Ongoing Research Projects

Project 1: Optimization of CRUD Operations on Milvus Vector Stores Deployed on GKE

• Evaluate existing CRUD operation performance and identify bottlenecks.
• Implement optimized indexing strategies tailored to Milvus operations.
• Refine resource allocation and scaling policies for Milvus deployed on GKE for optimal performance.
• Integrate efficient caching and query optimization techniques.
• Validate performance improvements through comprehensive benchmarking and testing.

Project 2: Design and Implementation of a Multi-Agent Framework for Hallucination Filtering and Disinformation Mitigation

• Assess hallucination and disinformation patterns.
• Architect multi-agent pipelines.
• Develop hallucination detection, verification and reinforment agents.
• Optimize agent orchestration and resource management.

Project 3: Optimizing Audio and Video Analytics in Scalable LLM RAG Pipelines

• Develop methods to integrate audio and video data streams into the existing text-based RAG framework, enabling the model to handle and interpret multimedia queries.
• Implement and optimize algorithms for real-time processing of audio and video data within the LLM framework, ensuring efficient retrieval and generation without compromising the response times.
• Enhance the retrieval mechanisms to support multimedia data, including the development of feature extraction techniques and indexing strategies that are optimized for audio and video content.