Technical specifications for an AI-enabled supply chain optimization framework designed for offline-first, low-resource humanitarian settings.

The framework provides guidelines for:

• Predictive demand forecasting using historical and seasonal patterns

• Offline-first architecture with asynchronous synchronization

• Interoperability with existing health information systems

• Human oversight mechanisms and ethical safeguards