Senior Cyber AI Engineer
for section headings (About the role, Responsibilities, Requirements, Qualifications, Skills, Benefits, Pay, Schedule). Use - for any list of duties/requirements/benefits, and
for prose. Do NOT repeat the job title as a heading (the page already shows it) and do NOT put Job ID / requisition numbers as headings — fold minor metadata into a short
or drop it. Preserve ALL substantive information; do NOT invent or summarize away detail. Remove cookie/navigation/legal/EEO/equal-opportunity/scam-warning boilerplate, duplicated lines, and application instructions. IMPORTANT: include a section ONLY when the posting has real, specific content for it — never emit a heading followed by filler/placeholder text (e.g. "commensurate with experience", "not specified", "N/A", "varies", "TBD") and never create Pay/Schedule/Benefits sections unless the posting actually states them. Prefer a few substantive sections over many thin ones. Output ONLY the HTML fragment — no /, no markdown code fences.
We need to parse the job posting content. The text includes a lot of navigation and site menu. The actual job posting appears after "Senior Cyber AI Engineer Mid-Senior Level | Full-time Engineering | Livermore, CA | 09/21/2026 Reference #: REF8885V Job Code: SES.3 Science & Engineering MTS 3 / SES.4 Science & Engineering MTS 4 Organization: Engineering Position Type: Career Indefinite Security Clearance: Anticipated DOE Q clearance with Sensitive Compartmented Information access (requires U.S. citizenship and a federal background investigation) Drug Test: Required for external applicant(s) selected for this position (includes testing for use of marijuana) Medical Exam: Not applicable Apply Now Share this job Opens in a new window ..."
Then "Company Description Join us and make YOUR mark on the World! Lawrence Livermore National Laboratory (LLNL) has turned bold ideas into world-changing impact advancing science and technology to strengthen U.S. security and promote global stability. Our mission spans four critical national security areas nuclear deterrence, threat preparedness, energy security, and multi-domain defense empowering teams to take on the toughest challenges of today and tomorrow. With a culture built on innovation and operational excellence, LLNL is a place where your expertise can make a real impact."
Then "Job Description We have multiple openings for a Senior Cyber AI Engineer to lead efforts to develop techniques and tools for cybersecurity in support of the defense of critical infrastructure systems and Federal networks. You will lead and support a range of highly complex projects at the intersection of cybersecurity, operational technology, machine learning, and AI, developing and deploying innovative methods to emulate adversarial behaviors to help develop tools used to defend critical U.S. infrastructure and networks. Your expertise will drive the evolution of advanced cyber capabilities, threat analysis, and mitigation strategies for industrial control systems. These positions are in the Computational Engineering Division (CED), within the Engineering Directorate, in support of Global Security’s Energy and Homeland Security (E) program. These positions will be filled at either level based on knowledge and related experience as assessed by the hiring team. Additional job responsibilities (outlined below) will be assigned if hired at the higher level. In this role, you will Lead and support advanced cybersecurity-related research projects leveraging creative and automated methods to identify vulnerabilities, discover malicious behaviors and tools, and advance the state of the art in securing operational technology.Collaborate in the development of technical requirements for data collection and adversarial simulation capabilities at LLNL.Analyze and assess novel attacks to uncover TTPs, potential weaknesses, malicious behavior, and potential attack vectors with the aim of creating repeatable workflows to support the program’s mission.Work closely with interdisciplinary project scientists and engineers in the scope, planning, and formulating modeling/simulation efforts for physical, engineering, and computational systems.Develop, implement, validate, and document specialized analysis software tools and models as required and use them to inform understanding and mitigation of threats to operational technology.Identify emerging threats and opportunities for enhancing cybersecurity capabilities, helping shape the technical direction of LLNL’s cybersecurity initiatives.Engage with sponsors and stakeholders to develop new program growth opportunities, contribute to research proposals, and ensure alignment with mission objectives.Drive and execute innovative ideas and approaches to meet sponsor and project needs in a rapidly evolving threat landscape.Mentor and collaborate with team members, utilizing your technical expertise to attract and retain projects, programs, and funding.Perform other duties as assigned. Additional Job Responsibilities, At The SES.4 Level Direct technical tasks for highly complex projects which consistently require the application of creativity and innovation; set broad research/project vision and strategy and influence technical direction for Laboratory and others wielding extensive influence, such as senior management, industrial partners, and policy makers.Provide highly innovative solutions to abstract complex problems/ideas, convert them into useable algorithms/software modules, and provide solutions that require in-depth analysis of multiple factors and the creative use of established methods.Develop new ideas, modify approaches, and redefine requirements that significantly impact major Laboratory programs, set high-level goals, and contribute to the revolutionary advancement of knowledge."
