the sources reviewed; check the account, contract and processing region before use.

Limits and uncertainty

Experimental application; memory performance is Google measurements on given device. Open-weight does not mean no license conditions.

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