Agentic Quiz Generation Pipeline
Multi-agent workflow for knowledge gathering, reasoning paths, and quiz generation quality.
Snapshot
Context
Quiz generation quality varied significantly without explicit decomposition of research and reasoning tasks.
Problem
Single-pass generation struggled to maintain source quality and pedagogical coherence.
System Model
Designed staged agents for retrieval, synthesis, evaluation, and output formatting.
Key Decisions
- Separated retrieval and reasoning responsibilities across agents.
- Introduced scoring checkpoints before final output assembly.
- Preserved traceability of evidence through each generation stage.
Outcomes
Better output reliability and clearer control over quality tradeoffs.
Reflection
Agentic systems are most useful when orchestration is explicit and inspectable.
Additional Notes
Detailed content can be expanded here later.