Then "Qualifications Ability to secure and maintain a U.S. DOE Q-level security clearance which requires U.S. citizenship.Bachelor's degree in cybersecurity, computer science, information technology, computer engineering, or related technical field or the equivalent combination of education and related experience.Advanced experience leading cybersecurity and/or applied AI research efforts. Advanced experience with building systems with AI tool pipelines and frameworks.Experience in malware analysis, network analysis, host forensics or some combination of these skill areas and related tools.Ability to communicate technical information across multi-disciplinary teams and to non-cyber experts, advising policy management, and applying interpersonal skills to collaborate effectively in a team environment.Advanced knowledge of state-of-the-art technologies in both AI and cybersecurity.Advanced analytical, problem-solving, and decision-making skills to develop creative solutions to complex problems.Ability to effectively manage concurrent technical tasks with competing priorities, along with the demonstrated ability to approach difficult problems with enthusiasm and creativity and to effectively change focus when necessary.Advanced verbal and written communication skills necessary to effectively collaborate in a team environment and present and explain technical information to multi-disciplinary teams and non-cyber experts and advise senior management and/or external sponsors and proficient interpersonal skills. Additional Qualifications At The SES.4 Level Highly advanced proje"
It cuts off at "Highly advanced proje". Probably truncated. We'll include what we have.
We need to produce sections: About the role (maybe company description?), Responsibilities (job description), Requirements (maybe qualifications?), Qualifications (maybe separate?), Skills (maybe part of qualifications?), Benefits, Pay, Schedule.
We need to decide which sections have real content.
From the posting:
- Company Description: description of LLNL. Could be "About the role" or maybe "About the company". The instruction says use
for section headings (e.g. About the role, Responsibilities, Requirements, Qualifications, Skills, Benefits, Pay, Schedule). So we can have "About the role" containing the company description and maybe overview.
- Responsibilities: The job description includes bullet-like sentences: "Lead and support advanced cybersecurity-related research projects..." etc. Those are responsibilities. We can put them in a - .
- Requirements: Possibly the qualifications section includes requirements like security clearance, degree, experience. Could be separate "Requirements" and "Qualifications". But we need to avoid thin sections. Perhaps combine Requirements and Qualifications into one? But the instruction says we can have both if they have real content. Let's see: The qualifications list includes many items: Ability to secure clearance, Bachelor's degree, Advanced experience leading cybersecurity and/or applied AI research efforts, Advanced experience with building systems with AI tool pipelines and frameworks, Experience in malware analysis, network analysis, host forensics, Ability to communicate technical information, Advanced knowledge of state-of-the-art technologies in both AI and cybersecurity, Advanced analytical, problem-solving, decision-making skills, Ability to manage concurrent technical tasks, Advanced verbal and written communication skills. Then "Additional Qualifications At The SES.4 Level Highly advanced proje" (incomplete). So we have qualifications.
We could have a section "Qualifications" containing those bullet points. Could also have "Requirements" maybe for the security clearance and degree? But we can just have one "Qualifications" section.
Skills: Could be extracted from qualifications (like communication skills, analytical skills). But we might not need separate Skills if qualifications cover them. The instruction says prefer a few substantive sections over many thin ones. So maybe we have About the role, Responsibilities, Qualifications. Possibly Benefits, Pay, Schedule if present. The posting does not mention benefits, pay, schedule. So we should not include those sections.
