certifications-training

Professional certifications, CTF competitions, and training resources for AI security practitioners

Dépôt: pluginagentmarketplace/custom-plugin-ai-red-teaming
Dernière activité de la source: 31 décembre 2025 à 12:42
Langue détectée de SKILL.md: anglais
Étoiles: 3
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SKILL.md

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AI Security Certifications & Training

Build professional expertise through certifications, CTFs, and structured training programs.

Quick Reference

Skill: certifications-training Agent: 01-red-team-lead OWASP: Full LLM Top 10 Coverage NIST: Govern, Map, Measure, Manage Use Case: Professional development

Career Progression Map

┌────────────────────────────────────────────────────────────────────┐ │ AI SECURITY CAREER PATH │ ├────────────────────────────────────────────────────────────────────┤ │ │ │ ENTRY LEVEL (0-2 years) │ │ ┌─────────────────────────────────────────────────────────────┐ │ │ │ Security Analyst → AI Security Analyst → Jr. Red Team │ │ │ │ Skills: Python, ML basics, Security fundamentals │ │ │ │ Certs: Security+, AI Fundamentals, CEH │ │ │ └─────────────────────────────────────────────────────────────┘ │ │ ↓ │ │ MID LEVEL (2-5 years) │ │ ┌─────────────────────────────────────────────────────────────┐ │ │ │ AI Red Team Engineer → Senior Red Team → Team Lead │ │ │ │ Skills: Adversarial ML, LLM security, Tool development │ │ │ │ Certs: OSCP, CAISP, Cloud AI certs │ │ │ └─────────────────────────────────────────────────────────────┘ │ │ ↓ │ │ SENIOR LEVEL (5+ years) │ │ ┌─────────────────────────────────────────────────────────────┐ │ │ │ Principal → Director → CISO (AI Focus) │ │ │ │ Skills: Strategy, Research, Thought leadership │ │ │ │ Certs: CISSP, Research publications, Speaking │ │ │ └─────────────────────────────────────────────────────────────┘ │ │ │ └────────────────────────────────────────────────────────────────────┘

AI Security Certifications & Training

Build professional expertise through certifications, CTFs, and structured training programs.

Quick Reference

Skill: certifications-training Agent: 01-red-team-lead OWASP: Full LLM Top 10 Coverage NIST: Govern, Map, Measure, Manage Use Case: Professional development

Career Progression Map

class AISecurityCTFs: """Catalog of AI security CTF competitions.""" CTF_CATALOG = { "Tensor Trust": { "focus": "Prompt injection defense", "type": "ongoing", "difficulty": "beginner_to_advanced", "url": "https://tensortrust.ai/", "skills_tested": [ "Prompt injection attack", "Defense strategies", "Jailbreak techniques" ], "prizes": "Leaderboard ranking" }, "HackAPrompt": { "focus": "LLM jailbreaking", "type": "annual", "difficulty": "all_levels", "organizer": "Learn Prompting", "skills_tested": [ "Prompt engineering", "Safety bypass", "Creative attacks" ], "prizes": "$35,000+ total" }, "AI Village CTF": { "focus": "General AI security", "type": "annual", "venue": "DEF CON", "difficulty": "intermediate_to_expert", "skills_tested": [ "Model attacks", "Adversarial ML", "LLM exploitation" ], "prizes": "Recognition, swag" }, "Adversarial ML CTF": { "focus": "Image classification attacks", "type": "conference", "venue": "NeurIPS, CVPR", "difficulty": "advanced", "skills_tested": [ "Adversarial examples", "Evasion attacks", "Robustness evaluation" ], "prizes": "Research recognition" }, "Gandalf": { "focus": "Prompt injection levels", "type": "ongoing", "difficulty": "beginner_to_intermediate", "url": "https://gandalf.lakera.ai/", "skills_tested": [ "Progressive prompt injection", "Filter bypass", "Secret extraction" ], "prizes": "Learning experience" } }

