💡 IdeaGenie – AI-Powered Innovation Idea Evaluation Agent Built during the Luddy Hacks 2025 Hackathon (Case 1) and awarded 2nd Place, IdeaGenie is an AI agent that automates the evaluation and prioritization of innovation ideas submitted through enterprise platforms like ServiceNow. 🔍 Project Overview: IdeaGenie simulates expert-level decision-making using the ReAct (Reasoning + Action) framework and LLMs. It assesses each idea on the basis of ROI, implementation effort, strategic alignment, and historical context, then generates a ranked list with reasoning. 🧠 Key Features: • Two-phase ReAct-style reasoning engine with planning and execution stages • LLM-powered evaluation pipeline using LangChain + Ollama • Vector similarity search using FAISS for retrieving relevant past ideas • Composite scoring system with justifications, parsed and logged • Mock dataset generation and real-time user constraint simulation • Final ranked output as structured JSON — ready for dashboard visualization 🛠 Tech Stack: Python, LangChain, Ollama, FAISS, Flask, React (frontend), JSON, Git 🎯 Key Skills Applied: LLMs | LangChain | ReAct Framework | Vector Databases | FAISS | Flask APIs | Python | AI Reasoning | Chain-of-Thought Prompting | Explainable AI | Software Architecture