A Python/FastAPI monolith encapsulating all ML pipelines and agent workflows—damage assessment, resource-allocation recommendations, alert generation, and multimodal data inference.

A Node.js/Express monolith handling authentication, data persistence, task orchestration, and integrations with mapping and comms services.

A centralized docs repository hosting all the project’s technical documentation—API references, user guides, architecture overviews, setup instructions, and contribution guidelines—for the DisasterOpsAI platform.

A React monolith that powers the real-time dashboard and user interface for first responders, volunteers, and coordinators.