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AnaVation

Posted 1 month ago

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Sr. Cyber Engineer (AI)

Chantilly, VAOn-siteFull-time

AI Summary

Senior AI Engineer focusing on vulnerability research, reverse engineering, and automated exploit discovery. Builds AI-driven systems to analyze binaries, maps exploits, and supports secure engineering across complex environments.

About this role

Be Challenged and Make a Difference
In a world of technology, people make the difference. We believe if we invest in great people, then great things will happen. At AnaVation, we provide unmatched value to our customers and employees through innovative solutions and an engaging culture.

Description of Task to be Performed:

We are seeking a Senior AI Engineer with deep experience in vulnerability research, reverse engineering, and automated exploit discovery. In this role, you will build advanced AI-driven systems to analyze binaries, discover flaws, and support secure engineering across complex environments. You will work at the intersection of security research, machine learning, and large-scale automation—designing tools that push the boundaries of modern vulnerability detection.

Key Responsibilities

  • Lead research and development of automated systems for reverse engineering, including static, dynamic, and symbolic analysis workflows.
  • Create tools to analyze compiled code, firmware, protocols, and novel architecture.
  • Collaborate with VR researchers to convert cutting-edge techniques into scalable AI-driven capabilities.
  • Build pipelines for ingesting binaries, disassembling, performing feature extraction, and training ML models.
  • Perform hands-on reverse engineering of complex software to validate and improve AI-based approaches.
  • Integrate LLMs and multimodal models into security workflows (e.g., code reasoning, decompilation assistance, exploit surface mapping).
  • Document methodologies, findings, and architectures for internal engineering and security teams.
  • Mentor junior engineers and guide cross-functional research initiatives.

Required Qualifications:

  • 7+ years of experience in vulnerability research, reverse engineering, or low-level systems security.
  • Strong proficiency with reverse engineering tools such as IDA Pro, Ghidra, Binary Ninja, Frida, or similar.
  • Expert knowledge of exploit classes, memory corruption, program analysis, and OS-level internals.
  • Professional experience building or integrating ML/AI systems, including transformer-based models or code-intelligence architectures.
  • Proficiency in Python and at least one low-level language (C/C++, Rust, or Assembly).
  • Strong understanding of binary formats (ELF, PE), calling conventions, and compiler behaviors.
  • Experience with static analysis, dynamic instrumentation, fuzzing frameworks, or symbolic execution tools
  • Clearance: Active TS/SCI Clearance with CI Polygraph
  • Preferred Qualifications:

  • Experience developing AI/ML models that assist in binary analysis, vulnerability detection, and exploit pattern identification.
  • Experience training or fine-tuning ML models for code or binary analysis.
  • Familiarity with reinforcement learning, program synthesis, or neurosymbolic reasoning.
  • Experience analyzing embedded systems, mobile platforms, or cloud-native workloads.
  • Publications, conference presentations, or open-source contributions in security research or program analysis.
  • Prior experience in red team research or advanced threat modeling.
  • Skills

    AssemblyBinary NinjaC++Calling ConventionsCode-intelligence ArchitecturesCode ReasoningCompiler BehaviorsDecompilationDynamic InstrumentationELFFeature ExtractionFridaFuzzing FrameworksGhidraID A ProLLMsML Model TrainingMultimodal ModelsPEPythonReverse Engineering ToolsRustStatic AnalysisSymbolic ExecutionTransformer Models

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