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GianRomani/README.md

Hello there

I am a Senior Machine Learning Engineer at Thomson Reuters based in Zurich / Zug, Switzerland.

Working at the intersection of AI and cybersecurity, I focus on both securing AI systems and applying agentic AI to defensive security challenges.

What I'm Interested In & Exploring

  • Autonomous Vulnerability Remediation: Closed-loop agent environments where models triage and fix code vulnerabilities against deterministic verifiers.
  • Agent Harness Engineering: Low-level harness architecture, runtime sandboxing, and loop engineering.
  • AI Security & Defensive Tooling: Red teaming, prompt injection defenses, and practical guardrails.
  • Offensive Security Foundations: Hands-on pentesting, network exploitation, and practical security audits.

Open Source

  • codeflow-solver — A graph optimization engine that models vulnerability dataflow graphs as a Set Cover Problem to find the minimal set of code changes needed to remediate security findings.
  • I am also preparing a few other open-source tools around agent harnesses and security workflows that I will be releasing soon.

Second Brain

I collect structured research notes, paper summaries, and guides covering Machine Learning, AI Security, and Cybersecurity in my Obsidian Vault.


Beyond the screen:

  • Swimming
  • Specialty coffee
  • Custom mechanical keyboards
  • Escape rooms
  • Cooking

Get in touch:

Pinned Loading

  1. Detection-of-Persuasion-Techniques-in-Texts-and-Images Detection-of-Persuasion-Techniques-in-Texts-and-Images Public

    Code for all three tasks of SemEval-2021 Task 6

    Jupyter Notebook 4

  2. Notes Notes Public

    Personal technical knowledge base and second brain. Curated notes, paper summaries, and guides spanning Machine Learning, MLOps, AI Safety, Cybersecurity, and Specialty Coffee.

    Jupyter Notebook 1

  3. Neural_search_engine Neural_search_engine Public

    Neural search engine for questions/answers from StackOverflow

    Jupyter Notebook

  4. YOLOv3-Neural-Networks-project- YOLOv3-Neural-Networks-project- Public

    Final project for Neural Networks course

    Python

  5. Search-Engine Search-Engine Public

    Search engine for CS jobs announcements in Kijiji websites

    Python

  6. ML_course_homework ML_course_homework Public

    Code and reports of the two homework for the Machine Learning course (Winter 2020)

    Jupyter Notebook