RomanNum3ral
/
cai
mirror of https://github.com/aliasrobotics/cai.git
1
0
Fork 0
Code Issues Packages Projects Releases Wiki Activity
cai/research/index.html

3548 lines
82 KiB
HTML
Raw Permalink Blame History

This file contains ambiguous Unicode characters

This file contains Unicode characters that might be confused with other characters. If you think that this is intentional, you can safely ignore this warning. Use the Escape button to reveal them.

<!doctype html>
<html lang="en" class="no-js">
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width,initial-scale=1">
<link rel="prev" href="../cai_development/">
<link rel="next" href="../cai_faq/">
<link rel="icon" href="../assets/imago.png">
<meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.6.11">
<title>Overview - CAI</title>
<link rel="stylesheet" href="../assets/stylesheets/main.4af4bdda.min.css">
<link rel="stylesheet" href="../assets/stylesheets/palette.06af60db.min.css">
<link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
<link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Roboto:300,300i,400,400i,700,700i%7CRoboto+Mono:400,400i,700,700i&display=fallback">
<style>:root{--md-text-font:"Roboto";--md-code-font:"Roboto Mono"}</style>
<link rel="stylesheet" href="../assets/_mkdocstrings.css">
<link rel="stylesheet" href="../stylesheets/extra.css">
<script>__md_scope=new URL("..",location),__md_hash=e=>[...e].reduce(((e,_)=>(e<<5)-e+_.charCodeAt(0)),0),__md_get=(e,_=localStorage,t=__md_scope)=>JSON.parse(_.getItem(t.pathname+"."+e)),__md_set=(e,_,t=localStorage,a=__md_scope)=>{try{t.setItem(a.pathname+"."+e,JSON.stringify(_))}catch(e){}}</script>
</head>
<body dir="ltr" data-md-color-scheme="default" data-md-color-primary="custom" data-md-color-accent="indigo">
<input class="md-toggle" data-md-toggle="drawer" type="checkbox" id="__drawer" autocomplete="off">
<input class="md-toggle" data-md-toggle="search" type="checkbox" id="__search" autocomplete="off">
<label class="md-overlay" for="__drawer"></label>
<div data-md-component="skip">
<a href="#research" class="md-skip">
Skip to content
</a>
</div>
<div data-md-component="announce">
</div>
<header class="md-header md-header--shadow" data-md-component="header">
<nav class="md-header__inner md-grid" aria-label="Header">
<a href=".." title="CAI" class="md-header__button md-logo" aria-label="CAI" data-md-component="logo">
<img src="../assets/imago.png" alt="logo">
</a>
<label class="md-header__button md-icon" for="__drawer">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M3 6h18v2H3zm0 5h18v2H3zm0 5h18v2H3z"/></svg>
</label>
<div class="md-header__title" data-md-component="header-title">
<div class="md-header__ellipsis">
<div class="md-header__topic">
<span class="md-ellipsis">
CAI
</span>
</div>
<div class="md-header__topic" data-md-component="header-topic">
<span class="md-ellipsis">
Overview
</span>
</div>
</div>
</div>
<label class="md-header__button md-icon" for="__search">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M9.5 3A6.5 6.5 0 0 1 16 9.5c0 1.61-.59 3.09-1.56 4.23l.27.27h.79l5 5-1.5 1.5-5-5v-.79l-.27-.27A6.52 6.52 0 0 1 9.5 16 6.5 6.5 0 0 1 3 9.5 6.5 6.5 0 0 1 9.5 3m0 2C7 5 5 7 5 9.5S7 14 9.5 14 14 12 14 9.5 12 5 9.5 5"/></svg>
</label>
<div class="md-search" data-md-component="search" role="dialog">
<label class="md-search__overlay" for="__search"></label>
<div class="md-search__inner" role="search">
<form class="md-search__form" name="search">
<input type="text" class="md-search__input" name="query" aria-label="Search" placeholder="Search" autocapitalize="off" autocorrect="off" autocomplete="off" spellcheck="false" data-md-component="search-query" required>
<label class="md-search__icon md-icon" for="__search">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M9.5 3A6.5 6.5 0 0 1 16 9.5c0 1.61-.59 3.09-1.56 4.23l.27.27h.79l5 5-1.5 1.5-5-5v-.79l-.27-.27A6.52 6.52 0 0 1 9.5 16 6.5 6.5 0 0 1 3 9.5 6.5 6.5 0 0 1 9.5 3m0 2C7 5 5 7 5 9.5S7 14 9.5 14 14 12 14 9.5 12 5 9.5 5"/></svg>
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M20 11v2H8l5.5 5.5-1.42 1.42L4.16 12l7.92-7.92L13.5 5.5 8 11z"/></svg>
</label>
<nav class="md-search__options" aria-label="Search">
<button type="reset" class="md-search__icon md-icon" title="Clear" aria-label="Clear" tabindex="-1">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M19 6.41 17.59 5 12 10.59 6.41 5 5 6.41 10.59 12 5 17.59 6.41 19 12 13.41 17.59 19 19 17.59 13.41 12z"/></svg>
</button>
</nav>
</form>
<div class="md-search__output">
<div class="md-search__scrollwrap" tabindex="0" data-md-scrollfix>
<div class="md-search-result" data-md-component="search-result">
<div class="md-search-result__meta">
Initializing search
</div>
<ol class="md-search-result__list" role="presentation"></ol>
</div>
</div>
</div>
</div>
</div>
<div class="md-header__source">
<a href="https://github.com/aliasrobotics/cai" title="Go to repository" class="md-source" data-md-component="source">
<div class="md-source__icon md-icon">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 496 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M165.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6m-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3m44.2-1.7c-2.9.7-4.9 2.6-4.6 4.9.3 2 2.9 3.3 5.9 2.6 2.9-.7 4.9-2.6 4.6-4.6-.3-1.9-3-3.2-5.9-2.9M244.8 8C106.1 8 0 113.3 0 252c0 110.9 69.8 205.8 169.5 239.2 12.8 2.3 17.3-5.6 17.3-12.1 0-6.2-.3-40.4-.3-61.4 0 0-70 15-84.7-29.8 0 0-11.4-29.1-27.8-36.6 0 0-22.9-15.7 1.6-15.4 0 0 24.9 2 38.6 25.8 21.9 38.6 58.6 27.5 72.9 20.9 2.3-16 8.8-27.1 16-33.7-55.9-6.2-112.3-14.3-112.3-110.5 0-27.5 7.6-41.3 23.6-58.9-2.6-6.5-11.1-33.3 2.6-67.9 20.9-6.5 69 27 69 27 20-5.6 41.5-8.5 62.8-8.5s42.8 2.9 62.8 8.5c0 0 48.1-33.6 69-27 13.7 34.7 5.2 61.4 2.6 67.9 16 17.7 25.8 31.5 25.8 58.9 0 96.5-58.9 104.2-114.8 110.5 9.2 7.9 17 22.9 17 46.4 0 33.7-.3 75.4-.3 83.6 0 6.5 4.6 14.4 17.3 12.1C428.2 457.8 496 362.9 496 252 496 113.3 383.5 8 244.8 8M97.2 352.9c-1.3 1-1 3.3.7 5.2 1.6 1.6 3.9 2.3 5.2 1 1.3-1 1-3.3-.7-5.2-1.6-1.6-3.9-2.3-5.2-1m-10.8-8.1c-.7 1.3.3 2.9 2.3 3.9 1.6 1 3.6.7 4.3-.7.7-1.3-.3-2.9-2.3-3.9-2-.6-3.6-.3-4.3.7m32.4 35.6c-1.6 1.3-1 4.3 1.3 6.2 2.3 2.3 5.2 2.6 6.5 1 1.3-1.3.7-4.3-1.3-6.2-2.2-2.3-5.2-2.6-6.5-1m-11.4-14.7c-1.6 1-1.6 3.6 0 5.9s4.3 3.3 5.6 2.3c1.6-1.3 1.6-3.9 0-6.2-1.4-2.3-4-3.3-5.6-2"/></svg>
</div>
<div class="md-source__repository">
aliasrobotics/cai
</div>
</a>
</div>
</nav>
</header>
<div class="md-container" data-md-component="container">
<main class="md-main" data-md-component="main">
<div class="md-main__inner md-grid">
<div class="md-sidebar md-sidebar--primary" data-md-component="sidebar" data-md-type="navigation" >
<div class="md-sidebar__scrollwrap">
<div class="md-sidebar__inner">
<nav class="md-nav md-nav--primary" aria-label="Navigation" data-md-level="0">
<label class="md-nav__title" for="__drawer">
<a href=".." title="CAI" class="md-nav__button md-logo" aria-label="CAI" data-md-component="logo">
<img src="../assets/imago.png" alt="logo">
</a>
CAI
</label>
<div class="md-nav__source">
<a href="https://github.com/aliasrobotics/cai" title="Go to repository" class="md-source" data-md-component="source">
