project-4da22d5b

Introduction

The purpose of this document is to outline the system requirements for project-4da22d5b, a web application designed to automate job applications using connectors like Apify. The application will leverage AI to generate resumes tailored to specific job descriptions and automatically apply to jobs on behalf of the user.

System Overview

Project-4da22d5b aims to streamline the job application process by integrating various technologies to automatically search, tailor, and apply for jobs across the internet. The system will utilize connectors to gather job listings, AI to customize resumes, and an automated application process to enhance user efficiency and success rates.

Functional Requirements as Story Points

• As a User, I should be able to connect to various job listing platforms using connectors like Apify.
• As a User, I should be able to upload my resume to the system.
• As a User, I should be able to have my resume automatically tailored to each job description using AI.
• As a User, I should be able to automatically apply to jobs with the tailored resume.
• As a User, I should receive notifications about the status of my job applications.
• As a User, I should be able to view and manage the list of jobs I have applied to.

User Personas

• Job Seeker: An individual actively looking for job opportunities and seeking to automate the application process to save time and increase efficiency.

Core User Flows

1. Job Seeker connects to job platforms -> selects desired job categories -> uploads resume -> system fetches job listings -> AI tailors resume to each job description -> system auto-applies to jobs -> user receives application status notifications.

Visuals Colors and Theme

• primary: #1A73E8 (a deep blue representing trust and professionalism)
• primary_light: #E8F0FE (a light blue for hover states and secondary UI)
• secondary: #FF7043 (a coral hue for emphasis and links)
• accent: #FFD600 (a vibrant yellow for CTAs and active states)
• highlight: #FFA726 (an orange for hover states and notifications)
• bg: #FFFFFF (a clean white background)
• surface: rgba(250, 250, 250, 0.8) (a light gray for cards and panels)
• text: #202124 (a dark gray for primary text)
• text_muted: #5F6368 (a softer gray for secondary text)
• border: rgba(218, 220, 224, 0.2) (a subtle gray for borders)

Signature Design Concept

Interactive Job Application Map: The homepage will feature an interactive map where each job opportunity is represented as a pin. Users can click on a pin to view job details, see how their resume matches the job description, and initiate the auto-apply process. The map will animate as users hover over different regions, highlighting areas with more job opportunities. This will be implemented using motion/react for smooth animations and transitions.

LANDING HERO MOTION BRIEF

The landing page will feature a dynamic animation where resumes are visualized as paper planes flying towards job listings represented by buildings. As each plane reaches a building, it transforms into a "Job Applied" banner. This loop will run continuously, symbolizing the seamless application process. The animation will be created using motion/react for fluid motion and interactivity.

Interaction Model & Motion Direction

• Intended Interaction Model: Animated
  • The landing page will feature scroll-triggered reveals, hover transitions, and spring physics on interactive elements to create an engaging user experience.

Non-Functional Requirements

• The system should ensure secure data handling and privacy for user resumes and personal information.
• The application should be scalable to handle a large number of job listings and applications.

Tech Stack

• Frontend: React for Web
• Backend: Python, FastAPI
• Database: MongoDB
• AI Models: GPT 5.4 for user-friendly responses and resume generation
• AI Tools: Langchain for AI integration
• Local Orchestration: Docker, docker-compose
• Server-side Orchestration: Kubernetes

Assumptions and Constraints

• The system assumes that job platforms provide APIs or connectors for integration.
• The application will operate primarily in the Indian market, considering local job platforms and user preferences.

Glossary

• Apify: A platform for web scraping and automation.
• AI: Artificial Intelligence, used here for generating tailored resumes.
• Resume Tailoring: The process of customizing a resume to match a specific job description.