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BreadyBred/README.md

About Me

  • M.Eng. Software Engineering student at USTC (University of Science and Technology of China), Hefei/Suzhou, China
  • Researching LLM behavior in offensive security at USTC's Information Security Lab - lead developer on Pentra-AI, an MCP-based pentest framework built on top of an open-source base called Hexstrike-AI
  • Background in systems programming, network security, and full-stack dev
  • French national based in China, working across the CN/EU tech stack
  • Coursework: Information Security, Compiler Engineering, Blockchain, Information Theory & Coding, HarmonyOS Development

Tech Stack

Security

Kali Linux Burp Suite Wireshark Nmap Scapy GDB x86 Assembly

Systems & Infrastructure

Linux/Bash Docker C Git QEMU

Development

Python Flask JavaScript React PHP C# Unity


Featured Projects

Pentra-AI — LLM Security Research Framework

Python/Flask · MCP · Kali Linux · Anthropic & Deepseek APIs

Research project at USTC's Information Security Lab. Extended a pentest framework exposing 150+ real security tools via Model Context Protocol, investigating LLM tool-selection behavior across CTF challenges. Compared Claude vs DeepSeek across 3 AI clients using a 774-prompt benchmark corpus.


Stardew Dashboard — Full-Stack AI Dashboard

PHP

Intelligent dashboard analyzing Stardew Valley save files.


Monarchy Mayhem — Unity Game (🥉 Festival MMI France)

Unity · C# · AI State Machines

Team-built game with enemy AI using state machines and pathfinding. Awarded 3rd place nationally at Festival MMI France.


GitHub Stats


Links

LinkedIn Email Portfolio

Pinned Loading

  1. NicolasVero/stardew-dashboard NicolasVero/stardew-dashboard Public

    A tool designed for Stardew Valley players, allowing them to track their game progress and facilitate their advancement.

    PHP 45 1

  2. Assmaa-sec/pentrAI Assmaa-sec/pentrAI Public

    Python

  3. ci-pipeline-guard ci-pipeline-guard Public

    CLI scanner that detects supply chain attacks and security misconfigurations in GitHub Actions and GitLab CI pipelines

    Python 1

  4. llm-firewall llm-firewall Public

    LLM security proxy that classifies and blocks malicious prompts (injection, jailbreak, data exfiltration) before they reach the upstream API, using a two-stage detection engine combining regex patt…

    Python

  5. llm-redteam llm-redteam Public

    Adversarial red-teaming harness for any OpenAI-compatible LLM endpoint. Tests prompt injection, jailbreaks, and indirect injection via simulated tool outputs. Scores responses with heuristics + opt…

    Python

  6. NicolasVero/monarchy-mayhem NicolasVero/monarchy-mayhem Public

    University project to create a game on Unity

    ShaderLab 20 1