Embedding Generator Integration

[yairgott]

Today, users must use some external service, like Vertex AI, to generate embedding based on their documents. This process can be simplified by offering built-in integration with embedding generator services, significantly reducing onboarding friction and enhancing the user experience.

Supporting such requires automatic versioning management of the generated embeddings. Proper version control is essential to ensure compatibility and consistency across different embedding updates.