S
AI/ML2026CompletedFeatured Project

HireMe Smart India Hackathon

React + Vite This template provides a minimal setup to get React working in Vite with HMR and some ESLint rules. Currently, two official plugins are available: - @vitejs/plugin-rea...

RoleSole Developer
Classificationhigh
Client / ContextOpen Source Project
Development TimelineCompleted

Technical Architecture & Engineering Overview

Detailed system design and core implementation

The backend is organized around Django apps: api defines core user and token models, while technical_test encapsulates the domain‑specific entities such as Question, TestSession and TestSettings. Migrations (0001_initial.py) create the necessary tables with fields like skill, yoe, question_text, and JSON blobs for dynamic questions and answers. The use of models.JSONField enables flexible storage of variable‑length test data without schema changes, supporting adaptive test generation.

Data flow begins when a logged‑in candidate initiates a test via the React route /attempt-tech-test. The frontend fetches a question set through a GET request to the Question endpoint, stores the payload in component state, and posts user responses to the TestSession endpoint. The backend timestamps the session (start_time, end_time), computes a score, and persists the result for later retrieval on the TechnicalTestResultPage.

Security guardrails are enforced at the model level: the User model stores hashed passwords (assumed via Django's auth system) and the Token model tracks one‑time use tokens with expiration timestamps. Access control is expected to be handled by Django's permission framework, limiting CRUD operations on Question and User to admin users only.

The frontend uses React Router to define a hierarchy of routes under a DashboardLayout, separating public pages (TeamPage, CommunityPage) from authenticated sections (DashboardHome, TechnicalTestPage). TailwindCSS utilities provide a responsive UI without additional CSS frameworks, and ESLint ensures code quality across the TypeScript/JavaScript codebase.

Build topology leverages Vercel's serverless functions for the Django API (via a custom serverless adapter) and static asset hosting for the React bundle. This results in a low‑maintenance deployment pipeline where code pushes trigger automatic builds and previews.

System Diagrams & Flow Visualizations

Interactive Mermaid architecture & execution flows

Architectural Visualizer · System Architecture

Core System Features

Key capabilities & architectural features

FEATURE 01

Dynamic question retrieval based on skill and years of experience

Dynamic question retrieval based on skill and years of experience

FEATURE 02

JSON‑based answer submission allowing variable‑length test sessions

JSON‑based answer submission allowing variable‑length test sessions

FEATURE 03

Automatic scoring and timestamping of test sessions

Automatic scoring and timestamping of test sessions

FEATURE 04

User authentication and token‑based one‑time login links

User authentication and token‑based one‑time login links

FEATURE 05

Admin interface for managing questions, users, and tokens

Admin interface for managing questions, users, and tokens

FEATURE 06

Responsive React UI with TailwindCSS styling

Responsive React UI with TailwindCSS styling

FEATURE 07

Route hierarchy separating public and protected dashboard sections

Route hierarchy separating public and protected dashboard sections

FEATURE 08

Integration points prepared for Gemini AI‑driven recommendation engine

Integration points prepared for Gemini AI‑driven recommendation engine

FEATURE 09

SQLite persistence with Django migrations for reproducible schema

SQLite persistence with Django migrations for reproducible schema

FEATURE 010

Vercel deployment pipeline for both backend serverless functions and frontend static assets

Vercel deployment pipeline for both backend serverless functions and frontend static assets

Engineering Challenges & Solutions

Problem statements & resolution strategies

Challenge #1

Balancing schema flexibility (JSONField) with data validation and query performance

Balancing schema flexibility (JSONField) with data validation and query performance

Challenge #2

Ensuring secure token handling without exposing raw user IDs

Ensuring secure token handling without exposing raw user IDs

Challenge #3

Managing CORS and CSRF protections across a serverless Django backend and Vercel‑hosted frontend

Managing CORS and CSRF protections across a serverless Django backend and Vercel‑hosted frontend

Challenge #4

Designing a scalable test generation algorithm without a dedicated recommendation service

Designing a scalable test generation algorithm without a dedicated recommendation service

Challenge #5

Choosing SQLite for rapid prototyping while planning migration to a production‑grade RDBMS

Choosing SQLite for rapid prototyping while planning migration to a production‑grade RDBMS

Challenge #6

Coordinating frontend routing to prevent unauthorized access to protected pages

Coordinating frontend routing to prevent unauthorized access to protected pages

Challenge #7

Maintaining consistent styling across TailwindCSS utilities and custom components

Maintaining consistent styling across TailwindCSS utilities and custom components

Challenge #8

Handling time zone differences for `start_time` and `end_time` timestamps

Handling time zone differences for `start_time` and `end_time` timestamps

Challenge #9

Limiting the size of JSON payloads for large question sets to avoid network latency

Limiting the size of JSON payloads for large question sets to avoid network latency

Challenge #10

Providing admin CRUD capabilities without building a custom UI (relying on Django admin)

Providing admin CRUD capabilities without building a custom UI (relying on Django admin)

Key Code Modules & Architecture

Core file entrypoints and service responsibilities

BackendMODULE 01
backend/backend

Module component managing backend source logic

ApiMODULE 02
backend/api

Module component managing api source logic

FrontendMODULE 03
frontend

Module component managing frontend source logic

SrcMODULE 04
frontend/src

Module component managing src source logic

PagesMODULE 05
frontend/src/Pages

Module component managing Pages source logic

ComponentsMODULE 06
frontend/src/components

Module component managing components source logic

HooksMODULE 07
frontend/src/hooks

Module component managing hooks source logic

ServicesMODULE 08
frontend/src/services

Module component managing services source logic

TypesMODULE 09
frontend/src/types

Module component managing types source logic

User Journey Pipeline

  1. 1User Access & Preset Selection: User opens client interface and configures request parameters or task workflow presets.
  2. 2Client Payload Dispatch: Front-end components (React, TailwindCSS) serialize input objects and send HTTP/WebSocket requests to `/api/analyze`.
  3. 3Middleware & Validation Check: API Gateway evaluates CORS headers, authorization tokens, and input validation schemas.
  4. 4Service & Inference Execution: Service controllers dispatch request frames to model inference engine (Gemini AI) or storage layer.
  5. 5Response Delivery & State Synchronization: Serialized output payload is returned to the client and rendered in the visual workspace.

Execution Code Flow

  1. 1Client or caller initiates request to application entrypoint
  2. 2Service layer delegates task to ML runtime or LLM API worker
  3. 3Application serializes JSON/audio/data response back to client

System FAQ & Technical Specifications

Frequently asked questions and core architecture details

Q: What technologies are used in HireMe Smart India Hackathon?

HireMe Smart India Hackathon is engineered using modern full-stack frameworks.

Q: What core engineering problem does HireMe Smart India Hackathon solve?

React + Vite This template provides a minimal setup to get React working in Vite with HMR and some ESLint rules. Currently, two official plugins are available: - @vitejs/plugin-rea...

Q: How is 'Balancing schema flexibility (JSONField) with data validation and query performance' resolved in HireMe Smart India Hackathon?

Resolved through specialized system architecture and resilient state handling.

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