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AI Resume Generator

Team: Blake Schneringer, Semen Kolesnykov, Deris A Leon Carrillo, Archer Amon, Enrique Dominguez

Instructor: Seyedmasoud Sadjadi

Summer 2025 Capstone II

FLORIDA INTERNATIONAL UNIVERSITY

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Problem Definition

  • Job seekers often struggle to create polished, tailored resumes efficiently
    • Translating work experience into resume suited language is often difficult.
    • Traditional resume tools lack automation, intelligent feedback, or adaptability to different job markets and user profiles.

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  • Our approach: create a smooth user interface for resume input integrated with AI to polish language�

COLLEGE OF ENGINEERING AND COMPUTING

FLORIDA INTERNATIONAL UNIVERSITY

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Project Management

  • Completed over the course of 5 sprints using Agile development
    • Early sprints focused on conceptualizing the system, drafting project artifacts, and getting familiar with the main tools
    • Middle sprints focused on creating the front and back end of the system and integrating them together
    • Late sprints focused on improving the overall user experience through adding features like editing and streamlining the resume input process

COLLEGE OF ENGINEERING AND COMPUTING

FLORIDA INTERNATIONAL UNIVERSITY

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Requirements: User Stories

  1. Resume input

as a user, I want to answer a few questions that the AI asks me, such as personal details, education, experience, and skills, so that the AI can accurately generate a detailed resume about me.

  • Resume generation

as a user, I want to choose between generating a resume from scratch, generating a resume from a previous resume, or from a job post.

  • AI-Enhanced Content

as a user, I want the AI to write role-specific resume content, so that my resume is professional and tailored to the job.

  • Export and sharing

as a user, I want to export my resume to PDF, so that I can easily share it with recruiters or upload it to job sites.

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COLLEGE OF ENGINEERING AND COMPUTING

FLORIDA INTERNATIONAL UNIVERSITY

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Use Case Diagram

  • Interactions are only between user and system
  • Core functions based on user stories:
    • Login
    • Input information
    • Generate resume
    • Preview and edit resume
    • Download resume

COLLEGE OF ENGINEERING AND COMPUTING

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System Architecture

  • Cloud hosted in AWS S3 and API Gateway
  • Web application handles user input
  • Calls to OpenAI API for resume generation

COLLEGE OF ENGINEERING AND COMPUTING

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System Design

  • React (frontend) bootstrapped via Create React App
  • Planned REST API endpoints for future database integration
  • Folder structure organized by components, pages, services
  • UI Components: Input forms, resume preview panel
    • Resume preview is rendered in real-time
  • Data Models: Resume fields (e.g., name, experience, education)
  • Services: PDF export logic, error handling, form validation

COLLEGE OF ENGINEERING AND COMPUTING

FLORIDA INTERNATIONAL UNIVERSITY

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Class Diagram

  • Resume generator
  • Step flow
  • Form data
    • Education entry
    • Experience entry

COLLEGE OF ENGINEERING AND COMPUTING

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Summary

  • Our AI Resume Generator aims to simplify the resume creation process using modern web technologies and a user-friendly interface.
  • Users are guided through a series of prompts to input key information
  • It allows users to generate, preview, and download resumes tailored to their needs.

COLLEGE OF ENGINEERING AND COMPUTING

FLORIDA INTERNATIONAL UNIVERSITY