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Dilnessa Aemro Taye

Security researcher and AI/ML engineer at INSA, Addis Ababa. I work across two intersecting domains: offensive security (web, API, mobile penetration testing and AI red teaming) and machine learning engineering (model development, adversarial evaluation, and production ML systems).

I graduated from the INSA Talent Center in 2025. Since then I've been doing full-scope security assessments, building ML pipelines, and researching the security of AI systems — where both disciplines converge.

Previously active on GitHub under a different account (now inaccessible). This is my current account from March 2026.


Experience

Penetration Tester & AI Security Researcher — INSA (Sep 2025 – Present) Web, API, and mobile security assessments. AI system red teaming — prompt injection, adversarial inputs, model misuse, data leakage. Secure code reviews, CVSS-scored findings, prioritized remediation.

Mobile & Web Pentester — Independent/Contract (2024 – 2025) Manual and automated security assessments across Android/iOS and web applications.


Technical Skills

Offensive Security — Web & API Burp Suite · Caido · Metasploit · sqlmap · Nuclei · ffuf · Nmap · Wireshark · tcpdump

Offensive Security — Mobile Burp Suite · Ghidra · JADX · radare2 · apktool · Drozer · ADB

AI / LLM Red Teaming Garak · PromptBench · LangChain · Hugging Face Transformers · custom adversarial evaluation pipelines · prompt injection · jailbreak analysis · model misuse & data leakage

Machine Learning & MLOps PyTorch · TensorFlow/Keras · scikit-learn · XGBoost · LightGBM · Hugging Face · MLflow · DVC · FastAPI · Docker · Streamlit

LLM Engineering LangChain · LlamaIndex · OpenAI API · RAG pipelines · fine-tuning · embedding models · vector databases (Pinecone, Chroma) · prompt engineering

Scripting & Automation Python · Bash · pwntools · scapy · exploit development · fuzzing · CI security integration


Certifications

  • ISO/IEC 27001 Information Security — SkillFront
  • Certified Cyber Security Officer (CSCSO) — EU Cyber Academy (2026)
  • API Security Fundamentals — APIsec University (2026)
  • AI Fundamentals Nanodegree — Udacity (2025)
  • Android Developer Fundamentals — Udacity (2025)
  • Ethical Hacking 101 (2025)

Projects

Project Description
Web Application Security Assessment Full VAPT of OWASP Juice Shop — SQLi exploitation, CORS misconfiguration, CSP bypass, server fingerprinting
Phishing Detection & Threat Analysis Forensic analysis of 6 live phishing campaigns — header forensics, infrastructure correlation, IOC extraction
API Security Research OWASP API Top 10 assessment — BOLA, auth bypass, JWT algorithm confusion, mass assignment exploitation
Gasha Scanner (private) Enterprise vulnerability scanning platform — scalable incident response integration, collaborative project
PromptVault LLM red team evaluation suite — prompt injection, jailbreak tracking, refusal quality analysis across repeatable evaluation sets
AegisDrift ML monitoring platform — data drift detection, prediction anomalies, model health alerting for deployed models

Addis Ababa, Ethiopia

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