BRT Platform

AI orchestration and RAG (Retrieval-Augmented Generation) platform for SADC organizations.

Built for hybrid dense+sparse search, multi-tenant isolation, and SADC network resilience.

Quick Start (Demo)

# Prerequisites: Python 3.12, Podman or Docker
python scripts/verify-platform.py
make setup
cp .env.example .env  # Fill in ANTHROPIC_API_KEY
make dev-up
curl http://localhost:8000/health

Run a POC Demo

./scripts/instant-poc.sh --prospect "Ministry of Health" --docs ./sample-docs/

Deploy to Client Server

CLIENT_HOST=192.168.1.100 CLIENT_USER=ubuntu TENANT_ID=client-abc ./scripts/deploy-client.sh

Phase 0 — Consulting MVP

This is the consulting MVP. Full SaaS platform (billing, analytics, K8s) comes after first paid invoice.

See marketing/freelancer-packages.md for service offerings. See marketing/case-study-rstp.md for proof of capability.

Architecture

• RAG Engine: Hybrid dense (BGE-large) + sparse (Splade) -> RRF fusion -> MiniLM reranking
• Multi-tenant: JWT-verified per-tenant Qdrant collections
• Resilience: CircuitBreaker (CLOSED/OPEN/HALF_OPEN) + SQLite WAL offline buffer
• Customization: Hookable.execute() — client overrides without forking core

Requirements

• Python 3.12+
• Podman 5.x or Docker
• 4GB+ RAM (for embedding model)
• Linux or macOS (Apple Silicon supported), WSL2 on Windows