Responsibilities
Peraton Labs is seeking a self-motivated Cyber AI/ML Research Scientist with a strong foundation in cybersecurity technologies computer networks and AI/ML to help design and deliver next-generation network-based defensive capabilities. This role focuses on the research prototyping and evaluation of AI-enabled cyber detection and modeling of cyber phenomena using techniques such as DNNs transformer-based models and agentic AI-assisted approaches.
You will work with a small team of research scientists to investigate challenging problems develop novel models and software prototypes and demonstrate performance through testbed-based evaluation. The ideal candidate thrives in an environment where they can independently drive technical work while communicating results clearly through presentations and written technical documents.
Key responsibilities may include:
- Conduct applied research on AI-enabled cyber defense approaches including detection modeling and characterization of cyber behaviors and phenomena
- Design and implement prototypes that operationalize research into usable capabilities
- Develop and evaluate models using deep learning and transformer-based approaches and explore agentic AI-assisted methods for analysis workflow automation and experimentation
- Work with network and cyber data modalities (e.g. flow packet host telemetry logs)
- Build repeatable experiments and conduct rigorous evaluation in controlled testbeds including performance measurement ablations and robustness testing
- Work with teammates to translate customer needs into technical approaches balancing novelty with feasibility and deployability
- Produce high-quality technical documentation briefings and presentations and contribute to reports proposals whitepapers and publications
- Maintain strong system hygiene: Linux-based development version control containers reproducibility and clean software practices
- Learn and integrate new tools/technologies quickly to keep pace with evolving customer needs and emerging research
Qualifications
Required Qualifications
- Minimum of MS with 6 years of experience or PhD with 3 YoE in Computer Science Computer Engineering or closely related field with exposure to cyber networks and machine learning.
- Demonstrated understanding of cyber concepts including TTPs and the cyber lifecycle (e.g. intrusion phases detection/response considerations)
- Strong networking fundamentals: IP stack network configuration concepts routing/switching basics protocol layering and network architecture/layout
- Hands-on experience with ML tooling such a PyTorch TensorFlow and/or scikit-learn
- Strong software development skills in Python and/or C/C
- Proficiency with Linux Git and Docker
- Excellent oral and written communication skills (technical presentations well-structured documentation)
- Ability to work independently manage ambiguity and deliver tangible outputs in a research environment
- US Citizenship is a requirement for this position
Preferred Qualifications
- Experience applying ML to cybersecurity or network analytics such as intrusion detection anomaly detection malware/behavioral modeling or cyber deception/defense concepts
- Experience with network/security telemetry sources
- Direct experience with transformer models representation learning or foundation/LLM-adjacent methods applied to cyber workflows
- Familiarity with agentic workflows and safe evaluation approaches
- Knowledge of adversarial ML / robustness data poisoning considerations model security or operational constraints of ML in defensive environments
- History of peer-reviewed publications patents open-source contributions or evidence of research impact
- Experience working within controlled lab/testbed environments
Peraton Overview
Peraton is a next-generation national security company that drives missions of consequence spanning the globe and extending to the farthest reaches of the galaxy. As the worlds leading mission capability integrator and transformative enterprise IT provider we deliver trusted highly differentiated solutions and technologies to protect our nation and allies. Peraton operates at the critical nexus between traditional and nontraditional threats across all domains: land sea space air and cyberspace. The company serves as a valued partner to essential government agencies and supports every branch of the U.S. armed forces. Each day our employees do the cant be done by solving the most daunting challenges facing our customers. Visit to learn how were keeping people around the world safe and secure.
Target Salary Range
$112000 - $179000. This represents the typical salary range for this position. Salary is determined by various factors including but not limited to the scope and responsibilities of the position the individuals experience education knowledge skills and competencies as well as geographic location and business and contract considerations. Depending on the position employees may be eligible for overtime shift differential and a discretionary bonus in addition to base pay.
EEO
EEO: Equal opportunity employer including disability and protected veterans or other characteristics protected by law.
Required Experience:
IC
ResponsibilitiesPeraton Labs is seeking a self-motivated Cyber AI/ML Research Scientist with a strong foundation in cybersecurity technologies computer networks and AI/ML to help design and deliver next-generation network-based defensive capabilities. This role focuses on the research prototyping an...