<div class="md-source__icon md-icon">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 496 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M165.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6m-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3m44.2-1.7c-2.9.7-4.9 2.6-4.6 4.9.3 2 2.9 3.3 5.9 2.6 2.9-.7 4.9-2.6 4.6-4.6-.3-1.9-3-3.2-5.9-2.9M244.8 8C106.1 8 0 113.3 0 252c0 110.9 69.8 205.8 169.5 239.2 12.8 2.3 17.3-5.6 17.3-12.1 0-6.2-.3-40.4-.3-61.4 0 0-70 15-84.7-29.8 0 0-11.4-29.1-27.8-36.6 0 0-22.9-15.7 1.6-15.4 0 0 24.9 2 38.6 25.8 21.9 38.6 58.6 27.5 72.9 20.9 2.3-16 8.8-27.1 16-33.7-55.9-6.2-112.3-14.3-112.3-110.5 0-27.5 7.6-41.3 23.6-58.9-2.6-6.5-11.1-33.3 2.6-67.9 20.9-6.5 69 27 69 27 20-5.6 41.5-8.5 62.8-8.5s42.8 2.9 62.8 8.5c0 0 48.1-33.6 69-27 13.7 34.7 5.2 61.4 2.6 67.9 16 17.7 25.8 31.5 25.8 58.9 0 96.5-58.9 104.2-114.8 110.5 9.2 7.9 17 22.9 17 46.4 0 33.7-.3 75.4-.3 83.6 0 6.5 4.6 14.4 17.3 12.1C428.2 457.8 496 362.9 496 252 496 113.3 383.5 8 244.8 8M97.2 352.9c-1.3 1-1 3.3.7 5.2 1.6 1.6 3.9 2.3 5.2 1 1.3-1 1-3.3-.7-5.2-1.6-1.6-3.9-2.3-5.2-1m-10.8-8.1c-.7 1.3.3 2.9 2.3 3.9 1.6 1 3.6.7 4.3-.7.7-1.3-.3-2.9-2.3-3.9-2-.6-3.6-.3-4.3.7m32.4 35.6c-1.6 1.3-1 4.3 1.3 6.2 2.3 2.3 5.2 2.6 6.5 1 1.3-1.3.7-4.3-1.3-6.2-2.2-2.3-5.2-2.6-6.5-1m-11.4-14.7c-1.6 1-1.6 3.6 0 5.9s4.3 3.3 5.6 2.3c1.6-1.3 1.6-3.9 0-6.2-1.4-2.3-4-3.3-5.6-2"/></svg>
</div>
<div class="md-source__repository">
aliasrobotics/cai
</div>
</a>
</div>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item md-nav__item--section md-nav__item--nested">
<input class="md-nav__toggle md-toggle md-toggle--indeterminate" type="checkbox" id="__nav_1" >
<label class="md-nav__link" for="__nav_1" id="__nav_1_label" tabindex="">
<span class="md-ellipsis">
Getting Started
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_1_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_1">
<span class="md-nav__icon md-icon"></span>
Getting Started
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href=".." class="md-nav__link">
<span class="md-ellipsis">
Welcome
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../cai_installation/" class="md-nav__link">
<span class="md-ellipsis">
Installation
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../cai_quickstart/" class="md-nav__link">
<span class="md-ellipsis">
Quickstart
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../cai_list_of_models/" class="md-nav__link">
<span class="md-ellipsis">
Available Models
</span>
</a>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle md-toggle--indeterminate" type="checkbox" id="__nav_1_5" >
<label class="md-nav__link" for="__nav_1_5" id="__nav_1_5_label" tabindex="0">
<span class="md-ellipsis">
Model Providers
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_1_5_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_1_5">
<span class="md-nav__icon md-icon"></span>
Model Providers
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../providers/openrouter.md" class="md-nav__link">
<span class="md-ellipsis">
OpenRouter
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../providers/ollama/" class="md-nav__link">
<span class="md-ellipsis">
Ollama
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../providers/azure.md" class="md-nav__link">
<span class="md-ellipsis">
Azure OpenAI
</span>
</a>
</li>
</ul>
</nav>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item">
<a href="../cai_pro/" class="md-nav__link">
<span class="md-ellipsis">
🚀 CAI PRO
</span>
</a>
</li>
<li class="md-nav__item md-nav__item--section md-nav__item--nested">
<input class="md-nav__toggle md-toggle md-toggle--indeterminate" type="checkbox" id="__nav_3" >
<label class="md-nav__link" for="__nav_3" id="__nav_3_label" tabindex="">
<span class="md-ellipsis">
Core Concepts
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_3_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_3">
<span class="md-nav__icon md-icon"></span>
Core Concepts
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../cai_architecture/" class="md-nav__link">
<span class="md-ellipsis">
Architecture
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../agents/" class="md-nav__link">
<span class="md-ellipsis">
Agents
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../tools/" class="md-nav__link">
<span class="md-ellipsis">
Tools
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../handoffs/" class="md-nav__link">
<span class="md-ellipsis">
Handoffs
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../multi_agent/" class="md-nav__link">
<span class="md-ellipsis">
Multi-Agent Systems
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--section md-nav__item--nested">
<input class="md-nav__toggle md-toggle md-toggle--indeterminate" type="checkbox" id="__nav_4" >
<label class="md-nav__link" for="__nav_4" id="__nav_4_label" tabindex="">
<span class="md-ellipsis">
Benchmarking
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_4_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_4">
<span class="md-nav__icon md-icon"></span>
Benchmarking
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../benchmarking/overview/" class="md-nav__link">
<span class="md-ellipsis">
Overview
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../benchmarking/running_benchmarks/" class="md-nav__link">
<span class="md-ellipsis">
Running Benchmarks
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../benchmarking/attack_defense/" class="md-nav__link">
<span class="md-ellipsis">
Attack & Defense CTFs
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../benchmarking/jeopardy_ctfs/" class="md-nav__link">
<span class="md-ellipsis">
Jeopardy CTFs
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../benchmarking/cyber_ranges/" class="md-nav__link">
<span class="md-ellipsis">
Cyber Ranges
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../benchmarking/knowledge_benchmarks/" class="md-nav__link">
<span class="md-ellipsis">
Knowledge Benchmarks
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../benchmarking/privacy_benchmarks/" class="md-nav__link">
<span class="md-ellipsis">
Privacy Benchmarks
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--section md-nav__item--nested">
<input class="md-nav__toggle md-toggle md-toggle--indeterminate" type="checkbox" id="__nav_5" >
<label class="md-nav__link" for="__nav_5" id="__nav_5_label" tabindex="">
<span class="md-ellipsis">
Guides
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_5_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_5">
<span class="md-nav__icon md-icon"></span>
Guides
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../running_agents/" class="md-nav__link">
<span class="md-ellipsis">
Running Agents
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../continue_mode/" class="md-nav__link">
<span class="md-ellipsis">
Continue Mode
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../results/" class="md-nav__link">
<span class="md-ellipsis">
Working with Results
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../streaming/" class="md-nav__link">
<span class="md-ellipsis">
Streaming
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../tracing/" class="md-nav__link">
<span class="md-ellipsis">
Tracing & Debugging
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../context/" class="md-nav__link">
<span class="md-ellipsis">
Context Management
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../guardrails/" class="md-nav__link">
<span class="md-ellipsis">
Guardrails & Security
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../environment_variables/" class="md-nav__link">
<span class="md-ellipsis">
Environment Variables
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../cai/getting-started/packet_capture_wsl/" class="md-nav__link">
<span class="md-ellipsis">
Packet Capture on WSL2
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--section md-nav__item--nested">
<input class="md-nav__toggle md-toggle md-toggle--indeterminate" type="checkbox" id="__nav_6" >
<label class="md-nav__link" for="__nav_6" id="__nav_6_label" tabindex="">
<span class="md-ellipsis">
Troubleshooting
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_6_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_6">
<span class="md-nav__icon md-icon"></span>
Troubleshooting
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../cai/troubleshooting/operator_feedback_reproduction/" class="md-nav__link">
