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Aparna Pradhan
fullstack dev specia... • 4m
🚀 Just wrapped up another portfolio project: AI Strategy Assistant, part of my ongoing journey in building agentic, RAG-powered AI systems! 🧠 What it is: A personal Streamlit-based app that simulates multi-perspective feedback (like CTO, founder, marketer) using LangChain and FastAPI. It helps users clarify their strategy by acting as their AI brainstorming partner. 💡 What I learned: - Multi-agent simulation: Building persona-based responses with memory and tone variation. - AI predictability: Handling malformed outputs from models, especially in JSON structure. - Async processing: Added real-time feedback with background task handling and status tracking. - History tracking: Used SQLite to persist feedback and allow iteration. Limitations - In-Memory Storage: Uses request_store dictionary (not persistent across restarts). - No WebSockets: Uses polling instead of push notifications. Comment Image 🛠 Tech Used: Python, Streamlit, FastAPI, LangChain, OpenRouter, SQLite This is part of my goal to showcase practical AI tools that assist founders and solopreneurs in making faster, clearer decisions—on a budget. ✨ Built in public. Feedback welcome. https://github.com/Aparnap2/strategy-agent #PortfolioProject #AI #Python #LangChain #Streamlit #FastAPI #OpenSource #BuildInPublic #AgenticWorkflows #SolopreneurTools
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