Thus output:
About the role
Company description paragraph.
Responsibilities
- Lead and support advanced cybersecurity-related research projects leveraging creative and automated methods to identify vulnerabilities, discover malicious behaviors and tools, and advance the state of the art in securing operational technology.
- Collaborate in the development of technical requirements for data collection and adversarial simulation capabilities at LLNL.
- Analyze and assess novel attacks to uncover TTPs, potential weaknesses, malicious behavior, and potential attack vectors with the aim of creating repeatable workflows to support the program’s mission.
- Work closely with interdisciplinary project scientists and engineers in the scope, planning, and formulating modeling/simulation efforts for physical, engineering, and computational systems.
- Develop, implement, validate, and document specialized analysis software tools and models as required and use them to inform understanding and mitigation of threats to operational technology.
- Identify emerging threats and opportunities for enhancing cybersecurity capabilities, helping shape the technical direction of LLNL’s cybersecurity initiatives.
- Engage with sponsors and stakeholders to develop new program growth opportunities, contribute to research proposals, and ensure alignment with mission objectives.
- Drive and execute innovative ideas and approaches to meet sponsor and project needs in a rapidly evolving threat landscape.
- Mentor and collaborate with team members, utilizing your technical expertise to attract and retain projects, programs, and funding.
- Perform other duties as assigned.
- Additional Job Responsibilities, At The SES.4 Level: Direct technical tasks for highly complex projects which consistently require the application of creativity and innovation; set broad research/project vision and strategy and influence technical direction for Laboratory and others wielding extensive influence, such as senior management, industrial partners, and policy makers.
- Provide highly innovative solutions to abstract complex problems/ideas, convert them into useable algorithms/software modules, and provide solutions that require in-depth analysis of multiple factors and the creative use of established methods.
- Develop new ideas, modify approaches, and redefine requirements that significantly impact major Laboratory programs, set high-level goals, and contribute to the revolutionary advancement of knowledge.
Qualifications
- Ability to secure and maintain a U.S. DOE Q-level security clearance which requires U.S. citizenship.
- Bachelor's degree in cybersecurity, computer science, information technology, computer engineering, or related technical field or the equivalent combination of education and related experience.
- Advanced experience leading cybersecurity and/or applied AI research efforts.
- Advanced experience with building systems with AI tool pipelines and frameworks.
- Experience in malware analysis, network analysis, host forensics or some combination of these skill areas and related tools.
- Ability to communicate technical information across multi-disciplinary teams and to non-cyber experts, advising policy management, and applying interpersonal skills to collaborate effectively in a team environment.
- Advanced knowledge of state-of-the-art technologies in both AI and cybersecurity.
- Advanced analytical, problem-solving, and decision-making skills to develop creative solutions to complex problems.
for prose. Do NOT repeat the job title as a heading (the page already shows it) and do NOT put Job ID / requisition numbers as headings — fold minor metadata into a short
or drop it. Preserve ALL substantive information; do NOT invent or summarize away detail. Remove cookie/navigation/legal/EEO/equal-opportunity/scam-warning boilerplate, duplicated lines, and application instructions. IMPORTANT: include a section ONLY when the posting has real, specific content for it — never emit a heading followed by filler/placeholder text (e.g. "commensurate with experience", "not specified", "N/A", "varies", "TBD") and never create Pay/Schedule/Benefits sections unless the posting actually states them. Prefer a few substantive sections over many thin ones. Output ONLY the HTML fragment — no /, no markdown code fences. We need to parse the job posting content. The text includes a lot of navigation and site menu. The actual job posting appears after "Senior Cyber AI Engineer Mid-Senior Level | Full-time Engineering | Livermore, CA | 09/21/2026 Reference #: REF8885V Job Code: SES.3 Science & Engineering MTS 3 / SES.4 Science & Engineering MTS 4 Organization: Engineering Position Type: Career Indefinite Security Clearance: Anticipated DOE Q clearance with Sensitive Compartmented Information access (requires U.S. citizenship and a federal background investigation) Drug Test: Required for external applicant(s) selected for this position (includes testing for use of marijuana) Medical Exam: Not applicable Apply Now Share this job Opens in a new window ..." Then "Company Description Join us and make YOUR mark on the World! Lawrence Livermore National Laboratory (LLNL) has turned bold ideas into world-changing impact advancing science and technology to strengthen U.S. security and promote global stability. Our mission spans four critical national security areas nuclear deterrence, threat preparedness, energy security, and multi-domain defense empowering teams to take on the toughest challenges of today and tomorrow. With a culture built on innovation and operational excellence, LLNL is a place where your expertise can make a real impact." Then "Job Description We have multiple openings for a Senior Cyber AI