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AutoEval
AI Code Grading • Sonu Singh Dev

I build AI-powered developer tools.
AutoEval — Intelligent Code Evaluation

I'm Sonu Singh Dev, an MCA student who loves algorithms (C++), scalable backend systems, and applying ML to practical problems. This project is my final-year submission and my recruiter-facing portfolio.

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Project Snapshot

Intelligent Code Evaluation & Analytics — Dockerized executions, GPT feedback, CodeBERT plagiarism detection, and analytics dashboard.

Backend
Flask (Python)
Database
MySQL (Railway)
Execution
Docker Sandboxes
AI
CodeBERT / GPT

Selected Projects

AE

AutoEval — Code Judging

Docker-based code runner, testcase orchestration, and result analytics system.

View Code
PL

Plagiarism Detector

CodeBERT embeddings + Siamese neural network for intelligent code similarity detection.

View File
FB

Feedback Generator

OpenAI GPT-based feedback engine that generates adaptive code reviews for learners.

View File

Journey & Timeline

  1. 🎓

    MCA — Applied Learning (2024)

    Designed architecture for AutoEval, researched CodeBERT & scoring strategies.

  2. 🛠

    PoC & Dockerization

    Implemented language runners, test harness, and CI-friendly flow.

  3. 🚀

    Deploy & Portfolio

    Full-stack deployment and production tuning.