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Career Canvas | Harshdeep Singh

Career Canvas

Job seekers juggle three disconnected tasks — building a resume, finding relevant roles, and tailoring a cover letter to each one. Career Canvas brings them into a single full-stack workflow: a template-driven resume builder, a job-discovery feed, and AI-generated cover letters written from the live job description, so applying to a role goes from hours of busywork to a guided few minutes.

May 2023 – Dec 2023

Conceived and built a full-stack AI career platform end-to-end — resume builder, job discovery, and AI-generated cover letters — owning everything from data ingestion through UI.
Engineered a dynamic resume builder with customizable templates and automated PDF generation via Puppeteer (headless Chrome), producing print-ready documents directly from structured user data.
Integrated the OpenAI API to generate personalized cover letters from a job description plus the user's profile, turning a tedious manual task into a one-click draft tailored to each role.
Built a job-discovery pipeline that scrapes and processes listings with real-time updates, feeding live role context straight into the cover-letter generator.
Designed the backend data models and REST APIs (Node.js / Express / MongoDB) to tie resume data, scraped listings, and AI generation into one cohesive workflow.

React

Express

NodeJS

MongoDB

JavaScript

Puppeteer

OpenAI

Web Scraping

Getting Started with Create React App

This project was bootstrapped with Create React App.

Available Scripts

In the project directory, you can run:

`npm start`

Runs the app in the development mode.
Open http://localhost:3000 to view it in your browser.

The page will reload when you make changes.
You may also see any lint errors in the console.

`npm test`

Launches the test runner in the interactive watch mode.
See the section about running tests for more information.

`npm run build`

Builds the app for production to the build folder.
It correctly bundles React in production mode and optimizes the build for the best performance.

The build is minified and the filenames include the hashes.
Your app is ready to be deployed!

See the section about deployment for more information.

`npm run eject`

Note: this is a one-way operation. Once you eject, you can't go back!

If you aren't satisfied with the build tool and configuration choices, you can eject at any time. This command will remove the single build dependency from your project.

Instead, it will copy all the configuration files and the transitive dependencies (webpack, Babel, ESLint, etc) right into your project so you have full control over them. All of the commands except eject will still work, but they will point to the copied scripts so you can tweak them. At this point you're on your own.

You don't have to ever use eject. The curated feature set is suitable for small and middle deployments, and you shouldn't feel obligated to use this feature. However we understand that this tool wouldn't be useful if you couldn't customize it when you are ready for it.

Learn More

You can learn more in the Create React App documentation.

To learn React, check out the React documentation.

Career Canvas

Getting Started with Create React App

Available Scripts

npm start

npm test

npm run build

npm run eject

Learn More

Code Splitting

Analyzing the Bundle Size

Making a Progressive Web App

Advanced Configuration

Deployment

npm run build fails to minify

`npm start`

`npm test`

`npm run build`

`npm run eject`

`npm run build` fails to minify