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examples: Add Qdrant CVE semantic search POC#323

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qdrant-demo
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examples: Add Qdrant CVE semantic search POC#323
angpt wants to merge 2 commits intomainfrom
qdrant-demo

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@angpt
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@angpt angpt commented Mar 13, 2026

Adds a local vulnerability search example using Encoderfile for embeddings and Qdrant for vector storage.

Adds a local vulnerability search example using Encoderfile for embeddings and Qdrant for vector storage.
@angpt angpt requested a review from besaleli March 13, 2026 17:45
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This looks great!

python main.py

# Run a specific query
python main.py -q "SQL injection in file transfer software"
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nit: use uv run since we're using uv tooling instead of python invocation

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