<span class="md-ellipsis">
Operator Feedback Reproduction
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../cai/troubleshooting/platform_limitations/" class="md-nav__link">
<span class="md-ellipsis">
Platform Limitations
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--section md-nav__item--nested">
<input class="md-nav__toggle md-toggle md-toggle--indeterminate" type="checkbox" id="__nav_7" >
<label class="md-nav__link" for="__nav_7" id="__nav_7_label" tabindex="">
<span class="md-ellipsis">
Case Studies
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_7_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_7">
<span class="md-nav__icon md-icon"></span>
Case Studies
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../cai/case-studies/operator-artifact-evidence/" class="md-nav__link">
<span class="md-ellipsis">
Operator Artifact Evidence
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--section md-nav__item--nested">
<input class="md-nav__toggle md-toggle md-toggle--indeterminate" type="checkbox" id="__nav_8" >
<label class="md-nav__link" for="__nav_8" id="__nav_8_label" tabindex="">
<span class="md-ellipsis">
Mobile UI (iOS)
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_8_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_8">
<span class="md-nav__icon md-icon"></span>
Mobile UI (iOS)
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../mui/mui_index/" class="md-nav__link">
<span class="md-ellipsis">
Overview
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../mui/getting_started/" class="md-nav__link">
<span class="md-ellipsis">
Getting Started
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../mui/user_interface/" class="md-nav__link">
<span class="md-ellipsis">
User Interface
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../mui/gestures_shortcuts/" class="md-nav__link">
<span class="md-ellipsis">
Gestures & Shortcuts
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../mui/chat_features/" class="md-nav__link">
<span class="md-ellipsis">
Chat Features
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--section md-nav__item--nested">
<input class="md-nav__toggle md-toggle md-toggle--indeterminate" type="checkbox" id="__nav_9" >
<label class="md-nav__link" for="__nav_9" id="__nav_9_label" tabindex="">
<span class="md-ellipsis">
Terminal UI (TUI) - Deprecated
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_9_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_9">
<span class="md-nav__icon md-icon"></span>
Terminal UI (TUI) - Deprecated
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../tui/tui_index/" class="md-nav__link">
<span class="md-ellipsis">
Overview
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../tui/getting_started/" class="md-nav__link">
<span class="md-ellipsis">
Getting Started
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../tui/user_interface/" class="md-nav__link">
<span class="md-ellipsis">
User Interface
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../tui/terminals_management/" class="md-nav__link">
<span class="md-ellipsis">
Terminals Management
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../tui/teams_and_parallel_execution/" class="md-nav__link">
<span class="md-ellipsis">
Teams & Parallel Execution
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../tui/sidebar_features/" class="md-nav__link">
<span class="md-ellipsis">
Sidebar Features
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../tui/keyboard_shortcuts/" class="md-nav__link">
<span class="md-ellipsis">
Keyboard Shortcuts
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../tui/commands_reference/" class="md-nav__link">
<span class="md-ellipsis">
Commands Reference
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../tui/advanced_features/" class="md-nav__link">
<span class="md-ellipsis">
Advanced Features
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../tui/troubleshooting/" class="md-nav__link">
<span class="md-ellipsis">
Troubleshooting
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--section md-nav__item--nested">
<input class="md-nav__toggle md-toggle md-toggle--indeterminate" type="checkbox" id="__nav_10" >
<label class="md-nav__link" for="__nav_10" id="__nav_10_label" tabindex="">
<span class="md-ellipsis">
API Reference
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_10_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_10">
<span class="md-nav__icon md-icon"></span>
API Reference
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle md-toggle--indeterminate" type="checkbox" id="__nav_10_1" >
<label class="md-nav__link" for="__nav_10_1" id="__nav_10_1_label" tabindex="0">
<span class="md-ellipsis">
Agents
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_10_1_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_10_1">
<span class="md-nav__icon md-icon"></span>
Agents
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../ref/agent/" class="md-nav__link">
<span class="md-ellipsis">
Agent
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../ref/run/" class="md-nav__link">
<span class="md-ellipsis">
Runner
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../ref/tool/" class="md-nav__link">
<span class="md-ellipsis">
Tool
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../ref/result/" class="md-nav__link">
<span class="md-ellipsis">
Result
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../ref/stream_events/" class="md-nav__link">
<span class="md-ellipsis">
Stream Events
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../ref/handoffs/" class="md-nav__link">
<span class="md-ellipsis">
Handoffs
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../ref/lifecycle/" class="md-nav__link">
<span class="md-ellipsis">
Lifecycle
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../ref/items/" class="md-nav__link">
<span class="md-ellipsis">
Items
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../ref/run_context/" class="md-nav__link">
<span class="md-ellipsis">
Run Context
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../ref/usage/" class="md-nav__link">
<span class="md-ellipsis">
Usage
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../ref/exceptions/" class="md-nav__link">
<span class="md-ellipsis">
Exceptions
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../ref/guardrail/" class="md-nav__link">
<span class="md-ellipsis">
Guardrail
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../ref/model_settings/" class="md-nav__link">
<span class="md-ellipsis">
Model Settings
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../ref/agent_output/" class="md-nav__link">
<span class="md-ellipsis">
Agent Output
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../ref/function_schema/" class="md-nav__link">
<span class="md-ellipsis">
Function Schema
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle md-toggle--indeterminate" type="checkbox" id="__nav_10_2" >
<label class="md-nav__link" for="__nav_10_2" id="__nav_10_2_label" tabindex="0">
<span class="md-ellipsis">
Models
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_10_2_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_10_2">
<span class="md-nav__icon md-icon"></span>
Models
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../ref/models/interface/" class="md-nav__link">
<span class="md-ellipsis">
Interface
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../ref/models/openai_chatcompletions/" class="md-nav__link">
<span class="md-ellipsis">
OpenAI Chat Completions
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../ref/models/openai_responses/" class="md-nav__link">
<span class="md-ellipsis">
OpenAI Responses
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle md-toggle--indeterminate" type="checkbox" id="__nav_10_3" >
