Ask Africare

AI health intelligence · Cloudflare Workers AI · LangChain agents

Cloudflare Workers AI · Llama 3.1 · LangChain Agent Backend

Hello! I'm Africare Intelligence — powered by Cloudflare Workers AI (Llama 3.1).

I have access to health data across 15 African nations. Ask me about disease burdens, outbreak risks, resource forecasts, or country comparisons.

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AI Architecture

LangChain

ReAct agent orchestration

Workers AI

Llama 3.1 8B · <50ms

MLflow

Experiment tracking

FastAPI

Python backend

Agent Pipeline

1User query → LangChain Router

2Tool selection (WHO API / Vector DB)

3Context retrieval + injection

4Llama 3.1 inference @ Cloudflare edge

5Structured response + citations

Data Sources

WHO GHODisease incidence

DHIS2National health systems

Africare DBClinic telemetry

World BankHealth financing

Production backend

Full Python FastAPI + LangChain + MLflow backend in /backend — Docker-ready for Kubernetes.