class LearningPathGenerator: """Generate personalized learning paths.""" PATHS = { "beginner": { "duration": "6 months", "prerequisites": ["Basic Python", "Linux fundamentals"], "modules": [ { "name": "ML/DL Fundamentals", "resources": [ "Fast.ai: Practical Deep Learning", "Coursera: Machine Learning (Andrew Ng)", "HuggingFace NLP Course" ], "duration": "2 months" }, { "name": "Security Basics", "resources": [ "TryHackMe: Pre-Security Path", "OWASP Web Security Testing Guide", "PortSwigger Web Security Academy" ], "duration": "2 months" }, { "name": "AI Security Introduction", "resources": [ "Gandalf (Lakera) - All levels", "OWASP LLM Top 10 Study", "Introduction to Adversarial ML (course)" ], "duration": "2 months" } ], "certifications": ["CompTIA Security+", "AI-900"] }, "intermediate": { "duration": "12 months", "prerequisites": ["ML experience", "Security fundamentals"], "modules": [ { "name": "Adversarial ML Deep Dive", "resources": [ "Stanford CS234: Adversarial Robustness", "ART (IBM) Tutorials", "TextAttack Documentation" ], "duration": "3 months" }, { "name": "LLM Security Specialization", "resources": [ "PyRIT Documentation & Labs", "garak Tool Mastery", "Prompt Injection Research Papers" ], "duration": "3 months" }, { "name": "Tool Development", "resources": [ "Build custom probes for garak", "PyRIT orchestrator development", "Contribute to open source" ], "duration": "3 months" }, { "name": "CTF Competition", "resources": [ "Participate in AI Village CTF", "HackAPrompt competition", "Create CTF challenges" ], "duration": "3 months" } ], "certifications": ["OSCP", "Google AI Red Team"] }, "advanced": { "duration": "24+ months", "prerequisites": ["AI red team experience", "Research background"], "modules": [ { "name": "Original Research", "resources": [ "Read latest papers (arXiv, OpenReview)", "Conduct novel research", "Publish findings" ], "duration": "Ongoing" }, { "name": "Thought Leadership", "resources": [ "Conference speaking (DEF CON, NeurIPS)", "Blog writing", "Tool development" ], "duration": "Ongoing" }, { "name": "Mentorship", "resources": [ "Mentor junior practitioners", "Create training content", "Community building" ], "duration": "Ongoing" } ], "certifications": ["CISSP", "CAISP"] } }

name	certifications-training
version	2.0.0
description	Professional certifications, CTF competitions, and training resources for AI security practitioners
sasmp_version	1.3.0
bonded_agent	01-red-team-commander
bond_type	SECONDARY_BOND
input_schema	{"type":"object","required":["query_type"],"properties":{"query_type":{"type":"string","enum":["certifications","ctf","training","career_path","resources"]},"experience_level":{"type":"string","enum":["beginner","intermediate","advanced","expert"]},"focus_area":{"type":"string","enum":["llm_security","adversarial_ml","model_security","general"]}}}
output_schema	{"type":"object","properties":{"recommendations":{"type":"array"},"learning_path":{"type":"object"},"resources":{"type":"array"},"estimated_timeline":{"type":"string"}}}
owasp_llm_2025	["LLM01","LLM02","LLM03","LLM04","LLM05","LLM06","LLM07","LLM08","LLM09","LLM10"]
nist_ai_rmf	["Govern","Map","Measure","Manage"]

name	certifications-training
version	2.0.0
description	Professional certifications, CTF competitions, and training resources for AI security practitioners
sasmp_version	1.3.0
bonded_agent	01-red-team-commander
bond_type	SECONDARY_BOND
input_schema	{"type":"object","required":["query_type"],"properties":{"query_type":{"type":"string","enum":["certifications","ctf","training","career_path","resources"]},"experience_level":{"type":"string","enum":["beginner","intermediate","advanced","expert"]},"focus_area":{"type":"string","enum":["llm_security","adversarial_ml","model_security","general"]}}}
output_schema	{"type":"object","properties":{"recommendations":{"type":"array"},"learning_path":{"type":"object"},"resources":{"type":"array"},"estimated_timeline":{"type":"string"}}}
owasp_llm_2025	["LLM01","LLM02","LLM03","LLM04","LLM05","LLM06","LLM07","LLM08","LLM09","LLM10"]
nist_ai_rmf	["Govern","Map","Measure","Manage"]

Component	Purpose
Agent 01	Career guidance
/analyze	Skill gap analysis
Community	Networking
CTF platforms	Practical experience

certifications-training

Options d'installation

Vérifiez les fichiers source

AI Security Certifications & Training

Quick Reference

Career Progression Map

AI Security Certifications & Training

Quick Reference

Career Progression Map

Professional Certifications

AI/ML Security Specific

Traditional Security (AI-Applicable)

CTF Competitions

AI/ML Focused CTFs

Practice Platforms

Training Resources

Structured Learning Paths

Key Publications

Skill Development Tracker

Community Resources

Troubleshooting

Integration Points

certifications-training

Informations de source

Options d'installation

Vérifiez les fichiers source

Plus depuis ce dépôt

Plus depuis ce dépôt

AI Security Certifications & Training

Quick Reference

Career Progression Map

AI Security Certifications & Training

Quick Reference

Career Progression Map

Professional Certifications

AI/ML Security Specific

Traditional Security (AI-Applicable)

CTF Competitions

AI/ML Focused CTFs

Practice Platforms

Training Resources

Structured Learning Paths

Key Publications

Skill Development Tracker

Community Resources

Troubleshooting

Integration Points