<label class="md-nav__link" for="__nav_10_3" id="__nav_10_3_label" tabindex="0">
<span class="md-ellipsis">
Extensions
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_10_3_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_10_3">
<span class="md-nav__icon md-icon"></span>
Extensions
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../ref/extensions/handoff_filters/" class="md-nav__link">
<span class="md-ellipsis">
Handoff Filters
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../ref/extensions/handoff_prompt/" class="md-nav__link">
<span class="md-ellipsis">
Handoff Prompt
</span>
</a>
</li>
</ul>
</nav>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--section md-nav__item--nested">
<input class="md-nav__toggle md-toggle md-toggle--indeterminate" type="checkbox" id="__nav_11" >
<label class="md-nav__link" for="__nav_11" id="__nav_11_label" tabindex="">
<span class="md-ellipsis">
Advanced
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_11_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_11">
<span class="md-nav__icon md-icon"></span>
Advanced
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../cai_development/" class="md-nav__link">
<span class="md-ellipsis">
Development
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--active md-nav__item--section md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_12" checked>
<label class="md-nav__link" for="__nav_12" id="__nav_12_label" tabindex="">
<span class="md-ellipsis">
Research
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_12_label" aria-expanded="true">
<label class="md-nav__title" for="__nav_12">
<span class="md-nav__icon md-icon"></span>
Research
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item md-nav__item--active">
<input class="md-nav__toggle md-toggle" type="checkbox" id="__toc">
<label class="md-nav__link md-nav__link--active" for="__toc">
<span class="md-ellipsis">
Overview
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<a href="./" class="md-nav__link md-nav__link--active">
<span class="md-ellipsis">
Overview
</span>
</a>
<nav class="md-nav md-nav--secondary" aria-label="Table of contents">
<label class="md-nav__title" for="__toc">
<span class="md-nav__icon md-icon"></span>
Table of contents
</label>
<ul class="md-nav__list" data-md-component="toc" data-md-scrollfix>
<li class="md-nav__item">
<a href="#research-impact-achievements" class="md-nav__link">
<span class="md-ellipsis">
📊 Research Impact &amp; Achievements
</span>
</a>
<nav class="md-nav" aria-label="📊 Research Impact &amp; Achievements">
<ul class="md-nav__list">
<li class="md-nav__item">
<a href="#competitions-and-challenges" class="md-nav__link">
<span class="md-ellipsis">
🏆 Competitions and Challenges
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#key-research-findings" class="md-nav__link">
<span class="md-ellipsis">
📈 Key Research Findings
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item">
<a href="#research-publications" class="md-nav__link">
<span class="md-ellipsis">
📚 Research Publications
</span>
</a>
<nav class="md-nav" aria-label="📚 Research Publications">
<ul class="md-nav__list">
<li class="md-nav__item">
<a href="#core-framework-foundations" class="md-nav__link">
<span class="md-ellipsis">
Core Framework &amp; Foundations
</span>
</a>
<nav class="md-nav" aria-label="Core Framework &amp; Foundations">
<ul class="md-nav__list">
<li class="md-nav__item">
<a href="#1-cai-an-open-bug-bounty-ready-cybersecurity-ai-april-2025" class="md-nav__link">
<span class="md-ellipsis">
1. CAI: An Open, Bug Bounty-Ready Cybersecurity AI (April 2025)
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#2-cybersecurity-ai-the-dangerous-gap-between-automation-and-autonomy-june-2025" class="md-nav__link">
<span class="md-ellipsis">
2. Cybersecurity AI: The Dangerous Gap Between Automation and Autonomy (June 2025)
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#3-cai-fluency-a-framework-for-cybersecurity-ai-fluency-august-2025" class="md-nav__link">
<span class="md-ellipsis">
3. CAI Fluency: A Framework for Cybersecurity AI Fluency (August 2025)
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#4-cybersecurity-ai-hacking-the-ai-hackers-via-prompt-injection-august-2025" class="md-nav__link">
<span class="md-ellipsis">
4. Cybersecurity AI: Hacking the AI Hackers via Prompt Injection (August 2025)
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item">
<a href="#application-domains" class="md-nav__link">
<span class="md-ellipsis">
Application Domains
</span>
</a>
<nav class="md-nav" aria-label="Application Domains">
<ul class="md-nav__list">
<li class="md-nav__item">
<a href="#5-cybersecurity-ai-humanoid-robots-as-attack-vectors-september-2025" class="md-nav__link">
<span class="md-ellipsis">
5. Cybersecurity AI: Humanoid Robots as Attack Vectors (September 2025)
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#6-cybersecurity-ai-evaluating-agentic-cybersecurity-in-attackdefense-ctfs-october-2025" class="md-nav__link">
<span class="md-ellipsis">
6. Cybersecurity AI: Evaluating Agentic Cybersecurity in Attack/Defense CTFs (October 2025)
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#7-caibench-a-meta-benchmark-for-evaluating-cybersecurity-ai-agents-october-2025" class="md-nav__link">
<span class="md-ellipsis">
7. CAIBench: A Meta-Benchmark for Evaluating Cybersecurity AI Agents (October 2025)
</span>
</a>
</li>
</ul>
</nav>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item">
<a href="#research-collaborations" class="md-nav__link">
<span class="md-ellipsis">
🎓 Research Collaborations
</span>
</a>
<nav class="md-nav" aria-label="🎓 Research Collaborations">
<ul class="md-nav__list">
<li class="md-nav__item">
<a href="#current-collaboration-areas" class="md-nav__link">
<span class="md-ellipsis">
Current Collaboration Areas
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#academic-partnerships" class="md-nav__link">
<span class="md-ellipsis">
Academic Partnerships
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item">
<a href="#call-for-research-collaborations" class="md-nav__link">
<span class="md-ellipsis">
🤝 Call for Research Collaborations
</span>
</a>
<nav class="md-nav" aria-label="🤝 Call for Research Collaborations">
<ul class="md-nav__list">
<li class="md-nav__item">
<a href="#research-opportunities" class="md-nav__link">
<span class="md-ellipsis">
Research Opportunities
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#benefits-of-collaboration" class="md-nav__link">
<span class="md-ellipsis">
Benefits of Collaboration
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item">
<a href="#get-in-touch" class="md-nav__link">
<span class="md-ellipsis">
📧 Get in Touch
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#citation" class="md-nav__link">
<span class="md-ellipsis">
📖 Citation
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#additional-resources" class="md-nav__link">
<span class="md-ellipsis">
🔗 Additional Resources
</span>
</a>
</li>
</ul>
</nav>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--section md-nav__item--nested">
<input class="md-nav__toggle md-toggle md-toggle--indeterminate" type="checkbox" id="__nav_13" >
<label class="md-nav__link" for="__nav_13" id="__nav_13_label" tabindex="">
<span class="md-ellipsis">
Resources
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_13_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_13">
<span class="md-nav__icon md-icon"></span>
Resources
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../cai_faq/" class="md-nav__link">
<span class="md-ellipsis">
FAQ
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../cai_find_us/" class="md-nav__link">
<span class="md-ellipsis">
Find Us
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../cai_citation_and_acknowledgments/" class="md-nav__link">
