U-HEAR: Voice-First SRHR Platform for Liberia ๐ฏ
๐ The Gold-Standard Solution for Liberian Youth SRHR
๐ Executive Summary
U-HEAR is a revolutionary voice-first SRHR platform that reaches every Liberian youth, regardless of literacy, smartphone access, or internet connectivity. By leveraging simple feature phones and voice technology, we break through the barriers that exclude 80% of Liberian youth from SRHR education and services.
๐ฏ The Problem: Why Current Solutions Fail in Liberia
| Barrier | Impact | Our Solution |
|---|---|---|
| ๐ฑ Low Smartphone Access (80% use feature phones) | Apps don't work | Works on ANY phone |
| ๐ Low Literacy Rates (43% youth illiteracy) | Can't read content | Voice-only interface |
| ๐ฐ High Data Costs | Can't afford apps | Toll-free number |
| ๐ซ Cultural Stigma | Embarrassed to seek help | Private, anonymous voice |
| ๐ก Poor Internet (rural areas) | Apps don't load | Offline voice system |
๐ก Our Revolutionary Solution
๐๏ธ Three Access Tiers - Universal Coverage
TIER 1: VOICE-ONLY (Primary Focus)
๐ Toll-free: 888#
๐ฏ For: Feature phone users, low literacy
โจ Features:
โข Voice navigation in Liberian English
โข No reading or typing required
โข Interactive voice scenarios
โข Privacy-protected calls
TIER 2: SMS + VOICE HYBRID
๐ฑ Keywords: Text "HEALTH" to 5050
๐ฏ For: Basic phone users
โจ Features:
โข Voice callback system
โข Audio messages via SMS
โข Points tracking via SMS
โข Emergency contact alerts
TIER 3: SMARTPHONE APP
๐ฒ App: "U-HEAR Liberia"
๐ฏ For: Smartphone users
โจ Features:
โข Offline voice commands
โข Gamified scenarios
โข Points dashboard
โข Local resource maps
๐๏ธ System Architecture
๐๏ธ Core Technology Stack
Frontend Layer:
โโโ React Native Mobile App
โโโ Twilio Programmable Voice IVR
โโโ Africa's Talking SMS Gateway
โโโ Progressive Web App
Backend Services:
โโโ Node.js + Express API
โโโ PostgreSQL Database
โโโ Redis Caching
โโโ AWS EC2 Hosting
AI/ML Integration:
โโโ Google Speech-to-Text
โโโ Custom NLP for Liberian English
โโโ Basic Tone Analysis
โโโ Content Recommendation Engine
๐๏ธ Database Architecture
-- Core Tables
Users (anonymous_id, phone_hash, points, language)
Content (content_id, audio_url, category, duration)
Scenarios (scenario_id, decision_tree, points_value)
Points_History (transaction_id, user_id, activity, points)
Rewards (reward_id, points_cost, description)
๐ฎ Gamified Voice Experience
๐ฏ Interactive Voice Scenarios
Example: "Party Pressure Scenario" ๐
System: "You're at a party. Your friend says 'Skip the condom.' What do you do?"
Options:
1. "Say OK"
2. "Say no and leave"
3. "Get advice"
User chooses 2 โ
System: "Excellent choice! You protected your health. ๐ก๏ธ +15 Points!"
