1. EXTERNAL DATA SOURCES & INGESTION LAYERData Ingestion Agent (Python/FastAPI)- Weather APIs (OpenWeatherMap)- Pollution APIs (CPCB, AQI.in, OpenAQ)- Event Calendar APIs / Custom Scraping- Epidemic Surveillance APIs (NCDC, WHO, HealthLake)- Google Maps API (Traffic/Crowd Density) (Future)- Social Media Sentiment Analysis (Future)- Police/Emergency Services Integration (API/Secure Endpoint)Data Processing: Cleansing, standardizing, formattingStorage: Real-Time & Historical Data Lake (PostgreSQL/MongoDB/AWS HealthLake)

2. INTERNAL HOSPITAL DATA & REAL-TIME EVENT STREAMInternal Hospital Databases (EHR/EMR/LIS)- Data Sync Agent: anonymizes & pulls patient data, resource availability, staff rosters- Hospital Policies Database: patient-to-nurse ratios, wait times, emergency protocolsInterfaces:- Citizen/Patient App (Flutter/React, FastAPI)- Hospital Staff App (Flutter/React, FastAPI)Storage: Augmented Real-Time & Historical Data Lake

3. AADYA MULTI-AGENT SYSTEM (The AI Brain)Agent Orchestration (LangGraph/AutoGen)Prediction Agent (ML Models: Prophet, LSTM, ARIMA, Bayesian)- Inputs: Real-Time & Historical Data Lake- Outputs: Patient volume & case mix forecastsOptimization Agent (Reinforcement Learning, OR-Tools, BedFlow Agent)- Inputs: Forecasts, resource status, policies- Outputs: Resource allocation plans, schedules, alertsAdvisory Agent (NLP/LLM)- Inputs: Forecasts, plans, alerts- Outputs: Contextual advisories for citizens, staff, adminsTransparency & Compliance Agent (XAI, Blockchain)- Inputs: All agent data & user interactions- Outputs: Audit trails, explanations, compliance reports

4. HOSPITAL SYSTEMS (Integration Layer)- API Gateways for secure data exchange- Staff Management System: receives schedules, sends availability- Bed Management System: receives bed strategies, sends status- Supply Chain Management: receives orders, sends inventory- Emergency Response System: receives critical alerts

5. USER INTERFACES & OUTPUTS (The Action Layer)Hospital Staff Dashboard (Flutter/React)- Displays schedules, bed plans, supply recommendations, forecasts, advisoriesCitizen/Patient Mobile App (Flutter)- Book appointments, emergency registration, check wait times, receive advisoriesAdministrator Dashboard (Flutter/React)- System metrics, audit logs, compliance reports, config settingsPolice Dashboard / Secure Portal (Web-based)- Emergency alert input, medico-legal reports via blockchain

AADYA SYSTEM: END-TO-END TECHNICAL ARCHITECTURE & DATA FLOW

External Data Sources & Ingestion Layer- Weather APIs (OpenWeatherMap)- Pollution APIs (CPCB, AQI.in, OpenAQ)- Event Calendar APIs / Custom Scraping- Epidemic Surveillance APIs (NCDC, WHO, HealthLake)- Police/Emergency Services Integration (API/Secure Endpoint)- Data Ingestion Agent (Python/FastAPI)

Data Processing- Cleansing- Standardizing- Formatting (JSON/Parquet)

Real-Time & Historical Data Lake(PostgreSQL / MongoDB / AWS HealthLake)- Stores raw & processed external data- Timestamped & geo-tagged

Internal Hospital Data & Real-Time Event Stream- Internal Hospital Databases (EHR/EMR/LIS)- Data Sync Agent: anonymizes & pulls patient data, resource availability, staff rosters- Hospital Policies Database- Citizen/Patient Interface (Flutter/React App)- Hospital Staff Interface (Flutter/React App)

Augmented Real-Time & Historical Data Lake- Fused view of external & internal data

AADYA Multi-Agent System (The AI Brain)Agent Orchestration (LangGraph/AutoGen)Prediction Agent: ML Models (Prophet, LSTM, ARIMA, Bayesian)Optimization Agent: Reinforcement Learning, OR-Tools, BedFlow AgentAdvisory Agent: NLP/LLM for contextual advisoriesTransparency & Compliance Agent: XAI (SHAP/LIME), Blockchain (Hyperledger Fabric)

Hospital Systems (Integration Layer)- API Gateways- Staff Management System- Bed Management System- Supply Chain Management System- Emergency Response System

User Interfaces & Outputs (The Action Layer)- Hospital Staff Dashboard (Flutter/React)- Citizen/Patient Mobile App (Flutter)- Administrator Dashboard (Flutter/React)- Police Dashboard / Secure Portal (Web-based)

1. EXTERNAL DATA SOURCES & INGESTION LAYER- Weather APIs (OpenWeatherMap)- Pollution APIs (CPCB, AQI.in, OpenAQ)- Event Calendar APIs / Custom Scraping- Epidemic Surveillance APIs (NCDC, WHO, HealthLake)- Police/Emergency Services Integration (API/Secure Endpoint)- Data Ingestion Agent (Python/FastAPI)

2. INTERNAL HOSPITAL DATA & REAL-TIME EVENT STREAM- Internal Hospital Databases (EHR/EMR/LIS)- Data Sync Agent: anonymizes & pulls patient data, resource availability, staff rosters- Hospital Policies Database- Citizen/Patient Interface (Flutter/React App)- Hospital Staff Interface (Flutter/React App)

3. AADYA MULTI-AGENT SYSTEM (The AI Brain)Agent Orchestration (LangGraph/AutoGen)Prediction Agent: ML Models (Prophet, LSTM, ARIMA, Bayesian)Optimization Agent: Reinforcement Learning, OR-Tools, BedFlow AgentAdvisory Agent: NLP/LLM for contextual advisoriesTransparency & Compliance Agent: XAI (SHAP/LIME), Blockchain (Hyperledger Fabric)

4. HOSPITAL SYSTEMS (Integration Layer)- API Gateways- Staff Management System- Bed Management System- Supply Chain Management System- Emergency Response System

5. USER INTERFACES & OUTPUTS (The Action Layer)- Hospital Staff Dashboard (Flutter/React)- Citizen/Patient Mobile App (Flutter)- Administrator Dashboard (Flutter/React)- Police Dashboard / Secure Portal (Web-based)

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