Convolve 4.0 - IIT Hackathon Winners - Qdrant

This post highlights the use of Qdrant in three winning projects from the Convolve 4.0 IIT Hackathon: Masthishq (multimodal AI agent for patient assistance), SignalWeave (temporal AI memory system for trend detection), and Demeter (autonomous multi-agent system for hydroponic farm management). All projects leverage Qdrant as a persistent vector memory layer for storing embeddings, enabling retrieval, and facilitating long-term memory and reasoning in AI systems.