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Kh3m/README.md

Abdul Kareem Adamu (Kh3m)

AI Security Researcher based in Abuja, Nigeria. I study how retrieval-augmented generation (RAG) systems and LLMs can be attacked, and how to defend them with methods that are light enough for real-world, low-resource settings.

I also founded Khemshield, a cybersecurity and AI training organisation that has reached over 264 registrations across eleven Nigerian states.

Research Interests

  • RAG & LLM Security: corpus poisoning, and why signed sources can still be stale or untrustworthy in RAG-based cybersecurity assistants
  • AI Security & Trustworthiness: building AI systems people can rely on, and testing where that trust breaks
  • Adversarial Machine Learning: how attackers manipulate the data and inputs that ML systems rely on
  • Privacy-Preserving Machine Learning: homomorphic encryption, federated learning, and differential privacy for sensitive data

Background

  • BSc Cybersecurity, Bayero University Kano. Best graduating student, CGPA 4.94/5.00
  • Published: Privacy-Preserving Data Analysis Using Homomorphic Encryption, Bayero Journal of Physics and Mathematical Sciences
  • In progress: privacy-preserving sickle cell baseline prediction using HE, federated learning, and differential privacy
  • In progress: phishing detection and user education study (abstract submitted to a Wiley publication)

Featured work

Project Description
rag-corpus-poisoning-iot-security Corpus poisoning attacks on RAG-based IoT and threat-intelligence assistants, with a lightweight provenance defence
privacy-preserving-heart-diagnosis Heart disease prediction on Paillier-encrypted data, so the server never sees patient data or keys
rag-bootcamp-projects Hands-on RAG engineering: hybrid search, agentic pipelines, GraphRAG, and evaluation

Learning

I keep my study work in the open:

Get in touch

I'm open to collaborating on RAG and LLM security, adversarial ML, and applied security research. Email: abdulkareem@khemshield.com

Popular repositories Loading

  1. privacy-preserving-scd-baseline-prediction privacy-preserving-scd-baseline-prediction Public

    Privacy-preserving ML system modeling an individual sickle cell patient's steady-state PCV/Hb baseline using homomorphic encryption, federated learning, and differential privacy.

    Jupyter Notebook 10

  2. rag-corpus-poisoning-iot-security rag-corpus-poisoning-iot-security Public

    Corpus poisoning attacks against RAG-based cybersecurity/IoT threat-intelligence assistants, with a lightweight, edge-deployable provenance defense. Evaluated on TF-IDF and dense-embedding retrieve…

    Python 8

  3. rag-bootcamp-projects rag-bootcamp-projects Public

    Hands-on RAG projects built while teaching Retrieval-Augmented Generation with LangChain, LangGraph, and LangSmith. Covers traditional RAG, hybrid search, multimodal retrieval, agentic and multi-ag…

    Jupyter Notebook 5

  4. ojuiye-fact-checking ojuiye-fact-checking Public

    OjuIye is a provenance-verified, multilingual fact-checking system for Nigeria's 2027 elections. Uses cryptographic source signing to defend against RAG corpus poisoning, with hybrid retrieval acro…

    Python 5

  5. gen-ai-training gen-ai-training Public

    Notes, experiments, and projects from my Generative AI training and hands-on exploration of LLMs and AI agents.

    Jupyter Notebook 4

  6. n8n-workflows n8n-workflows Public

    This repository showcases a collection of automated workflows designed to streamline processes and enhance productivity using n8n, the powerful open-source workflow automation tool. Each workflow i…

    4