<span class="md-ellipsis">
Citation & Acknowledgments
</span>
</a>
</li>
</ul>
</nav>
</li>
</ul>
</nav>
</div>
</div>
</div>
<div class="md-sidebar md-sidebar--secondary" data-md-component="sidebar" data-md-type="toc" >
<div class="md-sidebar__scrollwrap">
<div class="md-sidebar__inner">
<nav class="md-nav md-nav--secondary" aria-label="Table of contents">
<label class="md-nav__title" for="__toc">
<span class="md-nav__icon md-icon"></span>
Table of contents
</label>
<ul class="md-nav__list" data-md-component="toc" data-md-scrollfix>
<li class="md-nav__item">
<a href="#research-impact-achievements" class="md-nav__link">
<span class="md-ellipsis">
📊 Research Impact &amp; Achievements
</span>
</a>
<nav class="md-nav" aria-label="📊 Research Impact &amp; Achievements">
<ul class="md-nav__list">
<li class="md-nav__item">
<a href="#competitions-and-challenges" class="md-nav__link">
<span class="md-ellipsis">
🏆 Competitions and Challenges
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#key-research-findings" class="md-nav__link">
<span class="md-ellipsis">
📈 Key Research Findings
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item">
<a href="#research-publications" class="md-nav__link">
<span class="md-ellipsis">
📚 Research Publications
</span>
</a>
<nav class="md-nav" aria-label="📚 Research Publications">
<ul class="md-nav__list">
<li class="md-nav__item">
<a href="#core-framework-foundations" class="md-nav__link">
<span class="md-ellipsis">
Core Framework &amp; Foundations
</span>
</a>
<nav class="md-nav" aria-label="Core Framework &amp; Foundations">
<ul class="md-nav__list">
<li class="md-nav__item">
<a href="#1-cai-an-open-bug-bounty-ready-cybersecurity-ai-april-2025" class="md-nav__link">
<span class="md-ellipsis">
1. CAI: An Open, Bug Bounty-Ready Cybersecurity AI (April 2025)
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#2-cybersecurity-ai-the-dangerous-gap-between-automation-and-autonomy-june-2025" class="md-nav__link">
<span class="md-ellipsis">
2. Cybersecurity AI: The Dangerous Gap Between Automation and Autonomy (June 2025)
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#3-cai-fluency-a-framework-for-cybersecurity-ai-fluency-august-2025" class="md-nav__link">
<span class="md-ellipsis">
3. CAI Fluency: A Framework for Cybersecurity AI Fluency (August 2025)
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#4-cybersecurity-ai-hacking-the-ai-hackers-via-prompt-injection-august-2025" class="md-nav__link">
<span class="md-ellipsis">
4. Cybersecurity AI: Hacking the AI Hackers via Prompt Injection (August 2025)
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item">
<a href="#application-domains" class="md-nav__link">
<span class="md-ellipsis">
Application Domains
</span>
</a>
<nav class="md-nav" aria-label="Application Domains">
<ul class="md-nav__list">
<li class="md-nav__item">
<a href="#5-cybersecurity-ai-humanoid-robots-as-attack-vectors-september-2025" class="md-nav__link">
<span class="md-ellipsis">
5. Cybersecurity AI: Humanoid Robots as Attack Vectors (September 2025)
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#6-cybersecurity-ai-evaluating-agentic-cybersecurity-in-attackdefense-ctfs-october-2025" class="md-nav__link">
<span class="md-ellipsis">
6. Cybersecurity AI: Evaluating Agentic Cybersecurity in Attack/Defense CTFs (October 2025)
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#7-caibench-a-meta-benchmark-for-evaluating-cybersecurity-ai-agents-october-2025" class="md-nav__link">
<span class="md-ellipsis">
7. CAIBench: A Meta-Benchmark for Evaluating Cybersecurity AI Agents (October 2025)
</span>
</a>
</li>
</ul>
</nav>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item">
<a href="#research-collaborations" class="md-nav__link">
<span class="md-ellipsis">
🎓 Research Collaborations
</span>
</a>
<nav class="md-nav" aria-label="🎓 Research Collaborations">
<ul class="md-nav__list">
<li class="md-nav__item">
<a href="#current-collaboration-areas" class="md-nav__link">
<span class="md-ellipsis">
Current Collaboration Areas
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#academic-partnerships" class="md-nav__link">
<span class="md-ellipsis">
Academic Partnerships
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item">
<a href="#call-for-research-collaborations" class="md-nav__link">
<span class="md-ellipsis">
🤝 Call for Research Collaborations
</span>
</a>
<nav class="md-nav" aria-label="🤝 Call for Research Collaborations">
<ul class="md-nav__list">
<li class="md-nav__item">
<a href="#research-opportunities" class="md-nav__link">
<span class="md-ellipsis">
Research Opportunities
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#benefits-of-collaboration" class="md-nav__link">
<span class="md-ellipsis">
Benefits of Collaboration
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item">
<a href="#get-in-touch" class="md-nav__link">
<span class="md-ellipsis">
📧 Get in Touch
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#citation" class="md-nav__link">
<span class="md-ellipsis">
📖 Citation
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#additional-resources" class="md-nav__link">
<span class="md-ellipsis">
🔗 Additional Resources
</span>
</a>
</li>
</ul>
</nav>
</div>
</div>
</div>
<div class="md-content" data-md-component="content">
<article class="md-content__inner md-typeset">
<h1 id="research">Research</h1>
<p>CAI is built on a strong foundation of peer-reviewed research establishing the field of <strong>Cybersecurity AI</strong> as a distinct research domain. Our work spans theoretical frameworks, practical implementations, educational initiatives, and rigorous empirical evaluations.</p>
<hr />
<h2 id="research-impact-achievements">📊 Research Impact &amp; Achievements</h2>
<h3 id="competitions-and-challenges">🏆 Competitions and Challenges</h3>
<p>CAI has demonstrated exceptional performance in real-world security competitions:</p>
<p><a href="https://app.hackthebox.com/users/2268644"><img alt="HTB top 90 Spain (5 days)" src="https://img.shields.io/badge/HTB_ranking-top_90_Spain_(5_days)-red.svg" /></a>
<a href="https://app.hackthebox.com/users/2268644"><img alt="HTB top 50 Spain (6 days)" src="https://img.shields.io/badge/HTB_ranking-top_50_Spain_(6_days)-red.svg" /></a>
<a href="https://app.hackthebox.com/users/2268644"><img alt="HTB top 30 Spain (7 days)" src="https://img.shields.io/badge/HTB_ranking-top_30_Spain_(7_days)-red.svg" /></a>
<a href="https://app.hackthebox.com/users/2268644"><img alt="HTB top 500 World (7 days)" src="https://img.shields.io/badge/HTB_ranking-top_500_World_(7_days)-red.svg" /></a>
<a href="https://ctf.hackthebox.com/event/2000/scoreboard"><img alt="HTB &quot;Human vs AI&quot; CTF top 1 (AIs) world" src="https://img.shields.io/badge/HTB_\&quot;Human_vs_AI\&quot;_CTF-top_1_(AIs)_world-red.sv" />)</a>
<a href="https://ctf.hackthebox.com/event/2000/scoreboard"><img alt="HTB &quot;Human vs AI&quot; CTF top 1 Spain" src="https://img.shields.io/badge/HTB_\&quot;Human_vs_AI\&quot;_CTF-top_1_Spain-red.svg" /></a>
<a href="https://ctf.hackthebox.com/event/2000/scoreboard"><img alt="HTB &quot;Human vs AI&quot; CTF top 20 World" src="https://img.shields.io/badge/HTB_\&quot;Human_vs_AI\&quot;_CTF-top_20_World-red.svg" /></a>
<a href="https://ctf.hackthebox.com/event/2000/scoreboard"><img alt="HTB &quot;Human vs AI&quot; CTF $750" src="https://img.shields.io/badge/HTB_\&quot;Human_vs_AI\&quot;_CTF-750_$-yellow.svg" /></a>
<a href="https://lu.ma/roboticshack?tk=RuryKF"><img alt="Mistral AI Robotics Hackathon $2500" src="https://img.shields.io/badge/Mistral_AI_Robotics_Hackathon-2500_$-yellow.svg" /></a></p>
<h3 id="key-research-findings">📈 Key Research Findings</h3>
<ul>
<li>
