Rachid Azgaou created ATLAS-5416:
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             Summary: Introduce semantic search
                 Key: ATLAS-5416
                 URL: https://issues.apache.org/jira/browse/ATLAS-5416
             Project: Atlas
          Issue Type: New Feature
          Components: atlas-intg
            Reporter: Rachid Azgaou


*Goal* Integrate a vector-based semantic search to enable natural language 
search queries alongside existing keyword matching.

*Key Requirements*
 * *Vector Embedding Generation:* Generate embeddings for core content entities 
on creation and update using an embedding model API

 * *Vector Database Setup:* Set up and configure a vector store (OpenSearch) 
for embedding storage and fast similarity retrieval.

 *  *Search Integration:* Integrate with existing workflow by translating 
incoming natural language queries into embeddings, running a k-NN (k-nearest 
neighbors) lookup against OpenSearch, and returning ranked results strictly 
based on vector distance scores

 * *API Endpoint Update:* Expose semantic search capabilities via the search 
API.



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