... and vector databases · Implement vector search and retrieval strategies for knowledge-based agents · Work with structured and unstructured data for AI-driven applications · Apply AI/ML ...
... and vector databases · Implement vector search and retrieval strategies for knowledge-based agents · Work with structured and unstructured data for AI-driven applications · Apply AI/ML ...
AI Engineer (PPA - 009)
Columbia, MD · On-site
Familiarity with vector databases, embeddings, model APIs, evaluation frameworks, and agent testing harnesses. * Exposure to model hosting, inference pipelines, or cloud-based AI development ...
Quick apply
AI Engineer (PPA - 009)
Columbia, MD · On-site
Familiarity with vector databases, embeddings, model APIs, evaluation frameworks, and agent testing harnesses. * Exposure to model hosting, inference pipelines, or cloud-based AI development ...
... and vector search capabilities. • Work with a multi-terabyte literature database and external APIs (PubMed, CrossRef, OpenAlex) to build scalable data processing and analysis pipelines. • ...
... and vector search capabilities. • Work with a multi-terabyte literature database and external APIs (PubMed, CrossRef, OpenAlex) to build scalable data processing and analysis pipelines. • ...
AI Engineer (PPA - 009)
Columbia, MD · On-site
Familiarity with vector databases, embeddings, model APIs, evaluation frameworks, and agent testing harnesses. * Exposure to model hosting, inference pipelines, or cloud-based AI development ...
AI Engineer (PPA - 009)
Columbia, MD · On-site
Familiarity with vector databases, embeddings, model APIs, evaluation frameworks, and agent testing harnesses. * Exposure to model hosting, inference pipelines, or cloud-based AI development ...
AI/ML Software Engineer
Annapolis, MD · Hybrid
Vector Databases * Embeddings * RAG Pipelines * Prompt Engineering * LLM Deployment Preferred Skills * Neo4j / Graph databases * Fine-tuning LLMs * Synthetic data generation * Hybrid cloud ...
Quick apply
AI/ML Software Engineer
Annapolis, MD · Hybrid
Vector Databases * Embeddings * RAG Pipelines * Prompt Engineering * LLM Deployment Preferred Skills * Neo4j / Graph databases * Fine-tuning LLMs * Synthetic data generation * Hybrid cloud ...
AI Engineer (PPA - 009)
Columbia, MD · On-site
Familiarity with vector databases, embeddings, model APIs, evaluation frameworks, and agent testing harnesses. * Exposure to model hosting, inference pipelines, or cloud-based AI development ...
AI Engineer (PPA - 009)
Columbia, MD · On-site
Familiarity with vector databases, embeddings, model APIs, evaluation frameworks, and agent testing harnesses. * Exposure to model hosting, inference pipelines, or cloud-based AI development ...
AI Engineer (PPA - 009)
Columbia, MD · On-site
Familiarity with vector databases, embeddings, model APIs, evaluation frameworks, and agent testing harnesses. * Exposure to model hosting, inference pipelines, or cloud-based AI development ...
AI Engineer (PPA - 009)
Columbia, MD · On-site
Familiarity with vector databases, embeddings, model APIs, evaluation frameworks, and agent testing harnesses. * Exposure to model hosting, inference pipelines, or cloud-based AI development ...
Spring AI, LangChain4j, LangChain, LlamaIndex, vector databases, semantic caching, or AI observability tools. * NiFi, Kafka, AWS, Kubernetes, SQL/NoSQL databases, Python scripting, or Big Data ...
Quick apply
Spring AI, LangChain4j, LangChain, LlamaIndex, vector databases, semantic caching, or AI observability tools. * NiFi, Kafka, AWS, Kubernetes, SQL/NoSQL databases, Python scripting, or Big Data ...
Senior AI Engineer
Annapolis Junction, MD · On-site
$114K - $228K/yr
Experience with static analyzers, RAG framework, and relational and vector databases. Fa * Fimiliarization with Agile, Git, Jira, and Confluence. * Collaboratively work with systems engineers to ...
