{"product_id":"master-ai-ml-techniques-for-ctf-challenges","title":"Master AI\/ML Techniques for CTF Challenges","description":"\u003ch3\u003eMaster AI\/ML Techniques for CTF Challenges\u003c\/h3\u003e\n\n\u003cp\u003eThis AI agent skill package provides developers with advanced techniques in artificial intelligence and machine learning to address Capture The Flag (CTF) challenges. It focuses on scenarios involving AI and ML models, offering strategies for model attacks, adversarial manipulation, and neural network analysis.\u003c\/p\u003e\n\n\u003ch3\u003eWhat this skill does\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eAttacks machine learning models using adversarial examples and model extraction.\u003c\/li\u003e\n  \u003cli\u003eCrafts adversarial examples for testing model robustness.\u003c\/li\u003e\n  \u003cli\u003ePerforms prompt injection to manipulate large language models (LLMs).\u003c\/li\u003e\n  \u003cli\u003eConducts membership inference and training data poisoning to evaluate privacy vulnerabilities.\u003c\/li\u003e\n  \u003cli\u003eApplies fine-tuning manipulation and LoRA adapter exploitation.\u003c\/li\u003e\n  \u003cli\u003eDeals with LLM jailbreaking and related AI puzzles.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eWho it is for\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eDevelopers and security researchers working with AI coding agents like Claude Code, Cursor, and Codex.\u003c\/li\u003e\n  \u003cli\u003eTeams involved in security testing, especially those focusing on AI\/ML applications.\u003c\/li\u003e\n  \u003cli\u003eEducational institutions exploring advanced AI techniques in cybersecurity.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eUse cases\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eConducting security analysis on ML models to preemptively identify vulnerabilities.\u003c\/li\u003e\n  \u003cli\u003eTesting AI systems' resilience against adversarial perturbations and attacks.\u003c\/li\u003e\n  \u003cli\u003eEvaluating AI model defences and improving training data privacy.\u003c\/li\u003e\n  \u003cli\u003eSolving AI-based CTF challenges in competitive settings for educational or research purposes.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eTechnical details\u003c\/h3\u003e\n\u003cp\u003eThe skill requires installation of specific Python packages: torch, transformers, numpy, scipy, Pillow, safetensors, and scikit-learn. Depending on the operating system, additional installations may be necessary — Python3 development tools on Linux, or Python3 via Homebrew on macOS. For documented strategies and instructions, users can refer to the supporting files, including details on adversarial approaches and model attacks.\u003c\/p\u003e\n\n\u003cp\u003eFor authorised security testing, defensive research and educational use only.\u003c\/p\u003e\n\u003c!-- mcpcart:static-blocks:start --\u003e\n\u003chr\u003e\n\u003ch3\u003eSource \u0026amp; Licence\u003c\/h3\u003e\n\u003cp\u003eThis package is built on open-source work published by \u003cstrong\u003eljagiello\u003c\/strong\u003e (\u003ca href=\"https:\/\/github.com\/ljagiello\/ctf-skills\" rel=\"nofollow noopener\" target=\"_blank\"\u003eljagiello\/ctf-skills\u003c\/a\u003e) and distributed under \u003cstrong\u003eMIT\u003c\/strong\u003e. The original licence text and copyright notice are included in your download.\u003c\/p\u003e\n\u003cp\u003ePersonal and commercial use, modification and redistribution are permitted, provided the original copyright and licence notice are retained.\u003c\/p\u003e\n\u003cp\u003eYour purchase covers curation, licence verification, packaging, documentation and instant delivery. It does not grant exclusive rights to the underlying open-source code, which remains available under its original licence.\u003c\/p\u003e\n\u003ch3\u003eDelivery \u0026amp; Support\u003c\/h3\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cstrong\u003eDelivery:\u003c\/strong\u003e instant — a secure download link is emailed to you as soon as payment is confirmed.\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eFormat:\u003c\/strong\u003e ZIP archive containing the skill files, documentation and the original licence.\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eSupport:\u003c\/strong\u003e \u003ca href=\"mailto:support@mcpcart.com\"\u003esupport@mcpcart.com\u003c\/a\u003e — we aim to reply within 2 business days.\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eUpdates:\u003c\/strong\u003e updates are included only where stated on this page.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003ch3\u003eRefunds\u003c\/h3\u003e\n\u003cp\u003eThis is a digital product delivered immediately after purchase. By completing your order you request immediate delivery and acknowledge that, once the download has been accessed, the statutory right to cancel no longer applies to the extent permitted by law. Refund requests are handled in accordance with our published Refund Policy.\u003c\/p\u003e\n\u003cp style=\"font-size:0.85em;color:#666;\"\u003eClaude, Codex, Gemini and Cursor are trademarks of their respective owners. MCP Cart is an independent marketplace and is not affiliated with, endorsed by, or sponsored by any of them. Compatibility references describe interoperability only.\u003c\/p\u003e\n\u003c!-- mcpcart:static-blocks:end --\u003e","brand":"MCP Cart","offers":[{"title":"Default Title","offer_id":52824722178359,"sku":"MCP-LJAGIELLO-CTF-SKILLS-CTF-AI-ML","price":12.99,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0981\/3950\/4951\/files\/5FS0vUkHIKLkRMWD0h7DO_f09cf38453c941869194d49a89067250.jpg?v=1786532574","url":"https:\/\/mcpcart.com\/products\/master-ai-ml-techniques-for-ctf-challenges","provider":"SPF PRO","version":"1.0","type":"link"}