I find and fix real bugs in C/C++, Python and TypeScript codebases

Daily open-source practice across OpenMS, OpenPrinting, DBpedia, Rizin and more — every fix ships with a reproduction and a test that fails without it and passes with it.

 

> whoami
open-source contributor, systems / AI engineer
C/C++ bug-hunting | Python & TypeScript fixes | NLP, LLM systems, intelligent retrieval

• Core engineering: C/C++ Python TypeScript SQL
• AI / ML: PyTorch TensorFlow OpenCV LLMs RAG Vector Embeddings
• Backend and APIs: FastAPI Django REST APIs MySQL MongoDB ChromaDB
• Systems and tooling: Docker Git GitHub Automation

• Winner — InnoHack 2.0 (National-level Hackathon)
• Finalist — Innerve X National Hackathon

How I work: fork → verify an issue is still real and unclaimed → fix on its own branch → red/green test → PR. Code-traced when a local build isn't feasible, compiled and run in Docker or natively when it is.

Cross-modal container security framework combining CNN-based static image analysis with GNN-based runtime behavioral analysis — 91% classification accuracy on normal workloads, 86% F1-score on anomaly detection. eBPF-powered syscall monitoring, byte-to-image encoding (Linear and Hilbert Curve), ONNX-based CNN inference with Graph Attention Networks (GATv2), sub-10ms graph inference latency at <1% CPU overhead.

Repo: ManasBagul23/sentinal-cpp
Area: Systems security, C++, eBPF, graph neural networks

Enterprise-grade RAG pipeline for querying PDFs and DOCX documents with semantic search and LLM reasoning. FAISS/Pinecone vector retrieval behind a FastAPI backend, built for legal, insurance and compliance document-intelligence workflows.

Repo: ManasBagul23/LLM-Powered-Intelligent-Query-Retrieval-System
Area: RAG, LLMs, FastAPI, vector search

1. UrbanFlow — Smart Traffic Management using Artificial Intelligence, IEEE ASIANCON 2025
2. Document Verification using Deep Learning Architectures, Springer Conference Proceedings
3. Traffic Management using Machine Learning, IEEE Conference Publication
4. Cultural Bridge Game — Generative AI Based Storytelling for Cross-Cultural Understanding