Quick apply
Senior AI Engineer
Annapolis Junction, MD · On-site
$114K - $228K/yr
Experience with static analyzers, RAG framework, and relational and vector databases. Fa * Fimiliarization with Agile, Git, Jira, and Confluence. * Collaboratively work with systems engineers to ...
Vector Databases: Knowledge of vector databases and embedding systems * Distributed Systems: Experience with high-performance computing or distributed systems Pay transparency Please note the ...
Vector Databases: Knowledge of vector databases and embedding systems * Distributed Systems: Experience with high-performance computing or distributed systems Pay transparency Please note the ...
Senior AI/ML Data Engineer with AI Platform & RAG Systems - 100% Onsite and In-Person interview in B
Baltimore, MD · On-site
$105K - $143K/yr
Strong knowledge of vector databases or vector search technologies such as OpenSearch kNN or similar platforms. * Experience building ETL/ELT and ML-ready data pipelines using Spark, PySpark, or ...
Senior AI/ML Data Engineer with AI Platform & RAG Systems - 100% Onsite and In-Person interview in B
Baltimore, MD · On-site
$105K - $143K/yr
Strong knowledge of vector databases or vector search technologies such as OpenSearch kNN or similar platforms. * Experience building ETL/ELT and ML-ready data pipelines using Spark, PySpark, or ...
AI Engineer (PPA - 009)
Columbia, MD · On-site
... vector databases, embeddings, model APIs, evaluation frameworks, and agent testing harnesses. • Exposure to model hosting, inference pipelines, or cloud-based AI development environments. • ...
AI Engineer (PPA - 009)
Columbia, MD · On-site
... vector databases, embeddings, model APIs, evaluation frameworks, and agent testing harnesses. • Exposure to model hosting, inference pipelines, or cloud-based AI development environments. • ...
Software Engineer 3
Linthicum Heights, MD · On-site
$56.25 - $75.75/hr
... vector databases. • Familiarization with Agile, Git, Jira, and Confluence. Preferred : • Familiarization with RUST, Claude Code, Codex, and CI/CD. Company : Wyetech offers quality engineering ...
Software Engineer 3
Linthicum Heights, MD · On-site
$56.25 - $75.75/hr
... vector databases. • Familiarization with Agile, Git, Jira, and Confluence. Preferred : • Familiarization with RUST, Claude Code, Codex, and CI/CD. Company : Wyetech offers quality engineering ...
Experience with static analyzers, RAG framework, and relational and vector databases. * Familiarization with Agile, Git, Jira, and Confluence. * Security Clearance: Active TS/SCI with Polygraph ...
Experience with static analyzers, RAG framework, and relational and vector databases. * Familiarization with Agile, Git, Jira, and Confluence. * Security Clearance: Active TS/SCI with Polygraph ...
Software Engineer 2
Linthicum Heights, MD · On-site
$95K - $130K/yr
... vector databases. • Familiarization with Agile, Git, Jira, and Confluence. Preferred : • Familiarization with RUST, Claude Code, Codex, and CI/CD. Company : Wyetech offers quality engineering ...
Software Engineer 2
Linthicum Heights, MD · On-site
$95K - $130K/yr
... vector databases. • Familiarization with Agile, Git, Jira, and Confluence. Preferred : • Familiarization with RUST, Claude Code, Codex, and CI/CD. Company : Wyetech offers quality engineering ...
Senior AI Engineer (SWE-3)
Linthicum Heights, MD · On-site
$102K - $140K/yr
... vector databases • Familiarization with Agile • Familiarization with Git • Familiarization with Jira • Familiarization with Confluence • Active TS/SCI with Polygraph required Preferred ...
Senior AI Engineer (SWE-3)
Linthicum Heights, MD · On-site
$102K - $140K/yr
... vector databases • Familiarization with Agile • Familiarization with Git • Familiarization with Jira • Familiarization with Confluence • Active TS/SCI with Polygraph required Preferred ...
