On-device embeddings

Adam Kershner
Adam KershnerCEO
5 min read

On-device embeddings

Optional local embedding pipeline (WASM + small model packaged with the browser) for semantic features without calling a remote model hub—explain privacy benefit and limitations.

What this is

Some builds ship a local embedding stack (WASM + small model) so semantic features can run without sending text to a remote model hub—improving privacy for supported flows.

How to use it

  • No user setup is required when packaged; features activate when enabled in that build.
  • Expect larger download sizes on first install when embedding assets ship.
  • Quality differs from cloud-scale models; use cloud features when you need maximum recall.

Notes and limits

Embedding coverage does not replace full-page understanding for arbitrary PDFs.

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About the Author

Adam Kershner
Adam Kershner
CEO

I'm the CEO of Kahana, bringing a unique perspective from my management consulting experience at Clarkston Consulting and biomedical engineering background from Duke University. I'm focused on making the future of work more elegant through innovative technology solutions that prioritize user well-being and productivity.