hear-about-usLinkedInnameAyush vishnoiProject TitleAI System Design Architect – Agentic AI System for Cloud Architecture AutomationDescribe 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-readinessWhat AI tools did you use?ü߆ AI & RAG
LangChain
OpenAI GPT-4
Chroma / FAISS
Tiktoken
LangChain Tools (PDF loaders, retrievers)
üñ•Ô∏è Backend
Python
FastAPI
Uvicorn
Pydantic
üíæ Database
MongoDB
PyMongo
üß© Admin UI
Streamlit
PyMongo
üìÅ Document Handling
PyMuPDF / PDFMiner
LangChain Text Splitter
üîê Configuration
.env
Pydantic SettingsShare 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?YesDoes it include any private, sensitive, or restricted code or content? NoDo you give us (AI Demos) permission to feature your work on our website and share it with our community (with full credit)?YesDo you consent to us showcasing your name/profile on our social media platforms and YouTubeYes