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Offensive AI Exploits and Security (LFWS320)

The Offensive AI Exploits and Security (LFWS320) course by Linux Foundation equips penetration testers, red teamers, and AI/ML engineers with hands-on offensive skills to exploit all 10 vulnerability classes in the OWASP® Top 10 for LLM Applications—addressing critical gaps as 84% of organizations report AI security risks in production systems. It solves the urgent need for specialized LLM security expertise in modern AppSec and DevSecOps pipelines.

This course prepares learners for Linux Foundation’s LLM security credential, validating skills in prompt injection, agent abuse, and pipeline poisoning. Koenig delivers official vendor-authorized courseware with Guaranteed-to-Run dates, ensuring timely access to live training. Graduates gain the expertise to lead AI red teaming initiatives and secure generative AI deployments.

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Course Overview

The Offensive AI Exploits and Security (LFWS320) course by The Linux Foundation is a specialized, one-day, instructor-led workshop designed for security professionals tasked with securing AI-powered applications. This hands-on training prepares penetration testers, red teamers, and AI/ML engineers to identify and exploit vulnerabilities unique to large language models (LLMs), specifically targeting all 10 classes in the OWASP® Top 10 for LLM Applications. As organizations rapidly integrate generative AI into production systems—72% of enterprises now deploying LLMs in critical workflows—security teams face unprecedented risks from prompt injection, guardrail bypass, and multi-agent pipeline poisoning. This course equips learners with offensive techniques to assess, attack, and ultimately harden LLM systems, making it essential for AppSec and DevSecOps professionals navigating the evolving AI threat landscape.

Participants engage in intensive, cloud-hosted labs that simulate real-world attack scenarios across a full spectrum of LLM vulnerabilities. The curriculum covers tools and frameworks such as LangChain, LangGraph, OWASP® ZAP, and Burp Suite, with students actively exploiting RAG-based retrieval systems, bypassing LLM guardrails using encoding and synonym attacks, abusing agent tool-calling functions, and executing multi-modal vision model exploits. Using a browser-accessible lab environment, learners configure and attack LLM pipelines involving semantic retrieval, webhook SSRF, memory poisoning, and schema confusion in function-calling architectures. A capstone scenario challenges students to compromise a customer support AI system through indirect injection and escalate access via multi-agent poisoning—mirroring actual adversarial tactics used in modern AI red team operations.

By completing Offensive AI Exploits and Security (LFWS320), professionals prepare for emerging roles in AI red-teaming and LLM security engineering, backed by a Linux Foundation digital badge that validates their expertise in one of cybersecurity’s fastest-growing domains. With AI security specialists commanding median salaries of $147,000 in North America, this certification offers strong career advancement potential. Koenig Solutions enhances this training with Guaranteed-to-Run scheduling, official Linux Foundation courseware, and optional 1-on-1 mentoring, ensuring learners master offensive AI techniques in a structured, real-time environment. Graduates gain the proven ability to lead AI security assessments and implement LLM-native defenses in enterprise AI deployments.

What You'll Learn

✓Execute and document OWASP® Top 10 exploits against large language models (LLMs) to generate a comprehensive vulnerability assessment report.
✓Construct RAG prompt injection attacks to demonstrate output compromise and configure input validation filters to neutralize these threats.
✓Audit LLM guardrails by implementing encoding and synonym bypass techniques to produce a security gap analysis for AI safety measures.
✓Manipulate LangChain tool calling sequences to identify unauthorized execution paths and deploy restrictive access control policies.
✓Execute multi-modal vision attacks on AI models to generate a technical report detailing visual processing vulnerabilities and mitigation configurations.
✓Poison multi-agent AI pipelines to isolate attack vectors and implement robust verification protocols to secure complex AI infrastructures.