๐ NovaPoints Reward System
Daily Engagement:
โ
Daily Call: +5 points
โ
Scenario Complete: +10-20 points
โ
Correct Choice: +15 points
โ
Refer Friend: +25 points
โ
Weekly Streak: +50 points
๐ Real Rewards:
100 pts = Mobile data (50MB)
250 pts = Menstrual hygiene kit ๐ฉน
500 pts = Clinic voucher ๐ฅ
1000 pts = SRHR Champion Badge ๐
๐ก๏ธ Privacy & Safety Features
๐ Privacy-by-Design
โ
No registration required
โ
Anonymous voice calls
โ
No personal data stored
โ
Discreet system naming
โ
Emergency exit: Say "wrong number"
โ
Encrypted voice data
๐จ Safety Protocols
24/7 Counselor Access: Press 0 anytime
Emergency Bridge: Direct to trained professionals
Discreet Operations: System never says "SRHR" aloud
Cultural Sensitivity: Content reviewed by local experts
๐ Content Strategy
๐๏ธ Voice Content Library
1. Contraception Methods (8 modules)
2. STI Prevention (6 modules)
3. Menstrual Health (5 modules)
4. Consent Education (7 modules)
5. Life Scenarios (12 games)
6. Mental Health (4 modules)
๐ Cultural Localization
โ
Liberian English recordings
โ
Local context scenarios
โ
Cultural myth addressing
โ
County-specific resources
โ
Age-appropriate content (13-24)
๐ Phase 2: Pilot (Months 2-3)
๐ Locations: Montserrado + Bong Counties
๐ค Partners: YMCA Liberia + Ministry of Health
๐ฏ Target: 1,000 active users
๐ฅ Training: 30 Community Health Workers
๐ Phase 3: National Scale (Months 4-6)
๐ฑ๐ท Nationwide toll-free coverage
๐ฃ๏ธ 3 Additional local languages
๐ Advanced analytics integration
๐ค National health system partnership
๐ฏ Demonstration
๐ค Live Flow
The Problem ๐
"Meet Sarah, 16, from rural Bong County. She has a $10 feature phone, can't read well, and is too embarrassed to ask about her health. This is 80% of Liberian youth."
** Tier 1 Demo ๐**
*Live Call to 888#*
"Listen as Sarah accesses SRHR education through voice alone - no reading, no app, no internet required."
Tier 2 Demo ๐ฑ
*Send "SCENARIO" to demo number*
"Watch Sarah receive interactive education via SMS and voice callback, earning points for learning."
Tier 3 Demo ๐ฒ
*Show mobile app*
"For urban youth, our app provides the same voice-first experience with enhanced features."
Impact Dashboard ๐
*Display admin dashboard*
"See real-time analytics: 1,000+ users, top topics, regional trends, and measurable impact."
The Ask ๐ฐ
"With your support, we'll reach 50,000 Liberian youth in year one. Because SRHR isn't a privilege - it's every young person's right."
๐ Success Metrics & Impact
๐ฏ Key Performance Indicators
User Engagement:
โ
500+ daily calls by Month 3
โ
70% scenario completion rate
โ
25% points redemption rate
โ
40% weekly user retention
โ
1.5x referral multiplier
Health Impact:
โ
50% increase in SRHR knowledge
โ
30% increase in clinic visits
โ
25% reduction in risky behaviors
โ
90% user satisfaction rate
๐ฐ Sustainability Model
Revenue Streams:
โข Government Health Contracts (60%)
โข International NGO Partnerships (30%)
โข Premium Analytics Services (10%)
Cost Structure:
โข Telecom: $2,000/month
โข Infrastructure: $500/month
โข Content: $1,000/month
โข Staff: $2,500/month
โข Marketing: $1,000/month
Break-even: 3,000 active users
๐ Why U-HEAR Wins
| ๐งญ Criteria | ๐ Weight | ๐ฅ Our Score | ๐ฅ Why We Win |
|---|---|---|---|
| ๐ฏ Relevance | 25% | โ 25/25 | Directly solves Liberia's core barriers: literacy, devices, stigma, connectivity |
| ๐ฅ User-Centered Design | 25% | โ 25/25 | Voice-first for zero literacy, works on any phone, culturally adapted |
| ๐ Innovation | 20% | โ 20/20 | World's first voice-based SRHR gamification platform |
| ๐ ๏ธ Feasibility | 20% | โ 20/20 | Uses existing telecom, low cost, ready partnerships |
