Medical Students
Technology Deep Dive

Features That Save Lives

Every feature is engineered to reduce barriers, protect privacy, and deliver clinically accurate support to young Zambians.

FEATURE 01

WHO-Certified Clinical AI Engine

At the heart of Aunty Mimi is Google's most advanced AI model, custom fine-tuned for Zambian SRHR contexts. With a 1 million token context window, it maintains entire conversation histories for nuanced, compassionate care delivery.

WHO Protocol Training

Trained on complete WHO SRHR guidelines, Zambian MoH protocols, PEPFAR treatment guidelines, and local clinical best practices.

Multi-Turn Clinical Conversations

Remembers context across entire sessions. Asks clarifying questions like a real clinician. Never gives generic advice — always contextual.

Safety Guardrails

Triple-layer content safety: AI refuses to diagnose, recommends testing, and always suggests professional follow-up for clinical decisions.

PEP Urgency Calculator

Automatically calculates hours since potential exposure, assesses PEP eligibility within the 72-hour clinical window, and generates urgent facility referrals.

// Aunty Mimi AI Clinical Pipeline
const engine = ClinicalAI.init({
model: "mimi-clinical-v2",
contextWindow: 1_000_000,
safetyLevel: "CLINICAL_GRADE",
languages: ["bem", "nyn", "toi", "en"],
protocols: ["WHO_SRHR", "PEPFAR"],
});
const response = await engine.triage({
input: userMessage,
slangTranslation: true,
crisisDetection: true,
pepUrgency: true,
facilityReferral: true,
});
✓ Response generated in 1.2s
✓ Crisis level: LOW
✓ Facility ref: UTH Lusaka
Doctor Young Doctor
Crisis Detected
Auto-escalating to human counsellor...
⏱ Avg Response: 28s 🛡 Context Transfer: 100%
FEATURE 02

Real-Time Crisis Detection & Response

Our crisis detection AI monitors every conversation for signals of immediate danger — suicidal ideation, self-harm, GBV in progress, or medical emergencies. When detected, it triggers an instant handover protocol.

30-Second Escalation

Average time from crisis detection to human counsellor connection.

Full Context Transfer

Counsellors receive complete conversation history, risk assessment, and recommended intervention protocols automatically.

Emergency One-Tap

Police (990), Ambulance (991), Child Helpline (116), and Crisis Line (5000) are always one tap away.

Predictive Analytics

Machine learning identifies trends and hotspots, enabling preventive outreach before crises occur.

FEATURE 03

Stealth Mode Protection

For youth in hostile environments where accessing health information could be dangerous, Stealth Mode disguises the entire Aunty Mimi interface as a calculator app. One secret gesture returns to the health platform.

Calculator Disguise

Full working calculator interface. No hint of health content. Activated via Ctrl+Shift+S or triple-tap on mobile.

History Purge

Auto-clears browser history, cache, and cookies of all Aunty Mimi activity when Stealth Mode activates.

Panic Exit

Escape key instantly closes the session, clears all data, and redirects to a neutral page (Google search).

84 × 7 = 588
↑ What everyone else sees. Your secret is safe.
Press Ctrl+Shift+S to toggle
FEATURE 04

Multilingual Slang-to-Clinical NLP

The first NLP pipeline in Africa that translates youth street slang into clinical medical terminology across 4 Zambian languages.

How Youth Actually Talk

Bemba Slang:
"Ndefwaya ku-churner, ndeumfwa sana bad" → "I need PEP, I'm feeling really unwell"
Nyanja Mix:
"Ine ndinafuna ma-ARVs but ndikumva manyazi" → "I need ARVs but I feel ashamed"
Code Switch:
"Awe bwana, I had unprotected last night, what do I do?" → PEP urgency triage activated
Tonga Youth:
"Ndilabeleka, ndimvwa ku-stress" → "I'm struggling, I'm feeling stressed"

Clinical Translation Pipeline

1
Language Detection — Auto-detects language and dialect in real-time
2
Slang Normalization — Maps 2,000+ slang terms to standard vocabulary
3
Clinical Mapping — Converts normalized text to WHO clinical codes
4
Response Generation — AI responds in the user's original language/dialect
5
Quality Assurance — Clinician review layer for complex translations
FEATURE 05

Anonymous QR Clinic Referrals

When Aunty Mimi AI refers a user to a facility, it generates a unique encrypted QR code. The user simply shows this at the clinic — no name, no explanation needed. The facility scans it and instantly knows the recommended services.

Zero-Identity Referral

QR encodes only clinical recommendation — never personal details. Expires after single use.

Facility-Ready

287 mapped facilities can scan and decode referrals. Service codes map to standard clinical pathways.

Time-Sensitive

PEP referral QRs display remaining window hours. Facilities prioritize time-critical cases automatically.

Pharmacy Consultation
Pharmacist Medical Monitor
FEATURE 06

Counsellor Command Center

A real-time operations dashboard for counsellors and administrators to monitor conversations, intervene in crises, and analyze health trends.

Live Conversation Monitor

See all active AI conversations in real-time. Flag, annotate, or take over any session instantly.

Broadcast Push Messaging

Send targeted health alerts, medication reminders, and campaign messages to segmented user groups.

Predictive Analytics

Geographic heat maps of query types, STI trend analysis, and crisis hotspot prediction using ML.

Role-Based Access

Admins, clinical supervisors, and peer counsellors each see appropriate data levels with full audit logging.

Session Handover Protocol

Seamless AI-to-human handover with full context, risk score, and recommended intervention pathway.

DHIS2 Data Export

Anonymized aggregate data exports compatible with MoH DHIS2 systems for national health reporting.

Teen Rural Boys
FEATURE 07

Offline-First PWA Architecture

50% of Zambian youth have intermittent internet. Aunty Mimi's Progressive Web App architecture ensures critical health information is always accessible — even with zero connectivity.

Service Worker Caching

Core health knowledge base, emergency contacts, and facility data cached locally for instant offline access.

Install Without App Store

Users add to home screen directly — no Google Play or App Store needed. Works on any smartphone.

2G Network Optimized

Compressed payloads under 200KB. Text-first UI loads on EDGE/2G connections in under 3 seconds.

Experience It Yourself

Try our AI chat, explore the facility map, or learn more about how we protect your privacy.