Skills You'll Gain

OWASP Top 10 LLM Prompt Injection RAG Attacks Guardrail Bypass LLM Memory Poisoning Agent Tool Abuse Multi-Agent Poisoning Schema Confusion Indirect Injection SSRF Webhook Exploits Multi-Modal Injection Vision Model Attacks Function-Calling Abuse LangChain Exploitation X-Forwarded-For Spoofing LLM Context Injection Linux Foundation LLM Security

Prerequisites

Recommended knowledge before taking this course
  • Solid understanding of web application security, specifically HTTP, REST APIs, input validation, and injection vulnerabilities, as required for Offensive AI Exploits and Security (LFWS320) by Linux Foundation.
  • Practical experience with HTTP interception tools such as Burp Suite or OWASP ZAP to analyze and identify vulnerabilities in web-integrated AI systems.
  • Proficiency in Python, specifically reading and modifying scripts, with experience using the requests library for API interactions.
  • Competence in using curl for API testing and command-line interactions to simulate requests and analyze service responses.
  • Foundational knowledge of Large Language Models (LLMs), including system/user prompt structures and Retrieval-Augmented Generation (RAG) workflows.
  • Functional understanding of LLM agents, tool calling mechanisms, and multi-agent pipeline architectures to identify potential attack vectors.
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What's Included in Your Training

Every enrollment comes packed with resources to maximise your learning and exam success

Career Outcomes

88%

of LFWS320 certified professionals report career advancement within 6 months

Salary Impact

+30%

Average salary increase reported after obtaining the LFWS320 certification

Typical Salary Range (Global)
Entry$90,000–$115,000
Mid$115,000–$145,000
Senior$145,000–$180,000

*Source: Glassdoor / LinkedIn 2025

Job Roles

6
  • AI Red Teamer
  • LLM Security Engineer
  • AI Security Engineer
  • Application Security Engineer (AI Focus)
  • Offensive Security Specialist (AI)
  • AI Penetration Tester

Companies Hiring

5,000+
Google Microsoft Amazon Accenture Deloitte IBM Salesforce JPMorgan Chase Intel NVIDIA

and 5,000+ organizations worldwide seeking LFWS320 certified professionals

Real Transformations

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    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

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    SC-300 Certified ✓ Verified
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    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

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    Carlos R.

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  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

    Rahul M.

    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

    Sarah K.

    Sarah K.

    CISO, Financial Services

    Enterprise Client ✓ Verified
  • ★★★★★

    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    PL-300 Certified ✓ Verified
  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    AZ-305 Expert ✓ Verified
  • ★★★★★

    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

    James T.

    James T.

    Head of L&D, UK Enterprise

    100+ Learners Trained ✓ Verified
  • ★★★★★

    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

    David L.

    David L.

    AI Engineer

    AI-102 Certified ✓ Verified
  • ★★★★★

    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified
  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

    Rahul M.

    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

    Sarah K.

    Sarah K.

    CISO, Financial Services

    Enterprise Client ✓ Verified
  • ★★★★★

    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    PL-300 Certified ✓ Verified
  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

    Rahul M.

    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

    Sarah K.

    Sarah K.

    CISO, Financial Services

    Enterprise Client ✓ Verified
  • ★★★★★

    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    PL-300 Certified ✓ Verified
  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    AZ-305 Expert ✓ Verified
  • ★★★★★

    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

    James T.

    James T.

    Head of L&D, UK Enterprise

    100+ Learners Trained ✓ Verified
  • ★★★★★

    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    AZ-305 Expert ✓ Verified
  • ★★★★★

    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

    James T.

    James T.

    Head of L&D, UK Enterprise

    100+ Learners Trained ✓ Verified
  • ★★★★★

    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

    David L.

    David L.

    AI Engineer

    AI-102 Certified ✓ Verified
  • ★★★★★

    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

    David L.

    David L.