Responsibilities
Peraton Labs is seeking a self-motivated Cyber AI/ML Research Scientist with a strong foundation in cybersecurity technologies computer networks and AI/ML to help design and deliver next-generation network-based defensive capabilities. This role focuses on the research prototyping and evaluation of AI-enabled cyber detection and modeling of cyber phenomena using techniques such as DNNs transformer-based models and agentic AI-assisted approaches.
You will work with a small team of research scientists to investigate challenging problems develop novel models and software prototypes and demonstrate performance through testbed-based evaluation. The ideal candidate thrives in an environment where they can independently drive technical work while communicating results clearly through presentations and written technical documents.
Key responsibilities may include:
- Conduct applied research on AI-enabled cyber defense approaches including detection modeling and characterization of cyber behaviors and phenomena
- Design and implement prototypes that operationalize research into usable capabilities
- Develop and evaluate models using deep learning and transformer-based approaches and explore agentic AI-assisted methods for analysis workflow automation and experimentation
- Work with network and cyber data modalities (e.g. flow packet host telemetry logs)
- Build repeatable experiments and conduct rigorous evaluation in controlled testbeds including performance measurement ablations and robustness testing
- Work with teammates to translate customer needs into technical approaches balancing novelty with feasibility and deployability
- Produce high-quality technical documentation briefings and presentations and contribute to reports proposals whitepapers and publications
- Maintain strong system hygiene: Linux-based development version control containers reproducibility and clean software practices
- Learn and integrate new tools/technologies quickly to keep pace with evolving customer needs and emerging research
Qualifications
Required Qualifications
- Minimum of MS with 6 years of experience or PhD with 3 YoE in Computer Science Computer Engineering or closely related field with exposure to cyber networks and machine learning.
- Demonstrated understanding of cyber concepts including TTPs and the cyber lifecycle (e.g. intrusion phases detection/response considerations)
- Strong networking fundamentals: IP stack network configuration concepts routing/switching basics protocol layering and network architecture/layout
- Hands-on experience with ML tooling such a PyTorch TensorFlow and/or scikit-learn
- Strong software development skills in Python and/or C/C
- Proficiency with Linux Git and Docker
- Excellent oral and written communication skills (technical presentations well-structured documentation)
- Ability to work independently manage ambiguity and deliver tangible outputs in a research environment
- US Citizenship is a requirement for this position
Preferred Qualifications
- Experience applying ML to cybersecurity or network analytics such as intrusion detection anomaly detection malware/behavioral modeling or cyber deception/defense concepts
- Experience with network/security telemetry sources
- Direct experience with transformer models representation learning or foundation/LLM-adjacent methods applied to cyber workflows
- Familiarity with agentic workflows and safe evaluation approaches
- Knowledge of adversarial ML / robustness data poisoning considerations model security or operational constraints of ML in defensive environments
- History of peer-reviewed publications patents open-source contributions or evidence of research impact
- Experience working within controlled lab/testbed environments
Peraton Overview
Peraton is a next-generation national security company that drives missions of consequence spanning the globe and extending to the farthest reaches of the galaxy. As the worlds leading mission capability integrator and transformative enterprise IT provider we deliver trusted highly differentiated solutions and technologies to protect our nation and allies. Peraton operates at the critical nexus between traditional and nontraditional threats across all domains: land sea space air and cyberspace. The company serves as a valued partner to essential government agencies and supports every branch of the U.S. armed forces. Each day our employees do the cant be done by solving the most daunting challenges facing our customers. Visit to learn how were keeping people around the world safe and secure.
Target Salary Range
$112000 - $179000. This represents the typical salary range for this position. Salary is determined by various factors including but not limited to the scope and responsibilities of the position the individuals experience education knowledge skills and competencies as well as geographic location and business and contract considerations. Depending on the position employees may be eligible for overtime shift differential and a discretionary bonus in addition to base pay.
EEO
EEO: Equal opportunity employer including disability and protected veterans or other characteristics protected by law.
Required Experience:
IC
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