Generative AI Specialist/AI & ML Developer
Job in
Reston, Fairfax County, Virginia, 22090, USA
Listed on 2026-07-01
Listing for:
Peraton
Full Time
position Listed on 2026-07-01
Job specializations:
-
Software Development
AI Engineer (Applied/Software), Machine Learning/ ML Engineer
Job Description & How to Apply Below
Responsibilities
- Design and optimize generative AI solutions using GPT 4, Claude, Gemini, and Azure OpenAI, including prompt engineering, fine‑tuning, and retrieval‑augmented generation (RAG).
- Implement agentic LLM architectures with structured output (JSON/GeoJSON), chain‑of‑thought/debate methods, and multi‑agent orchestration.
- Build and maintain prompt libraries, evaluation frameworks, and QA pipelines for defense‑grade AI content.
- Integrate generative AI into existing platforms via well‑documented APIs, ensuring interoperability with DoD systems including Maven, C2IE, and IRIS.
- Research emerging generative AI techniques including multimodal models, synthetic data generation, and AI‑assisted analysis for information operations.
- Translate COCOM operational requirements into deployable AI solutions; support TTX events and platform demonstrations.
- Implement responsible AI practices including bias detection, validation, hallucination mitigation, and HITL workflows.
- Support MVP‑aligned milestone delivery, contributing to TRL progression and ROI measurement.
- Document novel prompting techniques, model configurations, and workflows that may constitute IP or trade secrets.
- Bachelor’s degree in a related technical field + 5 years relevant experience. An additional 4 years will be considered in lieu of the bachelor’s degree requirement.
- 3+ years in software development or data science, including 2+ years focused on generative AI, LLMs, or NLP.
- Hands‑on experience with foundation models (GPT 4, Claude, Gemini, Llama, Mistral) including prompt engineering, few‑shot learning, fine‑tuning, and API integration.
- Strong Python skills; experience with Lang Chain, Llama Index, Hugging Face, OpenAI/Anthropic APIs.
- Experience building RAG systems using vector databases (Pinecone, Weaviate, ChromaDB, pgvector).
- Cloud experience (AWS, Azure) and deploying AI/ML models in production environments.
- Understanding of AI safety, hallucination mitigation, bias reduction, and prompt‑injection protection.
- Experience with Git, CI/CD, and Dev Sec Ops practices.
- U.S. citizenship required.
- Ability to obtain Secret and final TS/SCI security clearances.
- Current, valid U.S. passport for potential OCONUS travel.
- Master’s degree.
- Experience with agentic AI architectures, multi‑agent workflows, and LLM tool‑use.
- Hands‑on experience with fine‑tuning, RLHF, DPO, LoRA/QLoRA.
- Familiarity with multimodal models and defense/intelligence applications.
- Experience with IRIS, OMEGA, or similar operational platforms.
- Background supporting IO, PSYOP, influence analysis, or COCOM operations.
- Knowledge of MLOps, A/B testing, and LLM evaluation frameworks (RAGAS, Deep Eval).
- Experience with synthetic data generation, simulation, or Monte Carlo methods.
- Understanding of geospatial data formats (GeoJSON, KML) and visualization tools (Plotly, D3.js).
- Strong communication skills for technical‑to‑nontechnical translation and customer demos.
- Relevant cloud/AI certifications (AWS, Azure, Google, Deep Learning.AI).
- GPT 5, Claude, Gemini
- Azure OpenAI Service, Lang Chain, Llama Index, Hugging Face Transformers
- Python, Pinecone, ChromaDB, Weaviate, pgvector
- AWS, Azure, Docker, Kubernetes
- REST APIs, JSON/GeoJSON
- Plotly, D3.js
- IRIS, Maven, C2IE, OMEGA, FedRAMP IL2-4
$135,000 – $216,000. Salary is determined by various factors, including but not limited to, the scope and responsibilities of the position, the individual’s experience, education, knowledge, skills, and competencies, as well as geographic location and business and contract considerations.
EEO StatementEqual Opportunity Employer, including disability and protected veterans, or other characteristics protected by law.
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