Data Ingestion and Integration
Convolve 4.0 - IIT Hackathon Winners - Qdrant

Convolve 4.0 - IIT Hackathon Winners - Qdrant

2/27/2026 · Manas Chopra

What this post added

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.

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