<p><strong>Pioneered LLM-powered AI Security</strong> with PentestGPT, establishing the foundation for the Cybersecurity AI research domain <a href="https://arxiv.org/pdf/2308.06782"><img alt="arXiv" src="https://img.shields.io/badge/arXiv-2308.06782-4a9b8e.svg" /></a></p>
</li>
<li>
<p><strong>3,600× performance improvement</strong> over human penetration testers in standardized CTF benchmark evaluations <a href="https://arxiv.org/pdf/2504.06017"><img alt="arXiv" src="https://img.shields.io/badge/arXiv-2504.06017-63bfab.svg" /></a></p>
</li>
<li>
<p><strong>CVSS 4.3-7.5 severity vulnerabilities</strong> identified in production systems through automated security assessment <a href="https://arxiv.org/pdf/2504.06017"><img alt="arXiv" src="https://img.shields.io/badge/arXiv-2504.06017-63bfab.svg" /></a></p>
</li>
<li>
<p><strong>Democratization of AI-empowered vulnerability research</strong>: CAI enables both non-security domain experts and experienced researchers to conduct more efficient vulnerability discovery, expanding the security research community while empowering small and medium enterprises to conduct autonomous security assessments <a href="https://arxiv.org/pdf/2504.06017"><img alt="arXiv" src="https://img.shields.io/badge/arXiv-2504.06017-63bfab.svg" /></a></p>
</li>
<li>
<p><strong>Systematic evaluation of large language models</strong> across both proprietary and open-weight architectures, revealing substantial gaps between vendor-reported capabilities and empirical cybersecurity performance metrics <a href="https://arxiv.org/pdf/2504.06017"><img alt="arXiv" src="https://img.shields.io/badge/arXiv-2504.06017-63bfab.svg" /></a></p>
</li>
<li>
<p><strong>Established autonomy levels in cybersecurity</strong> and argued about autonomy vs automation in the field <a href="https://arxiv.org/abs/2506.23592"><img alt="arXiv" src="https://img.shields.io/badge/arXiv-2506.23592-7dd3c0.svg" /></a></p>
</li>
<li>
<p><strong>Collaborative research initiatives</strong> with international academic institutions focused on developing cybersecurity education curricula and training methodologies <a href="https://arxiv.org/abs/2508.13588"><img alt="arXiv" src="https://img.shields.io/badge/arXiv-2508.13588-52a896.svg" /></a></p>
</li>
<li>
<p><strong>Comprehensive defense framework against prompt injection</strong> in AI security agents: developed and empirically validated a multi-layered defense system <a href="https://arxiv.org/abs/2508.21669"><img alt="arXiv" src="https://img.shields.io/badge/arXiv-2508.21669-85e0d1.svg" /></a></p>
</li>
<li>
<p><strong>Explored the Cybersecurity of Humanoid Robots</strong> with CAI, identifying new attack vectors showing how humanoids (a) operate simultaneously as covert surveillance nodes and (b) can be purposed as active cyber operations platforms <a href="https://arxiv.org/abs/2509.14096"><img alt="arXiv" src="https://img.shields.io/badge/arXiv-2509.14096-3e8b7a.svg" /></a> <a href="https://arxiv.org/abs/2509.14139"><img alt="arXiv" src="https://img.shields.io/badge/arXiv-2509.14139-6bc7b5.svg" /></a></p>
</li>
</ul>
<hr />
<h2 id="research-publications">📚 Research Publications</h2>
<p>The <strong>Cybersecurity AI</strong> research line has produced <strong>8+ papers and technical reports</strong> with active research collaborations:</p>
<h3 id="core-framework-foundations">Core Framework &amp; Foundations</h3>
<table>
<thead>
<tr>
<th>CAI: An Open, Bug Bounty-Ready Cybersecurity AI <a href="https://arxiv.org/pdf/2504.06017"><img alt="arXiv" src="https://img.shields.io/badge/arXiv-2504.06017-63bfab.svg" /></a></th>
<th>The Dangerous Gap Between Automation and Autonomy <a href="https://arxiv.org/abs/2506.23592"><img alt="arXiv" src="https://img.shields.io/badge/arXiv-2506.23592-7dd3c0.svg" /></a></th>
<th>CAI Fluency: Educational Framework <a href="https://arxiv.org/abs/2508.13588"><img alt="arXiv" src="https://img.shields.io/badge/arXiv-2508.13588-52a896.svg" /></a></th>
<th>Hacking the AI Hackers via Prompt Injection <a href="https://arxiv.org/abs/2508.21669"><img alt="arXiv" src="https://img.shields.io/badge/arXiv-2508.21669-85e0d1.svg" /></a></th>
</tr>
</thead>
<tbody>
<tr>
<td><a href="https://arxiv.org/pdf/2504.06017"><img src="https://aliasrobotics.com/img/paper-cai.png" width="350"></a></td>
<td><a href="https://www.arxiv.org/pdf/2506.23592"><img src="https://aliasrobotics.com/img/cai_automation_vs_autonomy.png" width="350"></a></td>
<td><a href="https://arxiv.org/pdf/2508.13588"><img src="https://aliasrobotics.com/img/cai_fluency_cover.png" width="350"></a></td>
<td><a href="https://arxiv.org/pdf/2508.21669"><img src="https://aliasrobotics.com/img/aihackers.jpeg" width="350"></a></td>
</tr>
</tbody>
</table>
<h4 id="1-cai-an-open-bug-bounty-ready-cybersecurity-ai-april-2025">1. CAI: An Open, Bug Bounty-Ready Cybersecurity AI (April 2025)</h4>
<p><strong>Authors:</strong> V. Mayoral-Vilches et al.
<strong>arXiv:</strong> <a href="https://arxiv.org/pdf/2504.06017">2504.06017</a></p>
<p>Core framework paper establishing CAI as a lightweight, open-source platform for building AI-powered security tools. Demonstrates <strong>3,600× performance improvement</strong> over manual testing and presents systematic evaluation across multiple LLMs.</p>
<h4 id="2-cybersecurity-ai-the-dangerous-gap-between-automation-and-autonomy-june-2025">2. Cybersecurity AI: The Dangerous Gap Between Automation and Autonomy (June 2025)</h4>
<p><strong>Authors:</strong> V. Mayoral-Vilches
<strong>arXiv:</strong> <a href="https://arxiv.org/abs/2506.23592">2506.23592</a></p>
<p>Establishes <strong>6-level taxonomy</strong> distinguishing automation from autonomy in Cybersecurity AI systems. Critical for understanding current capabilities and limitations of AI security tools.</p>
<h4 id="3-cai-fluency-a-framework-for-cybersecurity-ai-fluency-august-2025">3. CAI Fluency: A Framework for Cybersecurity AI Fluency (August 2025)</h4>
<p><strong>Authors:</strong> V. Mayoral-Vilches, J. Wachter, C. Chavez, C. Schachner, L.J. Navarrete-Lozano, M. Sanz-Gómez
<strong>arXiv:</strong> <a href="https://arxiv.org/abs/2508.13588">2508.13588</a></p>
<p>Comprehensive educational platform for democratizing cybersecurity AI knowledge. Provides structured learning paths for practitioners and researchers.</p>
<h4 id="4-cybersecurity-ai-hacking-the-ai-hackers-via-prompt-injection-august-2025">4. Cybersecurity AI: Hacking the AI Hackers via Prompt Injection (August 2025)</h4>
<p><strong>Authors:</strong> V. Mayoral-Vilches, P.M. Rynning
<strong>arXiv:</strong> <a href="https://arxiv.org/abs/2508.21669">2508.21669</a></p>
<p>Demonstrates prompt injection attacks against AI security tools and presents <strong>four-layer guardrail defense system</strong> validated through empirical testing.</p>
<h3 id="application-domains">Application Domains</h3>
<table>
<thead>
<tr>
<th>Humanoid Robots as Attack Vectors <a href="https://arxiv.org/abs/2509.14139"><img alt="arXiv" src="https://img.shields.io/badge/arXiv-2509.14139-6bc7b5.svg" /></a></th>
<th>The Cybersecurity of a Humanoid Robot <a href="https://arxiv.org/abs/2509.14096"><img alt="arXiv" src="https://img.shields.io/badge/arXiv-2509.14096-3e8b7a.svg" /></a></th>
<th>Evaluating Agentic Cybersecurity in Attack/Defense CTFs <a href="https://arxiv.org/abs/2510.17521"><img alt="arXiv" src="https://img.shields.io/badge/arXiv-2510.17521-b31b1b.svg" /></a></th>
<th>CAIBench: Meta-Benchmark for Cybersecurity AI <a href="https://arxiv.org/abs/2510.24317"><img alt="arXiv" src="https://img.shields.io/badge/arXiv-2510.24317-b31b1b.svg" /></a></th>
</tr>
</thead>
<tbody>
<tr>
<td><a href="https://arxiv.org/pdf/2509.14139"><img src="https://aliasrobotics.com/img/humanoids-cover.png" width="350"></a></td>
<td><a href="https://arxiv.org/pdf/2509.14096"><img src="https://aliasrobotics.com/img/humanoid.png" width="350"></a></td>