Engineer to lead efforts to develop techniques and tools for cybersecurity in support of the defense of critical infrastructure systems and Federal networks. You will lead and support a range of highly complex projects at the intersection of cybersecurity, operational technology, machine learning, and AI, developing and deploying innovative methods to emulate adversarial behaviors to help develop tools used to defend critical U.S. infrastructure and networks. Your expertise will drive the evolution of advanced cyber capabilities, threat analysis, and mitigation strategies for industrial control systems. These positions are in the Computational Engineering Division (CED), within the Engineering Directorate, in support of Global Security’s Energy and Homeland Security (E) program. These positions will be filled at either level based on knowledge and related experience as assessed by the hiring team. Additional job responsibilities (outlined below) will be assigned if hired at the higher level. In this role, you will Lead and support advanced cybersecurity-related research projects leveraging creative and automated methods to identify vulnerabilities, discover malicious behaviors and tools, and advance the state of the art in securing operational technology.Collaborate in the development of technical requirements for data collection and adversarial simulation capabilities at LLNL.Analyze and assess novel attacks to uncover TTPs, potential weaknesses, malicious behavior, and potential attack vectors with the aim of creating repeatable workflows to support the program’s mission.Work closely with interdisciplinary project scientists and engineers in the scope, planning, and formulating modeling/simulation efforts for physical, engineering, and computational systems.Develop, implement, validate, and document specialized analysis software tools and models as required and use them to inform understanding and mitigation of threats to operational technology.Identify emerging threats and opportunities for enhancing cybersecurity capabilities, helping shape the technical direction of LLNL’s cybersecurity initiatives.Engage with sponsors and stakeholders to develop new program growth opportunities, contribute to research proposals, and ensure alignment with mission objectives.Drive and execute innovative ideas and approaches to meet sponsor and project needs in a rapidly evolving threat landscape.Mentor and collaborate with team members, utilizing your technical expertise to attract and retain projects, programs, and funding.Perform other duties as assigned. Additional Job Responsibilities, At The SES.4 Level Direct technical tasks for highly complex projects which consistently require the application of creativity and innovation; set broad research/project vision and strategy and influence technical direction for Laboratory and others wielding extensive influence, such as senior management, industrial partners, and policy makers.Provide highly innovative solutions to abstract complex problems/ideas, convert them into useable algorithms/software modules, and provide solutions that require in-depth analysis of multiple factors and the creative use of established methods.Develop new ideas, modify approaches, and redefine requirements that significantly impact major Laboratory programs, set high-level goals, and contribute to the revolutionary advancement of knowledge." Then "Qualifications Ability to secure and maintain a U.S. DOE Q-level security clearance which requires U.S. citizenship.Bachelor's degree in cybersecurity, computer science, information technology, computer engineering, or related technical field or the equivalent combination of education and related experience.Advanced experience leading cybersecurity and/or applied AI research efforts. Advanced experience with building systems with AI tool pipelines and frameworks.Experience in malware analysis, network analysis, host forensics or some combination of these skill areas and related tools.Ability to communicate technical information across multi-disciplinary teams and to non-cyber experts, advising policy management, and applying interpersonal skills to collaborate effectively in a team environment.Advanced knowledge of state-of-the-art technologies in both AI and cybersecurity.Advanced analytical, problem-solving, and decision-making skills to develop creative solutions to complex problems.Ability to effectively manage concurrent technical tasks with competing priorities, along with the demonstrated ability to approach difficult problems with enthusiasm and creativity and to effectively change focus when necessary.Advanced verbal and written communication skills necessary to effectively collaborate in a team environment and present and explain technical information to multi-disciplinary teams and non-cyber experts and advise senior management and/or external sponsors and proficient interpersonal skills. Additional Qualifications At The SES.4 Level Highly advanced proje" It cuts off at "Highly advanced proje". Probably truncated. We'll include what we have. We need to produce sections: About the role (maybe company description?), Responsibilities (job description), Requirements (maybe qualifications?), Qualifications (maybe separate?), Skills (maybe part of qualifications?), Benefits, Pay, Schedule. We need to decide which sections have real content. From the posting: - Company Description: description of LLNL. Could be "About the role" or maybe "About the company". The instruction says use
for section headings (e.g. About the role, Responsibilities, Requirements, Qualifications, Skills, Benefits, Pay, Schedule). So we can have "About the role" containing the company description and maybe overview.