Software Engineer (AI Engineer) - FULLY CLEARED with POLYGRAPH R with Security Clearance
Linthicum Heights, MD · On-site
$150K - $225K/yr
Experience with static analyzers, RAG framework, and relational and vector databases. * Familiarization with Agile, Git, Jira, and Confluence. * Collaborate closely with technical leadership to ...
Software Engineer (AI Engineer) - FULLY CLEARED with POLYGRAPH R with Security Clearance
Linthicum Heights, MD · On-site
$150K - $225K/yr
Experience with static analyzers, RAG framework, and relational and vector databases. * Familiarization with Agile, Git, Jira, and Confluence. * Collaborate closely with technical leadership to ...
Software Engineer (AI Engineer) - FULLY CLEARED with POLYGRAPH REQUIRED
Linthicum, MD · On-site
$150K - $225K/yr
Experience with static analyzers, RAG framework, and relational and vector databases. * Familiarization with Agile, Git, Jira, and Confluence. * Collaborate closely with technical leadership to ...
Software Engineer (AI Engineer) - FULLY CLEARED with POLYGRAPH REQUIRED
Linthicum, MD · On-site
$150K - $225K/yr
Experience with static analyzers, RAG framework, and relational and vector databases. * Familiarization with Agile, Git, Jira, and Confluence. * Collaborate closely with technical leadership to ...
Software Engineer (AI Engineer) (Mid Level) - FULLY CLEARED with POLYGRAPH REQUIRED
Linthicum, MD · On-site
$150K - $225K/yr
Experience with static analyzers, RAG framework, and relational and vector databases. * Familiarization with Agile, Git, Jira, and Confluence. * Collaborate closely with technical leadership to ...
Software Engineer (AI Engineer) (Mid Level) - FULLY CLEARED with POLYGRAPH REQUIRED
Linthicum, MD · On-site
$150K - $225K/yr
Experience with static analyzers, RAG framework, and relational and vector databases. * Familiarization with Agile, Git, Jira, and Confluence. * Collaborate closely with technical leadership to ...
Software Engineer (AI Engineer) (Mid Level) - FULLY CLEARED with POLYGRAPH REQUIRED
Linthicum Heights, MD · On-site
$150K - $225K/yr
Experience with static analyzers, RAG framework, and relational and vector databases. * Familiarization with Agile, Git, Jira, and Confluence. * Collaborate closely with technical leadership to ...
Software Engineer (AI Engineer) (Mid Level) - FULLY CLEARED with POLYGRAPH REQUIRED
Linthicum Heights, MD · On-site
$150K - $225K/yr
Experience with static analyzers, RAG framework, and relational and vector databases. * Familiarization with Agile, Git, Jira, and Confluence. * Collaborate closely with technical leadership to ...
Vector Databases information
What are vector databases?
What are some common challenges faced when working with vector databases, and how can they be addressed?
What is the difference between Vector Databases vs Data Engineers?
| Aspect | Vector Databases | Data Engineers |
|---|---|---|
| Required Skills | Database management, data modeling, query optimization | Data pipeline development, ETL processes, programming |
| Work Environment | Data storage systems, AI/ML projects, cloud platforms | Data infrastructure, cloud environments, big data tools |
| Industry Usage | AI, machine learning, recommendation systems | Data integration, analytics, data architecture |
While Vector Databases focus on storing and querying high-dimensional vector data for AI applications, Data Engineers build and maintain data pipelines and infrastructure to support data analysis and machine learning workflows. Both roles are essential in data-driven industries but serve different functions within the data ecosystem.
What are the key skills and qualifications needed to thrive as a vector database engineer, and why are they important?
Other
Re-posted 12 hours ago
Job description
Title: Agentic AI and DevSecOps Engineer
Location: Hybrid in Columbia, MD - 2x a week
Clearance - Must be able to obtain/maintain a High-Public Trust Clearance
No C2C will be considered
Company Overview
At APV, we’re more than a technology company — we’re a mission-driven powerhouse transforming organizations through advanced technology and human ingenuity. Our expertise spans AI/ML, data architecture, low-code/no-code development, Agile DevSecOps, and cloud services, delivering scalable and meaningful solutions.