<td><a href="https://arxiv.org/pdf/2510.17521"><img src="https://aliasrobotics.com/img/cai_ad.png" width="350"></a></td>
<td><a href="https://arxiv.org/pdf/2510.24317"><img src="https://aliasrobotics.com/img/caibench_banner2.png" width="350"></a></td>
</tr>
</tbody>
</table>
<h4 id="5-cybersecurity-ai-humanoid-robots-as-attack-vectors-september-2025">5. Cybersecurity AI: Humanoid Robots as Attack Vectors (September 2025)</h4>
<p><strong>Authors:</strong> V. Mayoral-Vilches
<strong>arXiv:</strong> <a href="https://arxiv.org/abs/2509.14139">2509.14139</a></p>
<p>Systematic security assessment of humanoid robots showing they operate simultaneously as covert surveillance nodes and can be purposed as active cyber operations platforms.</p>
<h4 id="6-cybersecurity-ai-evaluating-agentic-cybersecurity-in-attackdefense-ctfs-october-2025">6. Cybersecurity AI: Evaluating Agentic Cybersecurity in Attack/Defense CTFs (October 2025)</h4>
<p><strong>Authors:</strong> F. Balassone, V. Mayoral-Vilches, S. Rass, M. Pinzger, G. Perrone, S.P. Romano, P. Schartner
<strong>arXiv:</strong> <a href="https://arxiv.org/abs/2510.17521">2510.17521</a></p>
<p>Real-world evaluation of AI agents in Attack &amp; Defense CTFs. Shows <strong>54.3% defensive patching success</strong> and <strong>28.3% offensive initial access</strong>, validating CAI's practical effectiveness.</p>
<h4 id="7-caibench-a-meta-benchmark-for-evaluating-cybersecurity-ai-agents-october-2025">7. CAIBench: A Meta-Benchmark for Evaluating Cybersecurity AI Agents (October 2025)</h4>
<p><strong>Authors:</strong> V. Mayoral-Vilches, F. Balassone, L.J. Navarrete-Lozano, M. Sanz-Gómez, M. Crespo-Álvarez, S. Rass, M. Pinzger
<strong>arXiv:</strong> <a href="https://arxiv.org/abs/2510.24317">2510.24317</a></p>
<p>Comprehensive meta-benchmark framework for evaluating cybersecurity AI across Jeopardy CTFs, Attack &amp; Defense CTFs, Cyber Ranges, Knowledge tasks, and Privacy benchmarks.</p>
<hr />
<h2 id="research-collaborations">🎓 Research Collaborations</h2>
<p>CAI benefits from ongoing research collaborations with academic institutions worldwide. Our collaborative research model focuses on:</p>
<h3 id="current-collaboration-areas">Current Collaboration Areas</h3>
<ul>
<li><strong>🔬 Benchmark Development</strong>: Creating standardized evaluation frameworks for cybersecurity AI</li>
<li><strong>🎓 Educational Initiatives</strong>: Developing curricula and training materials for AI security education</li>
<li><strong>🏗️ Framework Extensions</strong>: Building specialized agents and tools for specific security domains</li>
<li><strong>📊 Empirical Studies</strong>: Conducting large-scale evaluations of AI model capabilities</li>
<li><strong>🛡️ Defense Mechanisms</strong>: Researching guardrails and safety mechanisms for AI security tools</li>
</ul>
<h3 id="academic-partnerships">Academic Partnerships</h3>
<p>We provide special support for:
- ✅ <strong>PhD Research Projects</strong> - Long-term collaborations on fundamental research questions
- ✅ <strong>Academic Benchmarking Studies</strong> - Access to CAIBench infrastructure and datasets
- ✅ <strong>Security Education Initiatives</strong> - Course materials, lab environments, and training support
- ✅ <strong>Open-source Contributions</strong> - Integration of research prototypes into production CAI</p>
<hr />
<h2 id="call-for-research-collaborations">🤝 Call for Research Collaborations</h2>
<p>We actively seek research partnerships with academic institutions, research labs, and individual researchers interested in advancing the field of Cybersecurity AI.</p>
<h3 id="research-opportunities">Research Opportunities</h3>
<div class="admonition tip">
<p class="admonition-title">Interested in Collaborating?</p>
<p>We welcome research collaborations in the following areas:</p>
<p><strong>🔍 Core Research Questions:</strong>
- Autonomous vs semi-autonomous security testing
- Multi-agent coordination for complex security scenarios
- Evaluation frameworks and benchmarks for AI security capabilities
- Safety and alignment for offensive security AI
- Human-AI collaboration in security operations</p>
<p><strong>🛠️ Applied Research:</strong>
- Domain-specific security agents (cloud, IoT, OT/ICS, robotics)
- Novel tool integration and extension mechanisms
- Real-world case studies and deployments
- Educational frameworks and training methodologies
- Privacy-preserving AI for security testing</p>
<p><strong>📊 Empirical Studies:</strong>
- Large-scale comparative evaluations
- Longitudinal studies of AI security tool effectiveness
- User studies and human factors research
- Performance analysis across diverse security domains</p>
</div>
<h3 id="benefits-of-collaboration">Benefits of Collaboration</h3>
<p><strong>For Researchers:</strong>
- 🔓 Access to CAI PRO infrastructure and <code>alias1</code> model
- 📊 Early access to benchmarks and datasets
- 🤝 Co-authorship opportunities on joint publications
- 💡 Direct influence on CAI development roadmap
- 🎤 Speaking opportunities at CAI community meetings</p>
<p><strong>For Institutions:</strong>
- 🎓 Educational licenses for teaching and courses
- 🏗️ Custom deployments and infrastructure support
- 📚 Integration of student projects into CAI ecosystem
- 🌍 Visibility in the growing CAI research community</p>
<hr />
<h2 id="get-in-touch">📧 Get in Touch</h2>
<p>Interested in research collaboration? We'd love to hear from you!</p>
<p><strong>Contact:</strong> research@aliasrobotics.com</p>
<p>Please include:
- Your research interests and proposed collaboration areas
- Institutional affiliation (if applicable)
- Relevant publications or projects
- Specific resources or support needed</p>
<p>We typically respond within 48 hours and can schedule an initial discussion call to explore collaboration opportunities.</p>
<hr />
<h2 id="citation">📖 Citation</h2>
<p>If you use CAI in your research, please cite our work (ordered by publication date):</p>
<div class="language-bibtex highlight"><pre><span></span><code><span id="__span-0-1"><span class="nc">@article</span><span class="p">{</span><span class="nl">mayoral2025cai</span><span class="p">,</span>
</span><span id="__span-0-2"><span class="w"> </span><span class="na">title</span><span class="p">=</span><span class="s">{CAI: An Open, Bug Bounty-Ready Cybersecurity AI}</span><span class="p">,</span>
</span><span id="__span-0-3"><span class="w"> </span><span class="na">author</span><span class="p">=</span><span class="s">{Mayoral-Vilches, V{\&#39;\i}ctor and Navarrete-Lozano, Luis Javier and Sanz-G{\&#39;o}mez, Mar{\&#39;\i}a and Espejo, Lidia Salas and Crespo-{\&#39;A}lvarez, Marti{\~n}o and Oca-Gonzalez, Francisco and Balassone, Francesco and Glera-Pic{\&#39;o}n, Alfonso and Ayucar-Carbajo, Unai and Ruiz-Alcalde, Jon Ander and Rass, Stefan and Pinzger, Martin and Gil-Uriarte, Endika}</span><span class="p">,</span>
</span><span id="__span-0-4"><span class="w"> </span><span class="na">journal</span><span class="p">=</span><span class="s">{arXiv preprint arXiv:2504.06017}</span><span class="p">,</span>
</span><span id="__span-0-5"><span class="w"> </span><span class="na">year</span><span class="p">=</span><span class="s">{2025}</span>
</span><span id="__span-0-6"><span class="p">}</span>
</span><span id="__span-0-7">
</span><span id="__span-0-8"><span class="nc">@article</span><span class="p">{</span><span class="nl">mayoral2025automation</span><span class="p">,</span>
</span><span id="__span-0-9"><span class="w"> </span><span class="na">title</span><span class="p">=</span><span class="s">{Cybersecurity AI: The Dangerous Gap Between Automation and Autonomy}</span><span class="p">,</span>
</span><span id="__span-0-10"><span class="w"> </span><span class="na">author</span><span class="p">=</span><span class="s">{Mayoral-Vilches, V{\&#39;\i}ctor}</span><span class="p">,</span>
