A

Ayush vishnoi

Participant

AI System Design Architect – Agentic AI System for Cloud Architecture Automation

LinkedIn

Individual
Submitted May 30, 2025 at 05:30 AM

Project Demo

Technology Stack

🧠 AI & RAG LangChain OpenAI GPT-4 Chroma / FAISS Tiktoken LangChain Tools (PDF loaders, retrievers) 🖥️ Backend Python FastAPI Uvicorn Pydantic 💾 Database MongoDB PyMongo 🧩 Admin UI Streamlit PyMongo 📁 Document Handling PyMuPDF / PDFMiner LangChain Text Splitter 🔐 Configuration .env Pydantic Settings

Submission Details

hear-about-us
LinkedIn
name
Ayush vishnoi
Project Title
AI System Design Architect – Agentic AI System for Cloud Architecture Automation
Describe what your project does?
Designed and implemented a multi-agent AI system that automates the generation of cloud system architecture diagrams and cost estimates from natural language requirements. Key Highlights: Built a LangChain-powered agentic workflow using LangGraph to coordinate task-specific agents: RequirementsParserAgent to extract structured specifications CloudComponentAgent to recommend AWS services ArchitectureGeneratorAgent to generate Mermaid.js diagrams CostEstimationAgent to calculate real-time cloud cost estimates Developed a modular backend with FastAPI and an interactive Streamlit frontend for form input, diagram preview, and PDF export Integrated OpenAI GPT-4 for intelligent reasoning and diagram synthesis based on vague or incomplete inputs Enabled versioned architecture generation workflows, agent memory, and error-handling mechanisms for production-readiness
What AI tools did you use?
🧠 AI & RAG LangChain OpenAI GPT-4 Chroma / FAISS Tiktoken LangChain Tools (PDF loaders, retrievers) 🖥️ Backend Python FastAPI Uvicorn Pydantic 💾 Database MongoDB PyMongo 🧩 Admin UI Streamlit PyMongo 📁 Document Handling PyMuPDF / PDFMiner LangChain Text Splitter 🔐 Configuration .env Pydantic Settings
Share a 3–5 minute demo video (Google Drive link only) explaining your core idea, tools used, challenges faced, and how you improved your solution — make sure the link is viewable.
https://www.youtube.com/watch?v=lW6IerQV6bM
Is this project your original and proprietary work?
Yes
Does it include any private, sensitive, or restricted code or content?
No
Do you give us (AI Demos) permission to feature your work on our website and share it with our community (with full credit)?
Yes
Do you consent to us showcasing your name/profile on our social media platforms and YouTube
Yes

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