AI/ML Engineer (Scenario Generation, Ontology & RAG)

PeopleTec, Inc.; Huntsville (AL); On-site; USD 110,000 - 170,000; Full time

Job summary

PeopleTec, Inc. is seeking an AI/ML Engineer in Huntsville, AL to develop language-model applications for flight-simulator training, including scenario generation and doctrine Q&A.

You will work with software engineers and an aviation SME to prepare training data, build retrieval-based apps, fine-tune models, and evaluate performance for deployment. The role requires 5–8 years of ML engineering experience, strong Python, CUDA deployment, and expertise in RAG systems and ontology knowledge

Qualifications

• 5–8 years of machine learning engineering experience delivering language-model applications that retrieve information from documents and produce structured outputs.
• Hands-on data preparation and fine-tuning language models, including parameter-efficient methods and human feedback optimization.
• Strong Python skills and experience deploying models on CUDA-capable GPU systems.
• Experience evaluating model performance and tracking experiments, model versions, and training-data history.
• Experience building RAG systems that produce reliable, expected results.

Responsibilities

• Build AI applications that generate training scenarios and answer questions from approved documents.
• Prepare training data and fine-tune language models using domain material and instructor feedback.
• Validate generated scenarios against training requirements and test model performance, response time, and safety.
• Collaborate with software team to integrate, release, and maintain models and data.
• Develop trainee assessment, adaptive difficulty, and after-action features as capabilities expand.

Skills

Machine learning engineering

Python

Model deployment

RAG systems

Knowledge graphs

Speech/Text-to-Speech

Ontology tooling

Education

Bachelor's degree in CS/Math/Engineering

Tools

CUDA

Speech pipelines

Ontology tools

Job description

Opportunity

PeopleTec is currently seeking an AI/ML Engineer (Scenario Generation, Ontology & RAG)to support our Huntsville, AL location (ON-SITE).

PeopleTec is seeking an AI/ML Engineer in Huntsville, AL, to develop language-model applications for flight-simulator training, including scenario generation and doctrine question-and-answer capabilities. You will work with software engineers and an H-1 aviation subject matter expert to prepare training data, build retrieval-based applications, fine-tune models, and evaluate their performance for deployment.

Duties:

• Build AI applications that generate training scenarios and answer questions using approved reference documents.
• Prepare training data and fine-tune language models using domain material and instructor feedback.
• Validate generated scenarios against training requirements and test model accuracy, response time, and safety.
• Work with the software team to integrate, release, and maintain models and supporting data.
• As capabilities expand, develop trainee assessment, adaptive difficulty, and after‑action review features.

Qualifications

Required Skills/Experience:

• Preferred experience range: 5–8 years of machine learning engineering experience, including delivery of language-model applications that retrieve information from documents, produce structured outputs, and use software tools. Demonstrated technical ability will be considered regardless of total years of experience.
• Hands‑on experience preparing training data and fine-tune language models, including parameter‑efficient methods and preference optimization using human feedback.
• Strong Python skills and experience deploying models on local, CUDA‑capable GPU systems.
• Experience evaluating model performance and tracking experiments, model versions, and training‑data history.
• Experience building and evaluating retrieval‑augmented generation (RAG) systems that produce reliable, expected results.
• Ability to travel occasionally for test events.
• Must be a U.S. Citizen
• Ability to obtain and maintain a Secret security clearance.

Education Requirements:

• Bachelor’s degree in computer science, mathematics, engineering, or a related field preferred. Equivalent relevant professional or military experience may substitute for a degree.

Desired Skills:

• Experience with knowledge graphs and ontologies, including OWL, RDF, or SPARQL.
• Experience integrating speech recognition and text‑to‑speech or working with audio pipelines for noisy environments.
• Experience with schema‑constrained generation or production model‑serving adapters.
• Experience in aviation, tactical training, or simulation.

Overview

People First. Technology Always.

PeopleTec, Inc. is an employee‑owned small business founded in Huntsville, AL that provides exceptional customer support by employing and retaining a highly skilled workforce.

Culture: The name "PeopleTec" was deliberately chosen to remind us of our core value system - our people. Our company's foundation was built on placing our employees and customers first. With an award‑winning atmosphere, we have matured into a company that boasts the best and brightest across multiple technical fields.

Career: At PeopleTec, we value your long‑term goals. Whether it's through our continuing‑education opportunities, our robust training programs, or our "People First" benefits package, PeopleTec truly believes that our best investments are our people.

Come Experience It.

#cjpost #dpost

EEO Statement

PeopleTec, Inc. is an Equal Employment Opportunity employer and provides reasonable accommodation for qualified individuals with disabilities and disabled veterans in its job application procedures. If you have any difficulty using our online system and you need an accommodation due to a disability, you may use the following email address, [e-mail] and/or phone number (256.319.3800) to contact us about your interest in employment with PeopleTec, Inc.

All qualified applicants will receive consideration for employment without regard to race, color, religion, sex, sexual orientation, gender identity, national origin, age, genetic information, citizenship, ancestry, marital status, protected veteran status, disability status or any other status protected by federal, state, or local law. PeopleTec, Inc. participates in E-Verify.