| ๐ง Ethical Approach | 10% | โ 10/10 | Privacy-by-design, inclusive, culturally sensitive |
๐ Unique Competitive Advantages
๐ Technical Innovation
๐๏ธ Voice-First SRHR (World's First)
๐ Hybrid Online/Offline Architecture
๐ฎ Gamified Voice Scenarios
๐ Privacy-by-Design
๐ Toll-Free Accessibility
๐ Cultural Excellence
๐ฑ๐ท Designed Specifically for Liberia
๐ฃ๏ธ Liberian English + Local Languages
๐ฅ Community Health Worker Integration
๐ฏ Culturally Sensitive Scenarios
๐ค Ministry of Health Partnership Ready
๐ Scalability & Impact
๐ Immediate Nationwide Deployment
๐ธ Low Operational Costs
๐ Measurable Impact Metrics
๐ Regional Expansion Ready
๐ง Sustainable Business Model
๐ ๏ธ Technical Specifications
๐๏ธ Voice System Details
Platform: Twilio Programmable Voice
Speech Recognition: Google Speech-to-Text
Languages: Liberian English, Kpelle, Bassa
Audio Quality: MP3, 8kHz, low bandwidth
Capacity: 50 concurrent calls (scalable to 1000+)
Response Time: <2 seconds
๐ฑ Mobile App Specifications
Framework: React Native (iOS/Android)
Offline Storage: 50MB cached content
Voice Processing: On-device commands
Security: AES-256 encryption
Sync: Background internet sync
๐ Hackathon Focus: Use AWS Bedrock / SageMaker AI / AgentCore to build an autonomous, reasoning agent capable of:
1๏ธโฃ Understanding user intent via voice or text
2๏ธโฃ Adapting interactions to emotional state (stress, embarrassment)
3๏ธโฃ Guiding decisions in SRHR, mental health, and personal finance
4๏ธโฃ Rewarding positive behavior via gamified NovaPoints
๐งฑ 2. AWS Stack Mapping
| ๐งฉ Layer | ๐ ๏ธ Services | ๐ฏ Role |
|---|---|---|
| ๐ค AI / Reasoning | Amazon Bedrock, SageMaker AI, AgentCore | Foundation models for NLP, intent, sentiment, reasoning; AgentCore primitives for autonomous decision-making |
| ๐ Voice / Interaction | Twilio / Africaโs Talking / Amazon Connect | Toll-free calls, IVR voice menus, SMS & callback |
| ๐ API & Backend | AWS Lambda, API Gateway, Node.js / Express | Orchestrate requests, route to AI, trigger rewards & scenario logic |
| ๐๏ธ Storage & Database | PostgreSQL (RDS), Redis, S3 | Persist user progress, cache data, store audio / scenario content |
| ๐ ETL / Analytics | Fivetran, Redshift / Snowflake | Consolidate logs from Twilio, Redis, DB โ analytics for engagement and impact |
| ๐ Search & Real-Time Queries | Elastic / OpenSearch | Fast search for scenarios, content, personalized recommendations |
| ๐ฑ Frontend | React Native, PWA | Gamified dashboard, scenario history, points tracking |
| ๐ Security / Privacy | AWS KMS, AES-256 | Encrypt audio, text, and user data; ensure anonymous participation |
๐ง 3. Agent Architecture
โโโโโโโโโโโโโโโโโโโโโโโโโโโโ
โ User Device ๐ฑ โ
โ โโโโโโโโโโโโโโโโโโโโโโ โ
โ โ Feature Phone โ โ Tier 1
โ โ Basic Phone โ โ Tier 2
โ โ Smartphone App โ โ Tier 3
โ โโโโโโโโโโโโโโโโโโโโโโ โ
โโโโโโโโโโโฌโโโโโโโโโโโโโโโ
โ
โโโโโโโโโโโโโโโโโโโดโโโโโโโโโโโโโโโโโโ
โ Voice / Text Input Layer ๐๏ธ๐ฌ โ
โ Twilio / Amazon Connect / SMS โ
โโโโโโโโโโโโโโโโโโโฌโโโโโโโโโโโโโโโโโโ
โ
โโโโโโโโโโโโโโโโโโโดโโโโโโโโโโโโโโโโโโ
โ Speech-to-Text / Parser ๐ง โ
โ Google STT / Amazon Transcribe โ
โโโโโโโโโโโโโโโโโโโฌโโโโโโโโโโโโโโโโโโ
โ
โโโโโโโโโโโโโโโโโโโดโโโโโโโโโโโโโโโโโโ
โ AI Reasoning Layer ๐ค โ
โ Amazon Bedrock LLM / SageMaker โ
โ Custom NLP for Liberian English โ
โ Sentiment Analysis ๐ก โ
โโโโโโโโโโโโโโโโโโโฌโโโโโโโโโโโโโโโโโโ
โ
โโโโโโโโโโโโโโโโโโโดโโโโโโโโโโโโโโโโโโ
โ AgentCore Decision Engine โก โ
โ โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ โ
โ โ Risk Assessment / Guidance โ
โ โ
โ โ Scenario Progression ๐ฎ โ โ
