Maseru Health AI is a modular, safety-first healthcare support assistant built with Streamlit, rule-based escalation, and LLM orchestration for low-resource environments.
# Maseru Health AI
A modular AI healthcare support prototype exploring rule-based escalation, structured
LLM workflows, and safety-aware response generation for low-resource environments.
Live app:
maseru-health-support-ai.st…
## Overview
Maseru Health AI is a Streamlit-based healthcare support prototype for non-diagnostic
conversations. It organizes a chatbot-style interface into a modular AI workflow
with input parsing, rule-based safety checks, LLM-assisted guidance, structured
response formatting, fallback handling, and deployment-conscious configuration.
The project is intentionally conservative. It does not diagnose, treat, prescribe,
provide emergency response, claim clinical validation, or present itself as
production-ready.
## What the System Does
- Accepts user messages through a Streamlit chat interface.
- Extracts lightweight intent and support signals from user input.
- Runs rule-based safety checks before the LLM is called.
- Uses selected high-risk phrases and physical red-flag phrases to trigger escalation
guidance.
- Uses an existing demonstration TF-IDF + Logistic Regression risk-screening classifier
as part of the safety layer.
- Calls a single Google ADK + LiteLLM-backed LLM workflow when escalation is not
required.
- Generates structured internal responses and renders user-facing guidance in chat.
- Returns a deterministic fallback response if the LLM is unavailable or fails.
- Provides a developer/admin page for inspecting parser and safety metadata.
## What the System Does Not Do
- It does not diagnose medical or mental health conditions.
- It does not prescribe medication or treatment.
- It does not replace clinicians, counselors, clinics, hospitals, or emergency services.
- It does not provide emergency response capability.
- It does not claim clinical validation.
- It is not production-ready.
- It does not implement retrieval-augmented generation.
- It does not implement multi-agent orchestration.
- It does not p …