Building Production-Ready AI Systems, Retrieval-Augmented Generation (RAG) Applications, and Security Research Projects

• 🎓 Computer Science Engineering Student at PES University
• 🤖 Passionate about AI Engineering, Backend Development, and Cybersecurity Research
• 🔭 Currently building a Production-Ready Regulatory Compliance RAG Assistant
• 🌱 Learning Advanced RAG, Agentic AI, and System Design
• 🏆 Solving Data Structures & Algorithms using Java
• 🌐 Portfolio: https://manjunath-portfolio-green.vercel.app/
• 📫 Email: manjunathbyadagi11@gmail.com

• Conducting research on TCP/IP security, NAT behavior analysis, and firewall mechanisms
• Working with Scapy, Docker, Linux Networking, and packet analysis
• Studying network security vulnerabilities and attack detection techniques

• Participating in industry-oriented software development and AI learning programs
• Developing practical skills in Python, AI/ML, and software engineering
• Collaborating on real-world project-based learning activities

• Machine Learning
• Natural Language Processing (NLP)
• Retrieval-Augmented Generation (RAG)
• Vector Search
• Scikit-Learn
• LangChain
• LlamaIndex

• Network Security
• TCP/IP Analysis
• Firewall Security Testing
• Scapy Automation
• NAT Behavior Analysis
• Security Research

Production-oriented RAG system for compliance teams handling:

• RBI Circulars
• Basel III Guidance
• SEBI Regulations

Tech Stack

Python • FastAPI • BM25 • Vector Search • Docker

Research-focused cybersecurity projects involving:

• NAT Behavior Detection
• TCP Sequence Number Analysis
• Firewall Security Testing
• Docker-Based Network Simulation

Tech Stack

Python • Scapy • Docker • Linux

Machine Learning project focused on telecom customer analytics.

Implemented

• K-Means Clustering
• PCA Visualization
• Data Cleaning & Preprocessing
• Customer Retention Insights

Tech Stack

Python • Pandas • NumPy • Scikit-Learn

✔ Production RAG Systems

✔ Backend Engineering

✔ FastAPI Development

✔ DSA in Java

✔ Cybersecurity Research

✔ Open Source Contributions

🚀 Explore my projects and experience:

🔗 Portfolio Website: https://manjunath-portfolio-green.vercel.app/

💼 LinkedIn: https://www.linkedin.com/in/manjunath-k-byadagi/

Consistency compounds. Small improvements every day lead to extraordinary results.

⭐ Thanks for visiting my profile. Feel free to explore my repositories and connect with me.