Weather Intelligence

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Dialogflow FastAPI AWS Lambda TypeScript

System Overview

1

Frontend

TypeScript UI

2

Lambda

API Gateway

3

Dialogflow

NLP Engine

4

Webhook

Fulfillment

5

Weather API

Data Source

Detailed Architecture Flow

Complete request lifecycle from user input to response

01
💬

User Input

TypeScript frontend captures natural language query

"What's the weather in Seattle?"
HTTPS POST
02

API Gateway

AWS Lambda receives request via /chat endpoint

Serverless execution begins
Dialogflow API
03
🧠

Dialogflow NLP

Intent detection & entity extraction

Identifies: Intent="ChatBot", City="Seattle"
Webhook Callback
04
🔄

Fulfillment

Dialogflow calls /webhook endpoint

Passes extracted parameters
External API
05
🌤️

OpenWeather API

Fetches real-time weather data

Returns temperature & conditions
Response Chain
06

User Response

Formatted weather information delivered

"The weather in Seattle is 15°C with clear sky"

🔒 Security

Service account credentials secured in Lambda environment

⚡ Performance

Sub-second response time with serverless architecture

🌐 Scalability

Auto-scaling Lambda handles unlimited concurrent requests

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