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deepshikhar23/ai-ms-excel-interviewer

sourceHugging Faceupdated 1y agoView on Hugging Face
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App README

๐Ÿค– Excel Pro-Sim: AI-Powered Interviewer

A fully autonomous, multimodal AI agent that conducts practical mock interviews for Microsoft Excel skills.


About The Project

This project is an AI-powered assessment tool designed to automate the technical screening of candidates for Excel proficiency. Instead of a simple Q&A, this agent presents candidates with real-world tasks, provides them with unique datasets, and evaluates their solutions by analyzing both their written explanation and visual proof in the form of screenshots.

Key Features

  • โ€”๐Ÿค– Multi-Agent System: Built with LangGraph, the application uses a robust, stateful agentic architecture to manage the interview flow.
  • โ€”๐Ÿ‘๏ธ Multimodal Evaluation: Leverages Google's Gemini Vision model to analyze screenshots of the user's work (formulas, Pivot Tables, etc.) providing undeniable proof of skill.
  • โ€”โš™๏ธ Dynamic Task Generation: Each interview session generates unique CSV datasets to ensure a novel challenge for every user.
  • โ€”๐Ÿ—ฃ๏ธ Interactive Experience: A web-based, conversational interface built with Streamlit.
  • โ€”๐Ÿง  Adaptive Logic: The graph is designed to be easily scalable with an adaptive engine that can adjust question difficulty in the future.

Tech Stack

  • โ€”Orchestration: LangGraph
  • โ€”LLM: Google Gemini 2.5 Flash Lite
  • โ€”Frontend: Streamlit
  • โ€”Core Libraries: LangChain, Pandas
  • โ€”Deployment: Hugging Face Spaces