โ โ NovaPoints Allocation โญ โ โ
โ โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ โ
โโโโโโโโโโโฌโโโโโโโโโโโโโโโโฌโโโโโโโโโโ
โ โ
โโโโโโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโโโโโ
โ โ
โโโโโโโโโโผโโโโโโโโโ โโโโโโโโโโผโโโโโโโโโโ
โ Backend & API โ โ Storage / Cache โ
โ Lambda / API โ โ PostgreSQL / โ
โ Gateway / Node.jsโ โ Redis / S3 โ
โโโโโโโโโโฌโโโโโโโโโ โโโโโโโโโโฌโโโโโโโโโโ
โ โ
โผ โผ
โโโโโโโโโโโโโโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโโโโโโโโโโโโ
โ Analytics & ETL Layer ๐โ โ Search / Dashboard ๐ โ
โ Fivetran -> Redshift / โ โ Elastic / Kibana โ
โ Snowflake โ โ NovaPoints Leaderboard โ
โโโโโโโโโโโโโโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโโโโโโโโโโโโ
๐งฌ Logic Flow:
1๏ธโฃ Input Capture: Voice call / SMS / App text
2๏ธโฃ Transcription: Google STT or Amazon Transcribe โ text
3๏ธโฃ AI Understanding: Bedrock LLM interprets intent, sentiment, and context
4๏ธโฃ Decision Making: AgentCore evaluates multi-step reasoning, selecting:
โโโข Correct SRHR guidance
โโโข NovaPoints allocation
โโโข Risk mitigation advice
5๏ธโฃ Feedback / Reward: Voice feedback + gamified points
6๏ธโฃ Data Logging & Analytics: All interactions logged โ Fivetran โ warehouse โ Elastic dashboards
๐ถ 4. Multi-Tiered User Access
| ๐งฑ Tier | ๐ฑ Device | ๐ Access Mode | ๐ ๏ธ AWS Role |
|---|---|---|---|
| Tier 1 | Feature Phone | Toll-Free Voice | Twilio / Amazon Connect IVR, Bedrock AI, AgentCore |
| Tier 2 | Basic Phone | SMS + Voice Callback | Africaโs Talking SMS, Lambda triggers, Bedrock NLP |
| Tier 3 | Smartphone | App + Offline Voice Commands | React Native + Bedrock / SageMaker AI, local caching, S3 audio content |
๐ฎ 5. Gamification & Reward Logic
โจ NovaPoints Allocation:
- โ
Scenario correct choice: +15 pts
- ๐
Daily engagement: +5 pts
- ๐ค Referral: +25 pts
- ๐ Reward Redemption: Mobile data, hygiene kits, clinic vouchers
๐ง Implementation:
- Stored in PostgreSQL
- Triggered by Lambda functions upon scenario completion
- Personalized Guidance: AgentCore decides if user should retry, get hints, or receive adaptive advice
๐ 6. Elastic + Fivetran Use
๐ Elastic (OpenSearch):
- โก Fast search of scenarios & audio content
- ๐ Real-time leaderboard / NovaPoints display
- ๐จ Fraud detection (unusual points behavior)
๐ Fivetran:
- ๐ Consolidates data from Twilio, Redis, PostgreSQL, S3
- ๐ฅ Loads into Redshift / Snowflake
- ๐ Enables real-time analytics for engagement & health impact metrics
๐ 7. Security & Privacy
- ๐ถ๏ธ Anonymous participation: Phone hashed, no personal IDs stored
- ๐ Encrypted voice & text: AWS KMS + AES-256
- ๐ Emergency exit: Say โwrong numberโ or press 0 โ connect to counselor
- ๐คซ Cultural discretion: System never says โSRHRโ aloud
โ Outcome
- ๐ค Fully functional autonomous AI agent
- ๐ Multi-modal voice-first interface (feature phone โ smartphone)
- ๐ฎ Gamified, adaptive guidance with rewards
- ๐ Data analytics via Elastic + Fivetran
- โ๏ธ Scalable & cloud-native hackathon-ready solution
๐ Execution
๐ Immediate Next Steps
1๏ธโฃ Sign MOUs with YMCA Liberia & Ministry of Health
2๏ธโฃ Deploy production environment on AWS
3๏ธโฃ Begin content localization with Liberian youth
4๏ธโฃ Recruit 200 pilot users in target counties
5๏ธโฃ Setup monitoring and analytics systems
๐ฏ 12-Month Impact Roadmap
๐
Month 1โ3: Pilot Launch (1,000 users)
๐ Month 4โ6: National Scale (10,000 users)
๐ฃ๏ธ Month 7โ9: Feature Expansion (+2 languages)
๐ Month 10โ12: Regional Growth (50,000 users)
๐ซ The Differentiator
While other solutions build apps for the connected few, U-HEAR builds a bridge for the excluded many.
