FutureSmart Agent
A complete AI Agent system for real use cases. RAG, NL2SQL, API actions, multi-agent logic — everything in one place.
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Ayush vishnoi
AI System Design Architect – Agentic AI System for Cloud Architecture Automation
Individual
May 30, 2025 at 05:30 AM
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 Settings
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Ayush vishnoi
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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?
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 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.
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
Connect with Ayush vishnoi to learn more about their project.