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Duplicate Detector
EmbeddingsCatch near-duplicate bug reports before they are filed, even when they share no words with the original.
Why On-Device?
Deduplication runs while the user is still typing, because every similarity check is a local vector comparison — no server calls per keystroke.
Interactive Demo
Semantic Embedder: Loading...
The tracker's existing issues need to be embedded before duplicate detection can run.
Report an Issue
Similarity threshold0.60
Open Issues 0
Issues appear here once the index is built.
Implementation Code
demo.js
Keep exploring
56 demos, all running on-device.
Moderation Cascade
The production pattern for cheap moderation: embeddings clear the obvious 90% in microseconds, the LLM judges only the borderline.
Semantic Embedder Prompt API
Chat With Your Document
Fully local RAG: retrieve the relevant passages with embeddings, then answer with the Prompt API — citations included.
Semantic Embedder Prompt API
Semantic vs. Keyword Search
Search a help center by meaning, side by side with keyword search — and watch keywords miss what embeddings find.
Semantic Embedder