- Responsibilities: The job description includes bullet-like sentences: "Lead and support advanced cybersecurity-related research projects..." etc. Those are responsibilities. We can put them in a - .
- Requirements: Possibly the qualifications section includes requirements like security clearance, degree, experience. Could be separate "Requirements" and "Qualifications". But we need to avoid thin sections. Perhaps combine Requirements and Qualifications into one? But the instruction says we can have both if they have real content. Let's see: The qualifications list includes many items: Ability to secure clearance, Bachelor's degree, Advanced experience leading cybersecurity and/or applied AI research efforts, Advanced experience with building systems with AI tool pipelines and frameworks, Experience in malware analysis, network analysis, host forensics, Ability to communicate technical information, Advanced knowledge of state-of-the-art technologies in both AI and cybersecurity, Advanced analytical, problem-solving, decision-making skills, Ability to manage concurrent technical tasks, Advanced verbal and written communication skills. Then "Additional Qualifications At The SES.4 Level Highly advanced proje" (incomplete). So we have qualifications.
We could have a section "Qualifications" containing those bullet points. Could also have "Requirements" maybe for the security clearance and degree? But we can just have one "Qualifications" section.
Skills: Could be extracted from qualifications (like communication skills, analytical skills). But we might not need separate Skills if qualifications cover them. The instruction says prefer a few substantive sections over many thin ones. So maybe we have About the role, Responsibilities, Qualifications. Possibly Benefits, Pay, Schedule if present. The posting does not mention benefits, pay, schedule. So we should not include those sections.
Thus output:
About the role
Company description paragraph.
Responsibilities
- Lead and support advanced cybersecurity-related research projects leveraging creative and automated methods to identify vulnerabilities, discover malicious behaviors and tools, and advance the state of the art in securing operational technology.
- Collaborate in the development of technical requirements for data collection and adversarial simulation capabilities at LLNL.
- Analyze and assess novel attacks to uncover TTPs, potential weaknesses, malicious behavior, and potential attack vectors with the aim of creating repeatable workflows to support the program’s mission.
- Work closely with interdisciplinary project scientists and engineers in the scope, planning, and formulating modeling/simulation efforts for physical, engineering, and computational systems.
- Develop, implement, validate, and document specialized analysis software tools and models as required and use them to inform understanding and mitigation of threats to operational technology.
- Identify emerging threats and opportunities for enhancing cybersecurity capabilities, helping shape the technical direction of LLNL’s cybersecurity initiatives.
- Engage with sponsors and stakeholders to develop new program growth opportunities, contribute to research proposals, and ensure alignment with mission objectives.
- Drive and execute innovative ideas and approaches to meet sponsor and project needs in a rapidly evolving threat landscape.
- Mentor and collaborate with team members, utilizing your technical expertise to attract and retain projects, programs, and funding.
- Perform other duties as assigned.
