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  • San José State University
  • San Jose, CA

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Charannagadeep/README.md

Hi, I'm Charan Nagadeep 👋

Graduate student at San José State University working on AI security, LLM applications, and deep learning.

  • 🏆 6th prize, AI Security Engineering Hackathon (Snyk × AWS × Guild.ai) with AgentBreaker
  • 🔐 Interested in how LLM agents break: prompt injection, tool poisoning, excessive agency
  • 🧠 Building with LLM tool-calling, Transformers, and EEG/brain-computer interfaces

Featured projects

Project What it is Stack
🛡️ AgentBreaker Gandalf-style game where you hack 5 deliberately vulnerable AI agents to learn prompt injection, MCP tool poisoning, excessive permissions, data leakage, and command injection. Snyk score 10/10. Python · FastAPI · Guild.ai · Snyk
🎓 AI-Assistant Tool-calling course-planning assistant grounded in a SQLite database. Compares Phi-3.5 vs Llama-3-8B (86% tool-selection accuracy) using meta prompting, chaining, self-reflection, and caching (~5x speedup). Python · Hugging Face · Gradio · SQLite
🧠 BrainWave Hybrid CNN-Transformer that classifies imagined movements from 64-channel EEG: 72.3% accuracy across 103 subjects with 4.2 ms real-time inference. PyTorch · MNE · scikit-learn
♻️ E-waste Monitor Tracks device lifespans, raises replacement alerts, and suggests responsible recycling routes. Python

Tech I work with

Python PyTorch Hugging Face FastAPI Flask scikit-learn SQLite Docker AWS Snyk Git

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  1. agentbreaker agentbreaker Public

    🏆 6th prize, AI Security Engineering Hackathon (Snyk × AWS × Guild.ai). Gandalf-style game teaching prompt injection, MCP tool poisoning, excessive agency, data leakage & command injection.

    Python

  2. AI-Assistant AI-Assistant Public

    Tool-calling LLM course-planning assistant for SJSU grad students: Phi-3.5 vs Llama-3-8B with meta prompting, prompt chaining, self-reflection & caching over a SQLite DB.

    Python

  3. Brainwave Brainwave Public

    EEG motor-imagery classification with a hybrid CNN-Transformer: 72.3% accuracy across 103 subjects, 4.2 ms real-time inference (PhysioNet EEGMMIDB).

    Python 1 1

  4. E-waste-Monitoring-System E-waste-Monitoring-System Public

    Python tool that tracks electronic-device lifespans, alerts when replacements are due, and suggests responsible recycling options.

    Python

  5. Voting-system Voting-system Public

    Flask web app for voter registration and anonymous vote casting with salted SHA-256 vote hashing.

    Python 1

  6. Child Child Public

    Console app that generates a child's vaccination schedule, books appointments, and shows reminders for parents.

    Python