About
This system utilises multi-agent collaboration to automatically source and check content from the web and generate cloze (fill-in-the-blank) tests, publishing them with learning management systems (LMS). It employs a multi-agent workflow in which one agent handles real-time web searching via APIs, another formulates questions using LLMs and identifies significant entities to fill gaps, and quality is assured via automated validation metrics before deployment.
Features
-
Real-Time Sourcing: Automatically searches and retrieves content from the web for question generation.
-
Web Integration: Publishes assessments directly to learning management systems for real-time availability.
-
Automated Creation: Uses agents to formulate questions and select meaningful gaps for cloze items.