We donโt just make SRHR digital โ we make it universally accessible through the most natural, intuitive interface humanity has ever known: the human voice. ๐๏ธ
๐ Final Statement
"U-HEAR isn't another app that urban elites use.
It's a public utility that reaches every young Liberian โ
from Monrovia with a smartphone to Bong County with a $10 feature phone.
Because when it comes to health and rights, no young person should be left behind."
Built with โค๏ธ for the youth of Liberia ๐ฑ๐ท
๐ Users
โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ
โ Feature Phone (Tier 1) ๐ โ โ Basic Phone (Tier 2) ๐ฑ โ โ Smartphone App (Tier 3) ๐ฒ โ
โโโโโโโโโโโโโโโโโฌโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโโโฌโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโโโฌโโโโโโโโโโโโโโ
โ โ โ
โโโโโโโโโโโโโโโฌโโโโโโโโโโโโโโโโโโโดโโโโโโโโโโโโโโโโโโโโฌโโโโโโโโโโโโโโ
โผ
๐ค Voice/Text Input Layer
Twilio IVR / Amazon Connect / SMS Gateway
โ
โผ
๐ฃ๏ธ Speech-to-Text & Parser Layer
Google STT / Amazon Transcribe / normalize.py
โ
โผ
๐ค AI Reasoning Layer
Amazon Bedrock LLM + SageMaker + Nova Act NLP + Sentiment Analysis
โ
โผ
๐ง AgentCore Decision Engine
โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฌโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฌโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ
โ Risk Assessment โ ๏ธ โ Scenario Progression ๐ฎ โ NovaPoints Allocation ๐ โ
โโโโโโโโโโโโโโโฌโโโโโโโโโโโโโโโโดโโโโโโโโโโโโโโฌโโโโโโโโโโโโโโโโดโโโโโโโโโโโโโโฌโโโโโโโโโโโโโโโโ
โ โ โ
โผ โผ โผ
๐๏ธ Backend & API Layer
AWS Lambda + API Gateway + Bedrock + SageMaker + Strands SDK
โ
โผ
๐พ Storage & Cache Layer
PostgreSQL (Users, Points, Scenarios) + Redis (Session) + S3 (Audio / Content) + Transform
โ
โผ
๐ Analytics & Dashboard Layer
Fivetran ETL โ Redshift / Snowflake
Elastic / Kibana โ NovaPoints Leaderboard & Insights
โ
โผ
๐ Monitoring & Expansion
Alerts, Performance Metrics, Scalability, Multi-Language Support
๐ Girl in Need ๐ง
โ
โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ
โ โ โ
Feature Phone ๐ Basic Phone ๐ฑ Smartphone App ๐ฒ
Tier 1 Tier 2 Tier 3
โ โ โ
Toll-Free Call 888# SMS Keyword โ Callback Voice App UI + Offline
Voice Navigation ๐ฃ๏ธ Audio + Points via SMS Gamified Scenarios ๐ฎ
โ โ โ
โโโโโโโโโโโโโโโโโฌโโโโโโโโโโโโโโโโฌโโโโโโโโโโโโโโดโโโโโโโโโโโโโโฌโโโโโโโโโโโโโโโโ
โผ โผ โผ
๐ฃ๏ธ Speech-to-Text Layer NLP + Intent Mapping On-Device STT & Emotion AI
Google STT / Amazon Transcribe (Sentiment / Scenario Classification) Amazon Bedrock + SageMaker + Nova Act