In our Emerging Technology Lab, innovation drives progress. Our teams create intelligent chatbots, AI-powered assistants, robotic process automation (RPA), essay graders, and data analytics platforms. If you’re passionate about solving complex challenges and shaping the future, APV is the place for you. Since 2007, we’ve partnered with federal and state agencies to deliver IT, training, and consulting solutions that achieve mission-critical outcomes. Built on accountability, integrity, and quality, we go beyond expectations. With 70+ prime contracts and a proven record of client success, APV continues to grow — and we’re looking for exceptional talent to grow with us.
At APV, we Always Provide Value
Role:
We are seeking a highly skilled and hands-on Agentic AI/DevSecOps Engineer to join our dynamic team. The ideal candidate will be collaborative, innovative, and capable of providing effective AI solutions for various internal and federal projects. This role requires a deep understanding of legacy applications, emerging technologies, AI technologies, strong problem-solving skills, and the ability to work closely with cross-functional teams.
Duties:
Agentic System Design & Development
· Design and build Agentic AI systems using frameworks such as LangChain, Lang Graph, MCP, or similar applications.
· Develop multi-agent or task-oriented architectures for autonomous workflows
· Integrate AI agents with enterprise APIs, data platforms, and external tools
· Define agent workflows, orchestration logic, and tool-use strategies
· Evaluate when to use LLM-based vs traditional approaches
AI Engineering & Data Systems
· Build RAG pipelines using embeddings and vector databases
· Implement vector search and retrieval strategies for knowledge-based agents
· Work with structured and unstructured data for AI-driven applications
· Apply AI/ML fundamentals to improve agent reasoning and performance
Testing, Evaluation & Optimization
· Develop testing and evaluation pipelines for agentic workflows and LLM systems
· Implement unit and integration testing for AI-enabled systems
· Optimize systems for accuracy, latency, cost, and reliability
· Validate and monitor AI outputs for quality and consistency
Deployment, DevSecOps & Infrastructure
· Implement secure DevSecOps pipelines for AI applications
· Deploying solutions in AWS cloud environments
· Build and manage infrastructure using IaC tools
· Work with containerized applications (Docker/Kubernetes)
· Ensure systems meet security and compliance requirements (especially federal environments)
General Responsibilities
· Deliver production-grade, scalable AI agent solutions
· Support Agile development practices and iterative delivery
· Document architecture, workflows, and decisions
· Stay current with advancements in Agentic AI and LLM technologies
Education:
· Bachelor’s degree in Computer Science, Engineering, Data Science, Mathematics, or a related technical field
· Master’s degree in scientific engineering or computer science preferred.
Required Qualifications:
· 1–2 years of hands-on experience implementing or deploying Agentic AI solutions
· 3+ years of Agile software development and DevSecOps experience
· Experience building AI/ML-enabled systems, including LLM-based applications
· Experience implementing Infrastructure as Code (IaC)
· Strong programming skills in Python (primary); JavaScript (preferred)
· Working knowledge of:
o Linux environments
o SQL and relational databases
o Vector databases
· Must be able to obtain and maintain a High-Risk Public Trust or equivalent federal client access. This role supports sensitive federal programs and involves elevated access to systems and data.
· · Position requires the current ability to obtain and maintain required access without interruption in alignment with long-term program needs.
· Must be authorized to work in the United States without employer sponsorship now or in the future
Preferred Qualifications:
· AWS Certification
· Experience deploying AI/ML solutions in federal or regulated environments
· Experience with:
o RAG architecture and retrieval optimization
o Multi-agent systems and orchestration workflows
o AI system evaluation and observability
About A P Ventures
A P Ventures is an Equal Employment Opportunity employer. All qualified applicants are considered without regard to race, national origin, gender, age, religion, disability, sexual orientation, veteran status, or marital status.