    AI Engineer

    AI-102 Certified ✓ Verified
  • ★★★★★

    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified

Frequently Asked Questions

Everything you need to know about the LFWS320 training course

Is the certification exam included in the course fee for Offensive AI Exploits and Security (LFWS320), and what is the exam cost if separate?
The certification exam is not included in the Offensive AI Exploits and Security (LFWS320) course fee. You must purchase the Linux Foundation exam separately, typically priced at $300 USD. Always verify current pricing on the official Linux Foundation certification portal before you register for your exam.
What training formats are offered for Offensive AI Exploits and Security (LFWS320), and is Guaranteed-to-Run scheduling available?
Koenig delivers Offensive AI Exploits and Security (LFWS320) via live online, 1-on-1, classroom, and self-paced Flexi formats. We offer Guaranteed-to-Run (GTR) scheduling, ensuring your session proceeds as planned regardless of enrollment numbers. This allows you to secure your professional training dates with complete confidence.
How long is lab access provided for Offensive AI Exploits and Security (LFWS320), and what type of environment is used?
Offensive AI Exploits and Security (LFWS320) includes 60 days of post-training access to cloud-hosted, vendor-managed sandboxes. These environments require only a laptop and simulate critical LLM attack vectors, such as RAG prompt injection and multi-agent pipeline poisoning, providing essential hands-on experience for security professionals.
What is Koenig's rescheduling and cancellation policy for Offensive AI Exploits and Security (LFWS320)?
Koenig permits one penalty-free reschedule if requested over 10 days before your Offensive AI Exploits and Security (LFWS320) start date. Changes within 10 days incur a 50% fee. This policy balances resource planning integrity with the flexibility you need for your professional development schedule.
What is the format, number of questions, passing score, and time limit for the Offensive AI Exploits and Security (LFWS320) certification exam?
The Offensive AI Exploits and Security (LFWS320) exam is a performance-based assessment featuring roughly 17-20 hands-on tasks. You must achieve a 67% passing score within the 2-hour time limit. The exam is delivered online via secure remote proctoring, utilizing audio, video, and screen sharing.
How long is the Offensive AI Exploits and Security (LFWS320) certification valid, and what is the renewal process and cost?
Your Offensive AI Exploits and Security (LFWS320) certification remains valid for 24 months. To renew, you must retake and pass the current exam before your expiration date. The renewal fee is $300 USD, ensuring your skills remain current with the latest Linux Foundation security standards.
What post-training support does Koenig provide after completing Offensive AI Exploits and Security (LFWS320)?
Koenig offers 30 days of post-training support, including expert mentor access, session recordings, and lab environment availability. You also benefit from our Happiness Guarantee, which allows a free course retake within six months, ensuring you master the Offensive AI Exploits and Security (LFWS320) curriculum effectively.
What are the prerequisites or experience needed to take the Offensive AI Exploits and Security (LFWS320) course?
To succeed in Offensive AI Exploits and Security (LFWS320), you need web security knowledge (HTTP, REST APIs, injection), Burp Suite or OWASP ZAP experience, and Python proficiency. You should also possess a foundational understanding of LLMs, RAG, and agent tool calling, as this course targets intermediate-level security practitioners.
What career impact and salary potential can professionals expect after completing Offensive AI Exploits and Security (LFWS320)?
Earning your Offensive AI Exploits and Security (LFWS320) credential prepares you for roles like AI Security Specialist or Red Team Engineer. Professionals in these high-demand fields often command annual salaries between $120,000 and $160,000. This certification validates your expertise in mitigating complex LLM-specific vulnerabilities.
How does instructor-led training for Offensive AI Exploits and Security (LFWS320) compare to self-study in terms of effectiveness and outcomes?
Instructor-led Offensive AI Exploits and Security (LFWS320) training provides structured guidance, real-time Q&A, and expert-led labs that significantly improve exam pass rates. Unlike self-study, our Guaranteed-to-Run sessions offer the immediate feedback and technical mentorship required to master complex LLM exploits and accelerate your career growth.
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