โ โ โ
โโโโโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโโโโโฌโโโโโโโโโโโโโโโโผโโโโโโโโโโโโโโโโ โ
โผ โผ โผ โผ โผ โผ
Scenario Logic ๐ฎ Risk Assessment โ ๏ธ Counselor Escalation ๐จ Gamification Logic ๐ Personalized Guidance ๐ก
Next Scenario Step Pause if Emotion Auto-call / Emergency NovaPoints / Advice / Tips / Actions
(Branching) Spike Detected Clinics / Hotline Rewards Allocation
โ โ โ โ โ
โโโโโโผโโโโโโ โโโโโโโผโโโโโโ โโโโโผโโโโโโ โโโโโผโโโโโโ โโโโโผโโโโโโ
โผ โผ โผ โผ โผ โผ โผ โผ โผ โผ โผ โผ โผ โผ โผ
Peer Party ๐ Health Question โ Violence ๐จ Emotional Spike ๐ฐ Low Points ๐ธ High Points ๐ Mental Health ๐ง
โ โ โ โ โ โ โ
Decision Node Decision Node Decision Node Emotion AI โ Pause NovaPoints Logic โ Reward Advice / Calm Prompts
โ โ โ โ โ โ โ
Multiple Paths โ Next Scenario Multi-path Emergency โ Call Multi-path Analysis Points / Leaderboard AI Reasoning
โ Branches / Notify Guardian / Escalation / Analytics / Guidance
โผ โ โ โ โ โ
โโโโโโโโโโโโโโโฌโโโโโโโโโโโโโโฌโโโโโโโโโโโโโโฌโโโโโโโโโโโโโโฌโโโโโโโโโโโโโโฌโโโโโโโโโโโโโโฌโโโโโโโโโโโโโโ
โผ โผ โผ โผ โผ โผ โผ โผ
Scenario 1 Scenario 2 Scenario 3 Scenario 4 Scenario 5 Scenario 6 Scenario 7 Scenario N
(Contraception) (STI) (Consent) (Menstruation) (Peer Pressure) (Mental) (Violence) (Custom)
โ โ โ โ โ โ โ โ
โผ โผ โผ โผ โผ โผ โผ โผ
โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ AgentCore Decision Engine โโโโโโโโโโโโโโโโโโโโโโโโโโโโโ
โ Branching ๐ Risk โ ๏ธ Guidance ๐ก Rewards ๐ Notifications ๐ Escalation ๐จ โ
โ AWS Services: AgentCore, Bedrock LLM, Nova Act, SageMaker, Strands SDK โ
โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฌโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ
โ
โผ
๐ก๏ธ Privacy & Security Layer
Anonymity โ
Encryption โ
Emergency Exit โ
Discreet Voice Prompts โ
โ
โผ
๐พ Backend Storage & Transformation
PostgreSQL (Users, Points, Scenarios) Redis (Session Cache) S3 (Audio & Assets) Transform (ETL)
โ
โผ
๐ Analytics & Dashboard Layer
Fivetran โ Redshift/Snowflake ETL Elastic / Kibana โ NovaPoints Leaderboard
Real-time Metrics: Engagement, Scenario Completion, Risk Alerts, Emotional Trends
โ
โผ
๐ Outcomes / Impact
โ
Knowledge โ โ
Risk โ โ
Engagement โ โ
Emotional Support ๐ง
โ
Gamified Learning ๐ โ
Privacy Maintained ๐ก๏ธ โ
Real-time Guidance ๐ก
`
Built With
- act
- agentcore
- amazon
- amazon-web-services
- api
- bedrock
- elastic
- fiveran
- gateway
- lambda
- nova
- q
- s3
- sagemaker

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