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Application Integration Engineer
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Added 7 mins ago
Data & AI Engineer (Agentic Systems)
Defense Unicorns
Springfield, VA
Ability to support approximately 2–3 days per week onsite in Springfield, VA, with additional onsite presence as mission needs increase
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Defense Unicorns

Data & AI Engineer (Agentic Systems)

Springfield, VA, United States

$148,750 - $201,250 USD

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Job details

Pay: $148,750 - $201,250 USD
Experience: Approximately 3–5 years of software engineering experience, or equivalent demonstrated technical capability.
Posting language: English
Posted: Nov 10, 2026

Original job description

Role Description

Defense Unicorns is seeking an Applied AI Engineer to embed with a government team and its technology partners building an emerging AI-powered engineering ecosystem.

This role will focus on designing, building, and integrating agentic AI capabilities that allow AI models to interact with tools, access enterprise data, execute multi-step workflows, and support mission applications. The engineer will work across LLM integration, agent orchestration, APIs, retrieval-augmented generation (RAG), and the interfaces between AI applications and existing software platforms.

The ideal candidate is a hands-on software engineer with demonstrated experience building agentic AI applications. They should be comfortable entering an evolving architecture, learning unfamiliar systems quickly, working directly with commercial technology partners, and solving difficult problems involving integration, reliability, performance, and security.

This is not a traditional AI research or model development role. The focus is on building reliable, repeatable agentic capabilities that move beyond experimentation into working software in secure and classified environments.

Responsibilities

Design, build, and maintain agentic AI applications that integrate LLMs, tools, APIs, and enterprise data to support mission workflows.
Develop AI agents capable of executing multi-step tasks, interacting with external services, and coordinating actions across existing systems.
Implement agent orchestration, tool calling, workflow state management, error handling, and appropriate human oversight.
Build and integrate RAG pipelines, semantic search, embeddings, and vector-based retrieval to provide relevant context for AI applications.
Develop backend services and APIs using Python and modern software engineering practices.
Integrate agentic AI capabilities into existing applications, software delivery workflows, and enterprise platforms.
Establish testing, evaluation, monitoring, and reliability practices for AI agents and LLM-powered applications.
Collaborate with data engineers to ensure agents can access reliable, relevant, and appropriately governed enterprise data.
Work with platform engineers to deploy and operate AI applications within Kubernetes/OpenShift environments and integrate them into CI/CD workflows.
Troubleshoot end-to-end issues involving agent behavior, tool execution, APIs, data access, application services, and infrastructure.
Work directly with government engineers and commercial technology partners to resolve integration challenges and remove blockers to mission delivery.
Develop documentation, reusable components, and operational standards that make successful AI implementation patterns repeatable.
Operate effectively in a fast-moving, ambiguous environment where technologies, security requirements, and mission priorities continue to evolve.

Local to the National Capital Region and able to support onsite work at a government facility in Springfield, VA as mission needs increase.

Clearance & Travel

Active Top Secret clearance with SCI eligibility required
Ability to support approximately 2–3 days per week onsite in Springfield, VA, with additional onsite presence as mission needs increase.

Minimum Experience and Qualifications

Approximately 3–5 years of software engineering experience, or equivalent demonstrated technical capability.
Hands-on experience building agentic AI applications, including AI agents, LLM tool calling, multi-step workflows, or agent orchestration.
Strong proficiency with Python and backend software development.
Experience integrating LLMs into applications using APIs, SDKs, or comparable technologies.
Experience building and integrating REST APIs and connecting applications with external services or data sources.
Understanding of agent workflows, tool execution, state management, and error handling.
Experience with Git, testing, debugging, and modern software development practices.
Experience working in cloud-native or containerized environments and collaborating with platform engineering teams.
Ability to troubleshoot application and integration issues across APIs, data services, infrastructure, and AI components.
Ability to work independently, rapidly learn new technologies, and translate ambiguous mission needs into working software.
GEOINT experience is preferred, not required.

Relevant agentic AI experience may be demonstrated through professional work, internships, research, open-source contributions, or independent projects.

Preferred Experience and Qualifications

Experience with agentic AI frameworks such as LangGraph, LangChain, CrewAI, AutoGen, or comparable technologies.
Experience developing multi-agent systems, autonomous workflows, or AI-enabled software development tools.
Experience with Model Context Protocol (MCP), function calling, or other tool integration patterns.
Experience with RAG, embeddings, vector databases, semantic search, or knowledge graphs.

Mission Focus

Make trusted data available where AI needs it, while establishing the repeatable, secure data patterns required to move from experimentation to operational capability. Full compensation packages are based on candidate experience. Compensation ranges are established using national benchmarking data and apply across all geographic locations within the United States.

Remote - USA

$148,750 - $201,250 USD

Who We Are

Defense Unicorns delivers mission value by streamlining software delivery so our customers can focus on the most important challenges. We share a vision of freedom and security for the advancement of progress and innovation. Our commitment to this vision, and to our mission-driven customers, means a commitment to speed, user experience and optionality, without compromising security. Our team is composed of innovators, software engineers, and veterans with decades of experience delivering technology programs across the federal market.

What We Do

We create and deliver secure solutions for continuous software integration and delivery. Defense Unicorns consolidates the best practices for security pipelines, testing, and deployment automation in order to meet the high security requirements valued by mission owners. Our solutions are agnostic by design and we believe that growing a robust ecosystem of secure, cloud-native software solutions can help enterprise customers inside and outside the federal market buy and integrate software more easily.

Who We Serve

Defense Unicorns’ customers are mission-focused leaders across public and private enterprises. We proudly support defense and civil agencies across the U.S. government and we work closely with the creators of leading-edge software solutions to deliver value to the mission-owner by improving the security and consumability of commercial software products.

What We Work On

Kubernetes
Cloud Environments (AWS/GCP and Azure)
Infrastructure-as-code (like Terraform/Pulumi)
Continuous Delivery and automation tooling
GitOps
Containers
CNCF projects and open source products and packages
Helm/Kustomize-Value Stream Mapping
Building and improving security delivery
Building Kubernetes and cloud native applications

Benefits Our Unicorns Enjoy

Health:

Medical/Dental/Vision
Premiums are 100% Company Paid
Health Savings Account
Life Insurance
Disability Insurance

Financial:

401k Retirement Plan
Company Stock Options
Home Office Budget

Leave:

We offer all full-time Unicorns Flexible Time Off (FTO) plus all Federal Holidays, one week for Thanksgiving, and two weeks for Christmas and New Year’s
Paid Parental Leave

Learning:

Reimbursement for approved trainings/subscriptions
Conferences (travel, lodging, and fees)

Don’t have all the preferred experience or qualifications? Studies show that underrepresented groups like women and people of color are less likely to apply to jobs if they don't meet every requirement listed.

At Defense Unicorns, we're committed to diversity. If you're enthusiastic about the role but don't match every criteria, we encourage you to apply. You could be the perfect fit for this or another role! Defense Unicorns is an equal opportunity employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, disability, sex, sexual orientation, gender identity or expression, age, national origin, veteran status, genetic information, union status and/or beliefs, or any other characteristic protected by federal, state, or local law.

CCPA DISCLOSURE

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More about this job

Skills

Research
Workflow
Python
Troubleshoot
Documentation
Security regulations
Software development
API development
Git
Debugging
Work independently
LangChain
Software development tools

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Work requirements

Jobs in the United States