- Additional Job Responsibilities, At The SES.4 Level: Direct technical tasks for highly complex projects which consistently require the application of creativity and innovation; set broad research/project vision and strategy and influence technical direction for Laboratory and others wielding extensive influence, such as senior management, industrial partners, and policy makers.
- Provide highly innovative solutions to abstract complex problems/ideas, convert them into useable algorithms/software modules, and provide solutions that require in-depth analysis of multiple factors and the creative use of established methods.
- Develop new ideas, modify approaches, and redefine requirements that significantly impact major Laboratory programs, set high-level goals, and contribute to the revolutionary advancement of knowledge.
Qualifications
- Ability to secure and maintain a U.S. DOE Q-level security clearance which requires U.S. citizenship.
- Bachelor's degree in cybersecurity, computer science, information technology, computer engineering, or related technical field or the equivalent combination of education and related experience.
- Advanced experience leading cybersecurity and/or applied AI research efforts.
- Advanced experience with building systems with AI tool pipelines and frameworks.
- Experience in malware analysis, network analysis, host forensics or some combination of these skill areas and related tools.
- Ability to communicate technical information across multi-disciplinary teams and to non-cyber experts, advising policy management, and applying interpersonal skills to collaborate effectively in a team environment.
- Advanced knowledge of state-of-the-art technologies in both AI and cybersecurity.
- Advanced analytical, problem-solving, and decision-making skills to develop creative solutions to complex problems.
About the role
Company description paragraph.
Responsibilities
- Lead and support advanced cybersecurity-related research projects leveraging creative and automated methods to identify vulnerabilities, discover malicious behaviors and tools, and advance the state of the art in securing operational technology.
- Collaborate in the development of technical requirements for data collection and adversarial simulation capabilities at LLNL.
- Analyze and assess novel attacks to uncover TTPs, potential weaknesses, malicious behavior, and potential attack vectors with the aim of creating repeatable workflows to support the program’s mission.
- Work closely with interdisciplinary project scientists and engineers in the scope, planning, and formulating modeling/simulation efforts for physical, engineering, and computational systems.
- Develop, implement, validate, and document specialized analysis software tools and models as required and use them to inform understanding and mitigation of threats to operational technology.
- Identify emerging threats and opportunities for enhancing cybersecurity capabilities, helping shape the technical direction of LLNL’s cybersecurity initiatives.
- Engage with sponsors and stakeholders to develop new program growth opportunities, contribute to research proposals, and ensure alignment with mission objectives.
- Drive and execute innovative ideas and approaches to meet sponsor and project needs in a rapidly evolving threat landscape.
- Mentor and collaborate with team members, utilizing your technical expertise to attract and retain projects, programs, and funding.
- Perform other duties as assigned.
- Additional Job Responsibilities, At The SES.4 Level: Direct technical tasks for highly complex projects which consistently require the application of creativity and innovation; set broad research/project vision and strategy and influence technical direction for Laboratory and others wielding extensive influence, such as senior management, industrial partners, and policy makers.
- Provide highly innovative solutions to abstract complex problems/ideas, convert them into useable algorithms/software modules, and provide solutions that require in-depth analysis of multiple factors and the creative use of established methods.
- Develop new ideas, modify approaches, and redefine requirements that significantly impact major Laboratory programs, set high-level goals, and contribute to the revolutionary advancement of knowledge.
Qualifications
- Ability to secure and maintain a U.S. DOE Q-level security clearance which requires U.S. citizenship.
- Bachelor's degree in cybersecurity, computer science, information technology, computer engineering, or related technical field or the equivalent combination of education and related experience.
- Advanced experience leading cybersecurity and/or applied AI research efforts.
- Advanced experience with building systems with AI tool pipelines and frameworks.
- Experience in malware analysis, network analysis, host forensics or some combination of these skill areas and related tools.
- Ability to communicate technical information across multi-disciplinary teams and to non-cyber experts, advising policy management, and applying interpersonal skills to collaborate effectively in a team environment.
- Advanced knowledge of state-of-the-art technologies in both AI and cybersecurity.
- Advanced analytical, problem-solving, and decision-making skills to develop creative solutions to complex problems.