Perundurai, Tamil Nadu · India

Santhosh V is an engineer working on machine learning for cybersecurity.

Now
Research Intern, QClairvoyance Quantum Labs
Prev
Student Intern, AICTE Internship Programme
Won
Smart India Hackathon 2024 — Joint Winner
Portrait of Santhosh V
01

Selected work

  1. TorpedoX SIH '24 Winner

    An AI tool that identifies the cryptographic algorithm behind raw hex data. A five-layer classifier separates hashes from ciphertext, classical from modern, symmetric from asymmetric, block from stream — then names the exact algorithm (AES, DES, ChaCha20, RSA, Vigenère…) and its mode of operation.

    • Python
    • Machine Learning
    • Cryptography
    2024 →
  2. Small Open-Weight LLMs for Security Tasks Research

    A measurement study of how well small open-weight language models handle security work — knowledge, tool calling, and the cost of reducing refusals — with a five-agent LangGraph system and a local RAG knowledge base built from MITRE ATT&CK, CWE, CAPEC and OWASP.

    • LangGraph
    • llama.cpp
    • RAG
    • Gradio
    2026 →
  3. Oppie — Ransomware Scanner

    Four layers of protection behind one Flask interface: real-time file-system monitoring, custom YARA rules, hash-based deep scanning, and URL checks through the VirusTotal API.

    • Python
    • Flask
    • YARA
    • VirusTotal
    2024 →
  4. Herito Wellness Freelance

    Product website for a functional-beverage brand, with an interactive 3D bottle showcase.

    • React
    • JavaScript
    • 3D
    Live ↗
  5. Spectra — MADC

    Website built for Spectra, MADC.

    • React
    • Vite
    • CSS
    Live ↗
More projects 10
02

Writing

I write notes on large language models, AI and security as I research them.

Read the blog ↗
03

Experience

2025 — Present

Research Intern

QClairvoyance Quantum Labs Pvt. Ltd. · Hyderabad

A Hyderabad deep-tech startup building quantum computing and AI software for data security, biotechnology and other deep-tech applications.

Apr — Oct 2025

Student Intern

AICTE Internship Programme · New Delhi

Hosted at NTRO

AICTE is India's national statutory body for technical education under the Ministry of Education.

  • Built machine-learning and deep-learning models for password identification and analysis.
  • Applied generative AI and GPT models to password analysis using contextual inputs.
  • Ran password-strength and cracking experiments with Hashcat to study real-world attack methods.
  • Studied the theoretical foundations of quantum computing — qubits, superposition and computation models.
  • Large-scale data preprocessing and exploratory analysis with Python and Pandas.
04

Recognition

05

About

I'm an Information Technology undergraduate at Kongu Engineering College, interested in where security and machine learning meet — identifying ciphers with classifiers, scanning for ransomware, and testing what small language models can actually do for defenders. I also enjoy building clean, fast web apps.

Education

Kongu Engineering College

B.Tech, Information Technology

2023 — 2027 · CGPA 8.60

Government Boys Higher Secondary School, Perundurai

Higher Secondary Certificate

2023 · 87%

Certifications

  • Web Application PentestingTryHackMe
  • Junior Penetration TesterTryHackMe
  • Cyber Security 101TryHackMe

Languages

Tamil, English

Skills

Security testing

Carried out a VAPT for Kongu Engineering College and took part in the BOSS OS bug bounty challenge at CDAC, Bengaluru. Hands-on pentesting practice through TryHackMe.

AI and LLM security

Final-year research on small open-weight language models for security tasks — tool calling, jailbreaking and refusal behaviour. Completed Coursera coursework on retrieval-augmented generation (RAG).

PyTorch · LangChain · LangGraph · RAG · Ollama · llama.cpp

Machine learning

Built classifiers that identify cryptographic algorithms (TorpedoX, SIH '24 winner) and ML models for password analysis.

Python · PyTorch · TensorFlow · Pandas

Web development

Build and ship production websites, including freelance work for Herito Wellness, with 3D product animation made in Blender.

React · Vite · Express.js · Flask · FastAPI · Blender

Embedded and IoT

Built projects with NodeMCU, ESP32 and Arduino, and attended hands-on embedded-systems workshops.

ESP32 · NodeMCU · Arduino · C

Game development

Made simple games in Unity.

Unity · C#

Languages Python, C, Java, JavaScript, C++ Tools Git, Linux, Docker, Kubernetes

06

Contact

Open to research and security roles, collaborations, or just a good conversation.

santhoshradhai2005@gmail.com