carlomwila-lgtm/The-Zambia-DRC-corridor-centred-on-the-Kasumbalesa-border-post

The Zambia-DRC corridor — centred on the Kasumbalesa border post — is one of Africa's most critical mineral trade routes, carrying the majority of DRC's copper and cobalt exports to global markets. Yet small logistics operators, clearing agents, and truck drivers navigating this corridor face a persistent information asymmetry # 🛃 BorderMind ### Cross-Border Logistics Intelligence Agent — Zambia-DRC Corridor > *Democratizing the institutional knowledge that has historically only been available to large freight forwarders operating along the Kasumbalesa corridor.* --- ## The Problem The Zambia-DRC corridor — centred on the Kasumbalesa border post — is one of Africa's most critical mineral trade routes, carrying the majority of DRC's copper and cobalt exports to global markets. Yet small logistics operators, clearing agents, and truck drivers navigating this corridor face a persistent information asymmetry: - **Large multinationals** (Bolloré/GEODIS, AGL, Kuehne+Nagel) have in-house experts who know every DGDA regulation, every OCC inspection procedure, every SYDONIA quirk. - **Small operators and SMEs** lose days — sometimes weeks — to avoidable delays caused by missing documents, misclassified cargo, or communication gaps between brokers, drivers, and clients. BorderMind closes this gap. --- ## What BorderMind Does An AI agent built on Claude claude-sonnet-4-6 with five specialized tools: | Tool | What It Does | |------|-------------| | `search_regulations` | RAG over curated knowledge base of ZRA, DGDA, OCC, COMESA rules | | `classify_cargo` | HS code classification + duty rates + compliance risk flags | | `analyze_delay` | Root-cause diagnosis + ranked action plan for stuck shipments | | `draft_communication` | Professional border comms in **English, French, and Swahili** | | `get_document_checklist` | Complete, shipment-specific document checklist | --- ## Demo Screenshots *(Add screenshots of Streamlit UI here)* --- ## Architecture ``` User Query │ ▼ ┌─────────────────────────────────────────┐ │ BorderMind Orchestrator │ │ (Claude claude-sonnet-4-6) │ │ │ │ System Prompt → Agentic Loop │ │ │ │ ┌──────────┐ ┌──────────┐ │ │ …