Azzam Naeem

MAFA: A Multi-Agent Framework for Enterprise-Scale Annotation with Configurable Task Adaptation

We present MAFA (Multi-Agent Framework for Annotation), a production-deployed system that transforms enterprise-scale annotation workflows through configurable multi-agent collaboration. Addressing the critical challenge of annotation backlogs in financial services, where millions of customer uttera