AI/ML Engineer: Generative AI & LLM Systems

Quantum Technologies. LLC; Annapolis (MD); On-site; USD 130,000 - 190,000; Full time

Job summary

Quantum Technologies. LLC in Annapolis, MD seeks an AI/ML Engineer to design and deploy scalable enterprise AI/ML and Generative AI solutions. You will build production-grade LLM applications, RAG pipelines, AI agents, and grounding workflows with robust prompt engineering and orchestration.

You will collaborate with data engineering, architecture, security, and business stakeholders to ensure responsible AI, security, privacy, and governance across all deployments.

Qualifications

• Design and deliver scalable AI/ML solutions for enterprise environments.
• Hands-on production experience with Generative AI and LLM apps.
• Experience with RAG architectures and grounding techniques.
• Experience building AI agents and agentic AI solutions.
• Strong prompt engineering and LLM orchestration skills.
• Experience integrating LLMs with APIs and data sources.
• Familiarity with model evaluation, guardrails, and hallucination mitigation.
• Knowledge of cloud-native architectures, data platforms, and scalable apps.
• Understanding of Responsible AI, security, privacy, compliance, and governance.
• Excellent communication with both technical and business stakeholders.

Responsibilities

• Design and develop scalable AI/ML and Generative AI solutions.
• Build production-grade LLM applications, RAG pipelines, AI agents, and summarization workflows.
• Design prompt engineering, orchestration, grounding, tool-calling, guardrails, and fallbacks.
• Develop and optimize agentic AI workflows with multi-step reasoning and integration.
• Establish AI evaluation frameworks, datasets, scoring methodologies, and benchmarks.
• Evaluate and optimize AI systems for accuracy, relevance, latency, and cost.
• Integrate AI apps with enterprise APIs, data platforms, and governed sources.
• Perform failure-mode analysis and continuous production improvements.
• Implement AI observability, monitoring, and model drift practices.
• Ensure compliance with Responsible AI, security and governance requirements.
• Collaborate with Data Engineering, Architecture, Security, QE, and business stakeholders.

Skills

AI/ML Engineering

Generative AI

RAG architectures

AI agents / Agentic AI

prompt engineering

LLM orchestration

APIs & data sources integration

model evaluation

cloud-native architectures

Governance & security

communication with stakeholders

Education

Bachelor's degree in CS/Engineering/Data Science

Tools

APIs

vector databases

semantic search

embeddings

Job description

Quantum Technologies. LLC in Annapolis, MD seeks an AI/ML Engineer to design and deploy scalable enterprise AI/ML and Generative AI solutions. You will build production-grade LLM applications, RAG pipelines, AI agents, and grounding workflows with robust prompt engineering and orchestration.

You will collaborate with data engineering, architecture, security, and business stakeholders to ensure responsible AI, security, privacy, and governance across all deployments.