AI Engineer

APA International$100K — $130K *
Information Technology
5 - 7 years of experience
Job Overview by Ladders

Qualifications

  • Bachelor's degree in computer science, Engineering, Information Systems, or related field; equivalent practical experience considered.
  • 5+ years of core software engineering excellence in Python and cloud environments, including 1-2 years in Generative AI and agentic solutions.
  • Experience designing or implementing agentic or tool-orchestrated AI workflows (multi-step execution).
  • Practical experience building RAG systems end-to-end (from ingestion to generation).
  • Strong delivery experience in operating production Python services by focusing on APIs and reliability.
  • Experience deploying services on AWS, emphasizing availability and cost.
  • Experience with CI/CD and operational best practices for service delivery.

Responsibilities

  • Design and build agentic AI workflows that execute complex, multi-step tasks ensuring predictable behavior.
  • Build and maintain RAG solutions, optimizing pipelines for relevance and reliability.
  • Implement continuous improvement loops by defining measurable quality signals.
  • Integrate tools and data sources for secure access and reduced integration efforts.
  • Deploy and operate AI services on AWS while maintaining strong operational practices.
  • Engineer robust runtime behavior with error management and safety controls.
  • Identify and deliver AI-driven automation for high-value repetitive processes.

Benefits

  • Remote Work/Flexible Scheduling options.
  • 401(k) with employer match up to 4%.
  • Medical, dental, and vision insurance options with an outpatient mental health benefit.
  • Paid personal/vacation time and 12 paid holidays.
  • Family/Medical Leave and tuition assistance options.
  • Employee Assistance Program (EAP) and disability insurance.
Full Job Description
Note: APA operates on a 37.5-hour work week with one-hour lunch breaks each day. APA sets salaries based on several considerations, including years of relevant experience, level of education, and previous staff and/or governance experience at APA.

This role designs, builds, and operates agentic AI and retrieval-augmented generation (RAG) services that automate multi-step business workflows safely and reliably. The position partners with engineering and business stakeholders to deliver deployable, observable AI systems with measurable quality, strong guardrails, and ongoing iteration as tools and best practices evolve.

Education and Experience Required (level of education required, specific experience needed, e.g. budget, supervision, experience in industry):

  • Bachelor's degree in computer science, Engineering, Information Systems, or related field; equivalent practical experience considered.
  • 5+ years of core software engineering excellence in Python and cloud environments, including at least 1-2 years of specialized, hands-on delivery of production-grade Generative AI and agentic solutions.
  • Demonstrated experience designing or implementing agentic or tool-orchestrated AI workflows (multi-step execution, tool calling/function calling, reliability patterns).
  • Practical experience building RAG systems end-to-end (ingestion → chunking → embeddings → retrieval → generation), including vector search/semantic retrieval concepts and tuning for relevance/latency.
  • Strong hands-on delivery experience building and operating production Python services (APIs, testing, packaging, performance, reliability).
  • Experience deploying and operating services on AWS, making sound choices for availability, latency, and cost.
  • Experience with CI/CD and operational best practices for service delivery (build/release automation, environments, monitoring/alerting).


Technical Skills Required (including level of expertise):

  • Working expertise with agent frameworks/orchestration patterns (e.g., LangChain, CrewAI, AutoGen) and safe tool-calling designs (clear tool boundaries, permissions, validation).
  • Strong understanding of RAG architecture and retrieval optimization (chunking strategies, embedding selection, reranking, evaluation-driven tuning).
  • Experience with vector stores / semantic search technologies (e.g., OpenSearch, Pinecone, Weaviate, pgvector) and retrieval performance tuning.
  • Advanced proficiency in Python for backend/service development, including test practices and production troubleshooting.
  • Skilled in observability for AI systems (structured logging, tracing, metrics) and retrieval quality regressions.
  • Familiarity with responsible/secure AI patterns in enterprise contexts (least privilege, data access controls, guardrails, and risk-aware design).
  • Proficiency with AWS deployment patterns (serverless and/or containerized services) and operational readiness (monitoring, alerting, failure modes).
  • Strong experience with Git-based source control and CI/CD pipelines, plus reliable release and rollback practices.
  • Clear communication skills and a collaborative, delivery-oriented mindset.


