Umay Samli

Computer Scientist

Focused on AI security, explainability, and the security of agentic AI protocols such as A2A and MCP.

Career

Experience

Jun 2026 - Present

Nov 2025 - Jun 2026

May 2025 - Nov 2025

Jan 2025 - May 2025

Sep 2023 - Oct 2024

Nov 2022 - May 2023

Jul 2022 - Aug 2022

Jun 2021 - Sep 2021

Work

Research & Projects

Research code, security labs, and dataset tooling. Source on GitHub; data on Hugging Face.

Insider-Behavior Detection Through LLM Self-Logging

Ongoing research

Study testing whether discrepancies between an authoritative tool-action trace and an LLM's own log_action reports can flag policy-relevant behavior. Includes a blackmail-screening harness with matched pressure/policy cells (Ollama and Gemini adapters).

  • Misalignment Detection
  • Red Teaming
  • Evaluation Harness

Local LLM Pentesting Lab

A deliberately imperfect, fully local banking assistant (Ollama, Python, PostgreSQL, Docker Compose) for practicing LLM application security testing in a controlled environment.

  • LLM Security
  • Red Teaming
  • Security Lab

LLM Firewalls: An Introduction

Educational PoC

A proof-of-concept application boundary that inspects model-generated SQL before it reaches PostgreSQL. Educational demo; not production-ready.

  • LLM Firewalls
  • Guardrails
  • PoC

magibu-toolcall

Quality-focused Python infrastructure for designing, generating, validating, and human-reviewing Turkish tool-calling training data, with schema-based contracts, provenance tracking, and audit records.

  • Tool Calling
  • Dataset Engineering
  • Turkish NLP

Study

Education

Feb 2026 - Present

TED University logo

Masters, Computer Science

TED University

GPA 4/4, Full Success Scholarship, In Progress

Computer Scientist focusing on AI Security, Secure System Design and Distributed Systems. Researching AI black-box problems, agent deployment, and Red Teaming for secure, scalable intelligent systems.

CYBER TEDU: Member and Assistant

Sep 2019 - Jun 2023

TED University logo

Bachelor of Science, Computer Engineering

TED University

GPA 3.8/4, 50% Scholarship, Completed

Developed an ML-assisted fog dehazing project, comparing current dehazing algorithms and developing a platform for ML researchers about image processing.

CYBER TEDU: Member and Assistant

Feb 2021 - Jun 2023

TED University logo

Secondary Degree, Applied Data Science

TED University

GPA 4/4, Full Scholarship, Completed

Conducted research to improve airline passenger satisfaction prediction, achieving a 10% increase in accuracy.

CYBER TEDU: Member and Assistant

Endorsements

References

All reference letters

Credentials

Certifications

Current credentials across AI security, red teaming, cloud, and networking.

More credentials (23)
  • Applied AI Architecture

    Magibu Academy, 2026
  • Model Context Protocol: Advanced Topics

    Anthropic, 2026
  • Introduction to Subagents

    Anthropic, 2026
  • Introduction to Model Context Protocol

    Anthropic, 2026
  • Proofpoint Certified AI Agent Security Specialist 2026

    Proofpoint, 2026
  • Intro to AI Engineering

    Scrimba, 2026
  • Learn Python

    Scrimba, 2026
  • ISO/IEC 27005:2022 Information Security Risk Management

    Udemy, 2024
  • Claude Code in Action

    Anthropic, 2026
  • Advanced Prompt Hacking

    Learn Prompting, 2026
  • Introduction to Prompt Hacking

    Learn Prompting, 2026
  • Claude Code: The Practical Guide

    Udemy, 2026
  • Unmanned Aerial Vehicle Pilot Certificate

    SHGM / Directorate General of Civil Aviation, 2026
  • LaTeX for Professional Publications

    Udemy, 2025
  • Zero Trust Security Masterclass

    Udemy, 2025
  • Supervised Machine Learning: Regression and Classification

    Stanford University, 2024
  • Managing Cybersecurity

    Kennesaw State University, 2023
  • Applied Basic Linux, CEH and Penetration Testing Training

    Turkish Cyber Security Cluster, 2023
  • Road to the CISO: Culminating Project Course

    Kennesaw State University, 2023
  • Managing Cybersecurity Incidents and Disasters

    Kennesaw State University, 2023
  • Managing Network Security

    Kennesaw State University, 2023
  • The GRC Approach to Managing Cybersecurity

    Kennesaw State University, 2023
  • The Foundations of Cybersecurity

    Kennesaw State University, 2023
All certifications on LinkedIn