Search with Jev and Milvus
Search engineering: nine runnable notebooks combine Gemini embeddings and Milvus retrieval with Jev Noul and Choice judgments, while Python applies ranking, filtering, routing, and stopping policies to synthetic examples.

- GitHub stars
- 2,445 as of 2026-09-22
- Forks
- 683
- Language
- Jupyter Notebook
- License
- Apache-2.0
- Created
- 2019-08-09
- Last updated on GitHub
- 2026-09-24

What Jev does in Search with Jev and Milvus
The project describes itself this way: Search engineering: nine runnable notebooks combine Gemini embeddings and Milvus retrieval with Jev Noul and Choice judgments, while Python applies ranking, filtering, routing, and stopping policies to synthetic examples. In the Community additions category, Jev typically decides a single well-defined judgment, such as a label, a score or a yes/no check.
Verification
Verified. We confirmed this repository and its Jev relevance through the GitHub API and the source lists below. A specific file link has not been recorded yet.
Topics
- audio-search
- deep-learning
- embeddings
- image-classification
- image-recognition
- image-search
- llm
- milvus
- nlp
- python
- question-answering
- rag
- semantic-search
- unstructured-data
How Community additions projects use Jev
Projects added from community lists and direct submissions. Many are small, single-purpose experiments, which makes them some of the easiest places to see how a Jev question is framed in real code.
Related Jev projects in Community additions
- MemSearch Jev rerankingzilliztech/memsearchCoding-agent memory: an optional Jev reranker asks Noul questions about retrieved Markdown chunks and sorts them by relevance to the query, with bilingual evaluation results.★ 2,640
Python - fxvercel-labs/fxCoding agent: ships a `typesafe_permission_reviewer` builtin so the agent's permission decisions run through Jev rather than an LLM call.★ 3,126
Zig - minutessilverstein/minutesMeeting notes: local-first transcription app whose live voice path runs its evaluations through Jev.★ 1,494
Rust - v-modal/awesome-jev-toolsv-modal/awesome-jev-toolsTools only, no articles or models.★ 657
- heyjunpenn/awesome-jevheyjunpenn/awesome-jevLarge table of projects with stars, language and last-commit date, plus a searchable site.★ 520
TypeScript - vonwfzyx/vonOpen alternative: a 395M non-autoregressive System One model that answers typed questions with calibrated probabilities in under 15 ms, positioned as a local drop-in replacement for Jev.★ 483
Python