AI Engineer SME

AnaVation

Chantilly, VAFull-time$95,353–$212,566Posted Oct 28, 2026

About the 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:

AnaVation is seeking a highly skilled AI Engineer to join our high-performing team and lead the research, design, development, and execution of specialized operational and analytic cyber capabilities in support of real-world missions.

Key Responsibilities Include:

Build scalable, production-ready AI/ML/GenAI models, pipelines, and microservices.

Develop training, evaluation, and inference pipelines in Python using PyTorch, TensorFlow, or scikit learn.

Deploy and manage models with MLOps, CI/CD, containerization, and monitoring frameworks.

Implement vector databases, embeddings, LLM applications, agentic AI, and tool calling workflows.

Optimize models for accuracy, latency, cost, and scalability across distributed environments.

Ensure AI governance, documentation, ethical compliance, and secure posture alignment.

Provide technical mentorship and drive cross-team engineering standardization.

This position requires an active Top Secret (TS) clearance and the ability to obtain SCI access with a CI polygraph. This position is on-site in Chantilly, VA.

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Required Qualifications:

Active Top Secret (TS) clearance with eligibility for Sensitive Compartmented Information (SCI) and ability to obtain a Counterintelligence (CI) Polygraph.

Bachelor's degree or master's degree with 10 years of experience specializing in AI/ML engineering

Hands-on experience deploying production AI/GenAI and LLM systems, including embeddings, multi-model and multimodal orchestration, reasoning, memory, and tool execution.

Proficiency with PyTorch, TensorFlow, scikit-learn, and cloud platforms (AWS, Azure, or GCP), with practical MLOps experience using MLflow, Azure ML, or Vertex AI.

Experience implementing NLP, computer vision, reinforcement learning, temporal, spatial, geographic, or quantitative AI capabilities, including named entity recognition, contextual entity extraction, and entity resolution.

Experience developing multi-step retrieval and structured output workflows with source citations, provenance, and traceable analytic results.

Expertise in data architecture integrating vector, graph, and relational databases, including automated ETL pipeline development, scheduling, optimization, complex parsing, and schema-aligned ingestion and normalization of structured and unstructured data.

Experience implementing data-layer Attribute-Based Access Control (ABAC) and end-to-end data lineage tracking.

Experience supporting air-gapped, hybrid, and on-premises environments, including locally hosted GPU servers, hyperconverged infrastructure, container orchestration, distributed systems, and multitenant Cross-Domain Solutions (CDS).

Proficiency in full-stack application development and integration using TypeScript, React, Python, FastAPI, LanceDB, Lance Graph, PostgreSQL, Temporal.io, Docker, and Kubernetes to connect user interfaces, backend services, middleware, retrieval systems, databases, and AI/GenAI services.

Experience delivering and maintaining solutions in agile engineering environments.

Requires an active Top Secret (TS) clearance and the ability to obtain SCI access with a CI polygraph.

Requires the ability to work on-site in Chantilly, VA.

Preferred Qualifications:

Experience in federal, defense, or highly regulated environments.

Knowledge of ethical AI, governance frameworks, and secure development practices.

Skills in large-scale optimization, GPU acceleration, or distributed training.

Experience building APIs, microservices, and automated ML workflows.

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$95,352.72 - $212,566.06 a year

Please note: The listed salary range reflects our market-based compensation structure. Final compensation will depend on business needs, local market conditions, internal equity, and the selected candidate’s skills, education, and experience.

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Benefits

Generous cost sharing for medical insurance for the employee and dependents

100% company paid dental insurance for employees and dependents

100% company paid long-term and short-term disability insurance

100% company paid vision insurance for employees and dependents

401k plan with generous match and 100% immediate vesting

Competitive Pay

Generous paid leave and holiday package

Tuition and training reimbursement

Life and AD&D Insurance

About AnaVation

AnaVation is the leader in solving the most complex technical challenges for collection and processing in the U.S. Federal Intelligence Community. We are a US owned company headquartered in Chantilly, Virginia. We deliver groundbreaking research with advanced software and systems engineering that provides an information advantage to contribute to the mission and operational success of our customers. We offer complex challenges, a top-notch work environment, and a world-class, collaborative team.

If you want to grow your career and make a difference while doing it, AnaVation is the perfect fit for you!

AnaVation is an equal opportunity employer. All qualified applicants will receive consideration for employment without regard to sex, race, color, religion, national origin, disability, protected Veteran status, age, or any other characteristic protected by law.

Responsibilities

  • Lead research, design, development, and execution of specialized AI capabilities for operational and analytic cyber missions.
  • Build production-ready AI, ML, and GenAI models, pipelines, and microservices.
  • Develop training, evaluation, and inference pipelines using Python and machine learning frameworks.
  • Deploy and manage models using MLOps, CI/CD, containerization, and monitoring.
  • Implement vector databases, embeddings, LLM applications, agentic AI, and tool-calling workflows.
  • Optimize models for accuracy, latency, cost, and scalability.
  • Ensure AI governance, documentation, ethical compliance, and secure alignment.
  • Mentor technical teams and promote engineering standards.

Qualifications

  • Bachelor's or master's degree and 10 years of experience specializing in AI/ML engineering.
  • Active Top Secret clearance, eligibility for SCI, and ability to obtain a CI polygraph.
  • Hands-on experience deploying production AI, GenAI, and LLM systems.
  • Proficiency with PyTorch, TensorFlow, scikit-learn, cloud platforms, and MLOps tools.
  • Experience with AI capabilities including NLP, computer vision, reinforcement learning, and entity resolution.
  • Expertise in retrieval workflows, data architecture, ETL, access controls, and data lineage.
  • Experience supporting air-gapped, hybrid, and on-premises environments, including distributed systems and cross-domain solutions.
  • Full-stack development experience with TypeScript, React, Python, FastAPI, databases, Docker, and Kubernetes.

Benefits

  • Medical insurance with generous company cost sharing for employees and dependents
  • Company-paid dental, vision, short-term disability, and long-term disability insurance
  • 401(k) with generous company match and immediate vesting
  • Paid leave and holidays
  • Tuition and training reimbursement
  • Life and AD&D insurance

Skills mentioned

PythonMachine LearningGenerative AILarge Language ModelsRetrieval-Augmented GenerationPyTorchTensorFlowMLOpsDockerKubernetes

About AnaVation

AnaVation is a trusted partner that delivers high-value, cost-effective solutions to solve our customers’ most complex technical and analytical problems. AnaVation believes that the future of securing, collecting, processing, and analyzing cyber data will require the development of advanced ANAlytical technologies derived via the innoVATION of current and future technologies. AnaVation believes in the “Idea of the Possible” — that it is possible for our experts, partnering with our customers in the right environment, to create innovative technical solutions that expand our customers’ capabilities. We want to do two things for our customers. We want to resolve existing challenges and we want to prepare them for the future. Our technical expertise and innovative engineering culture enable us to do those things.

IT Services and IT Consulting51-200 employeesChantilly, VA