</span><span id="__span-0-11"><span class="w"> </span><span class="na">journal</span><span class="p">=</span><span class="s">{arXiv preprint arXiv:2506.23592}</span><span class="p">,</span>
</span><span id="__span-0-12"><span class="w"> </span><span class="na">year</span><span class="p">=</span><span class="s">{2025}</span>
</span><span id="__span-0-13"><span class="p">}</span>
</span><span id="__span-0-14">
</span><span id="__span-0-15"><span class="nc">@article</span><span class="p">{</span><span class="nl">mayoral2025fluency</span><span class="p">,</span>
</span><span id="__span-0-16"><span class="w"> </span><span class="na">title</span><span class="p">=</span><span class="s">{CAI Fluency: A Framework for Cybersecurity AI Fluency}</span><span class="p">,</span>
</span><span id="__span-0-17"><span class="w"> </span><span class="na">author</span><span class="p">=</span><span class="s">{Mayoral-Vilches, V{\&#39;\i}ctor and Wachter, Jasmin and Chavez, Crist{\&#39;o}bal RJ and Schachner, Cathrin and Navarrete-Lozano, Luis Javier and Sanz-G{\&#39;o}mez, Mar{\&#39;\i}a}</span><span class="p">,</span>
</span><span id="__span-0-18"><span class="w"> </span><span class="na">journal</span><span class="p">=</span><span class="s">{arXiv preprint arXiv:2508.13588}</span><span class="p">,</span>
</span><span id="__span-0-19"><span class="w"> </span><span class="na">year</span><span class="p">=</span><span class="s">{2025}</span>
</span><span id="__span-0-20"><span class="p">}</span>
</span><span id="__span-0-21">
</span><span id="__span-0-22"><span class="nc">@article</span><span class="p">{</span><span class="nl">mayoral2025hacking</span><span class="p">,</span>
</span><span id="__span-0-23"><span class="w"> </span><span class="na">title</span><span class="p">=</span><span class="s">{Cybersecurity AI: Hacking the AI Hackers via Prompt Injection}</span><span class="p">,</span>
</span><span id="__span-0-24"><span class="w"> </span><span class="na">author</span><span class="p">=</span><span class="s">{Mayoral-Vilches, V{\&#39;\i}ctor and Rynning, Per Mannermaa}</span><span class="p">,</span>
</span><span id="__span-0-25"><span class="w"> </span><span class="na">journal</span><span class="p">=</span><span class="s">{arXiv preprint arXiv:2508.21669}</span><span class="p">,</span>
</span><span id="__span-0-26"><span class="w"> </span><span class="na">year</span><span class="p">=</span><span class="s">{2025}</span>
</span><span id="__span-0-27"><span class="p">}</span>
</span><span id="__span-0-28">
</span><span id="__span-0-29"><span class="nc">@article</span><span class="p">{</span><span class="nl">mayoral2025humanoid</span><span class="p">,</span>
</span><span id="__span-0-30"><span class="w"> </span><span class="na">title</span><span class="p">=</span><span class="s">{Cybersecurity AI: Humanoid Robots as Attack Vectors}</span><span class="p">,</span>
</span><span id="__span-0-31"><span class="w"> </span><span class="na">author</span><span class="p">=</span><span class="s">{Mayoral-Vilches, V{\&#39;\i}ctor}</span><span class="p">,</span>
</span><span id="__span-0-32"><span class="w"> </span><span class="na">journal</span><span class="p">=</span><span class="s">{arXiv preprint arXiv:2509.14139}</span><span class="p">,</span>
</span><span id="__span-0-33"><span class="w"> </span><span class="na">year</span><span class="p">=</span><span class="s">{2025}</span>
</span><span id="__span-0-34"><span class="p">}</span>
</span><span id="__span-0-35">
</span><span id="__span-0-36"><span class="nc">@article</span><span class="p">{</span><span class="nl">balassone2025evaluation</span><span class="p">,</span>
</span><span id="__span-0-37"><span class="w"> </span><span class="na">title</span><span class="p">=</span><span class="s">{Cybersecurity AI: Evaluating Agentic Cybersecurity in Attack/Defense CTFs}</span><span class="p">,</span>
</span><span id="__span-0-38"><span class="w"> </span><span class="na">author</span><span class="p">=</span><span class="s">{Balassone, Francesco and Mayoral-Vilches, V{\&#39;\i}ctor and Rass, Stefan and Pinzger, Martin and Perrone, Gaetano and Romano, Simon Pietro and Schartner, Peter}</span><span class="p">,</span>
</span><span id="__span-0-39"><span class="w"> </span><span class="na">journal</span><span class="p">=</span><span class="s">{arXiv preprint arXiv:2510.17521}</span><span class="p">,</span>
</span><span id="__span-0-40"><span class="w"> </span><span class="na">year</span><span class="p">=</span><span class="s">{2025}</span>
</span><span id="__span-0-41"><span class="p">}</span>
</span><span id="__span-0-42">
</span><span id="__span-0-43"><span class="nc">@article</span><span class="p">{</span><span class="nl">mayoral2025caibench</span><span class="p">,</span>
</span><span id="__span-0-44"><span class="w"> </span><span class="na">title</span><span class="p">=</span><span class="s">{CAIBench: A Meta-Benchmark for Evaluating Cybersecurity AI Agents}</span><span class="p">,</span>
</span><span id="__span-0-45"><span class="w"> </span><span class="na">author</span><span class="p">=</span><span class="s">{Mayoral-Vilches, V{\&#39;\i}ctor and Balassone, Francesco and Navarrete-Lozano, Luis Javier and Sanz-G{\&#39;o}mez, Mar{\&#39;\i}a and Crespo-{\&#39;A}lvarez, Marti{\~n}o and Rass, Stefan and Pinzger, Martin}</span><span class="p">,</span>
</span><span id="__span-0-46"><span class="w"> </span><span class="na">journal</span><span class="p">=</span><span class="s">{arXiv preprint arXiv:2510.24317}</span><span class="p">,</span>
</span><span id="__span-0-47"><span class="w"> </span><span class="na">year</span><span class="p">=</span><span class="s">{2025}</span>
</span><span id="__span-0-48"><span class="p">}</span>
</span></code></pre></div>
<hr />
<h2 id="additional-resources">🔗 Additional Resources</h2>
<ul>
<li>📚 <a href="https://aliasrobotics.com/research-security.php#papers">Complete Research Library</a> - All 24+ peer-reviewed publications</li>
<li>📊 <a href="../benchmarking/overview/">CAIBench Benchmarks</a> - Comprehensive evaluation framework</li>
<li>🏆 <a href="../#-milestones">Competition Results</a> - CTF and hackathon achievements</li>
<li>🎓 <a href="https://github.com/aliasrobotics/cai/tree/main/fluency">CAI Fluency</a> - Educational materials and tutorials</li>
<li>💻 <a href="https://github.com/aliasrobotics/cai">GitHub Repository</a> - Source code and examples</li>
</ul>
<p><strong>Join the Cybersecurity AI research community</strong> - Let's advance the state of the art together! 🚀</p>
</article>
</div>
<script>var target=document.getElementById(location.hash.slice(1));target&&target.name&&(target.checked=target.name.startsWith("__tabbed_"))</script>
</div>
</main>
<footer class="md-footer">
<div class="md-footer-meta md-typeset">
<div class="md-footer-meta__inner md-grid">
<div class="md-copyright">
</div>
</div>
</div>
</footer>
</div>
<div class="md-dialog" data-md-component="dialog">
<div class="md-dialog__inner md-typeset"></div>
</div>
<script id="__config" type="application/json">{"base": "..", "features": ["content.code.copy", "content.code.select", "navigation.path", "navigation.sections", "navigation.expand", "content.code.annotate"], "search": "../assets/javascripts/workers/search.f8cc74c7.min.js", "tags": null, "translations": {"clipboard.copied": "Copied to clipboard", "clipboard.copy": "Copy to clipboard", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.placeholder": "Type to start searching", "search.result.term.missing": "Missing", "select.version": "Select version"}, "version": null}</script>
<script src="../assets/javascripts/bundle.c8b220af.min.js"></script>
</body>
</html>
Reference in New Issue View Git Blame Copy Permalink