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Similarity Search Enhancements: New Embedding Model #147

Open joaonetozup opened 1 month ago

joaonetozup commented 1 month ago

Summary

This issue focuses on enhancing StackSpot AI by evaluating and implementing latest embedding models. The goal is to leverage the new models' capabilities while ensuring smooth integration and maintaining compatibility with existing systems and user experiences.

Intended Outcome

The successful implementation of this feature will result in several key outcomes:

  1. Improved Capabilities: The integration of newer embedding models will enhance the platform’s capabilities, providing better performance, accuracy, and efficiency.
  2. Backward Compatibility: Ensuring backward compatibility will allow existing functionalities and user data to remain unaffected, maintaining a seamless user experience.
  3. Strategic Implementation: A well-planned and phased implementation strategy will ensure stability and minimize disruptions during the upgrade process.
  4. Comprehensive Testing: Rigorous testing will validate the performance and integration of the newer models, ensuring they meet the desired standards and do not introduce new issues.
  5. Updated Documentation: Updated technical documentation will provide clear guidance on the changes and new capabilities, aiding in smooth adoption and utilization by development teams.
  6. Ongoing Feedback and Improvement: Continuous feedback collection and monitoring post-implementation will ensure the models are functioning as intended and allow for iterative improvements based on real-world usage.