Responsibility (main responsibilities of the job. Must include 'Other duties as assigned', and may include responsibilities for financial authority, and, representing APA to members and outside organizations):

  • Design and build agentic AI workflows that can plan and execute complex, multi-step tasks using approved agent frameworks; ensure predictable behavior through explicit tool boundaries, permissions, and safety controls.
  • Build and maintain RAG solutions end-to-end, including ingestion pipelines, chunking/embedding approaches, retrieval strategies, and generation prompts-optimized for relevance, latency, and reliability.
  • Implement retrieval evaluation and continuous improvement loops by defining measurable quality signals (e.g., retrieval relevance/coverage) and iterating based on observed results and regressions.
  • Integrate tools and data sources using MCP (Model Context Protocol) or equivalent standard interfaces to provide consistent, secure tool access and reduce one-off integrations.
  • Deploy and operate AI services on AWS (e.g., Lambda, SageMaker, ECS/EKS) with strong operational practices: logging, monitoring, alerting, and well-understood failure modes.
  • Engineer robust runtime behavior including error handling, retries, fallbacks, circuit breakers, and guardrails to maintain safe, reliable workflows.
  • Enable workflow automation and integration by identifying high-value repetitive processes and delivering AI-driven automation layers that integrate into enterprise systems and platforms.
  • Create and maintain technical documentation for architectures, interfaces, evaluation approaches, and operational runbooks to support maintainability and auditability.
  • Collaborate cross-functionally with product/business stakeholders to translate workflows into well-scoped deliverables and to validate outcomes against measurable success criteria.
  • Other duties as assigned.


Other Duties as Assigned:

  • Provide advisory support to stakeholders on opportunities to improve operational efficiency using agentic workflows and RAG-enabled automation.
  • Research and recommend emerging AI tooling, evaluation methods, and responsible AI practices that reduce technical debt and improve system quality over time.


APA offers a generous employee benefits program, including Remote Work/Flexible Scheduling; a 401(k) option with employer match of up to 4%; medical, dental, and vision insurance options and an outpatient mental health benefit; paid personal/vacation time plus 12 paid holidays; Family/Medical Leave; tuition assistance; an Employee Assistance Program (EAP); short- and long-term disability insurance; and more.

Job Location: Remote: APA jobs may be considered for remote work eligibility as defined in APA's Flexible Work Policy and are subject to approval. Remote work employees may not work from the following states or U.S. territories: Alaska, California, Colorado, Guam, Hawaii, Iowa, Louisiana, Montana, Nebraska, New York, North Dakota, Ohio, Puerto Rico, Rhode Island, U.S. Virgin Islands, Washington, Wyoming.

Application Instructions:

Qualified candidates must apply online through APA's applicant system and attach a resume and cover letter specifying your salary expectations. Applications that are submitted without both documents are considered incomplete and will not be reviewed for consideration. Once your application is submitted, you will receive a confirmation email.Please make sure to check your Spam folder if you do not receive an email from us.

About APA International

APA International Careers

Join APA International, a leader in global innovation and professional growth, and become part of a team that values diversity, leadership, and forward-thinking. At APA International, we offer unparalleled job opportunities that propel your career to new heights in an environment fostering personal and professional development.

Work You’ll Do

At APA International, you’ll collaborate with some of the brightest minds in the industry, driving innovation and transformation in our field. Our commitment to excellence and leadership in the global market makes us a prime destination for those looking to make a significant impact through their work.

Explore Our Diverse Job Opportunities

Whether you're seeking an entry-level position or a more senior role, APA International provides a platform where your skills and passion can thrive. We are hiring across various departments, offering positions that challenge you to excel and innovate. Our team is equipped with the skills to lead, inspire, and achieve at every level of their career.

Internship Programs

Kickstart your career with an APA International internship. Our internships provide hands-on experience in a dynamic setting, allowing you to apply your academic knowledge in real-world scenarios. This is a golden opportunity to enhance your resume and build essential skills that will prepare you for future employment.

Professional Growth and Development

We believe in nurturing our team’s potential by offering robust training programs, including leadership development and diversity training. Our culture is centered on continuous learning and improvement, ensuring that every team member has the resources to keep growing professionally.

Benefits and Culture

APA International is dedicated to offering a supportive and inclusive culture. We provide comprehensive benefits designed to promote health, well-being, and work-life balance. Our diverse and inclusive culture celebrates the unique backgrounds and perspectives of all team members, fostering an environment where everyone can succeed.

Networking and Innovation

Our company thrives on innovation and networking, connecting you with industry leaders and peers who are eager to share knowledge and explore new ideas. APA International is a place where creativity meets opportunity, creating a vibrant ecosystem of learning and sharing.

Join Our Team

Discover the career you’ve always wanted with APA International. Search open positions that match your skills and interests. We look for passionate, curious, creative, and solution-driven team players ready to take their careers to the next level.

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Apply Now

Ready to advance your career with APA International? Submit your resume, prepare for your interview, and join a team that’s committed to your growth and success. We are excited to see how you can contribute to our ongoing story of success and innovation.

SEARCH APA INTERNATIONAL JOBS

Join APA International, where your career journey aligns with our mission to lead and innovate in the global marketplace.
Learn more about APA International
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