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AI Implementation Engineer

Job in Trenton, Mercer County, New Jersey, 08628, USA
Listing for: Jobtailor
Full Time position
Listed on 2026-08-16
Job specializations:
  • Software Development
    AI Engineer (Applied/Software), Machine Learning/ ML Engineer
Salary/Wage Range or Industry Benchmark: 150000 - 210000 USD Yearly USD 150000.00 210000.00 YEAR
Job Description & How to Apply Below
  • Design and Build AI Solutions for On-Prem systems in Air-Gapped environment:
    Design and implement end-to-end agentic AI systems that support planning, reasoning, tool use, and multi-step execution in real-world environments. Build modular, testable components that move from prototype to operational capability.
  • Integrate Models and Tools for On-Prem systems in Air-Gapped environment:
    Develop integrations across LLMs, APIs, data sources, and Model Context Protocol (MCP) interfaces to enable intelligent agents to interact with external systems, retrieve context, and take action safely and reliably.
  • Develop Retrieval Pipelines for On-Prem systems in Air-Gapped environment:
    Build and optimize Retrieval-Augmented Generation (RAG) pipelines that connect models to live knowledge sources, structured data, and enterprise content to improve factual grounding, contextual relevance, and response quality.
  • Engineer Conversational and Agentic Interfaces for On-Prem systems in Air-Gapped environment:
    Create conversational systems and intelligent agents with memory, contextual awareness, adaptive decision-making, and support for multi-turn user and system interactions.
  • Implement and Evaluate AI Workflows for On-Prem systems in Air-Gapped environment:
    Translate technical objectives into working pipelines, run experiments, evaluate agent behavior, and iterate on prompts, orchestration logic, retrieval quality, and system performance to improve reliability and usability.
  • Architect local infrastructure to size, config, and optimize local CPU/GPU workloads, utilizing quantization techniques to maximize throughput, etc.
  • Orchestrate disconnected environments, design and maintain offline model update pipelines, local package mirrors, etc.
  • Scope and Define Requirements:
    Gather, document, and validate technical and functional requirements from project artifacts, stakeholders, and mission needs to ensure feasibility, completeness, and alignment with operational goals.
  • Collaborate Across Teams:
    Work closely with engineers, technical leads, and mission stakeholders to integrate AI capabilities into broader software and system architectures. Participate in technical reviews, design discussions, and delivery planning.
  • Support Technical Quality:
    Contribute to testing, debugging, and performance optimization of AI-enabled applications, including edge cases involving context management, retrieval failures, tool execution, and orchestration logic.
  • Learn and Apply Emerging Practices:
    Stay current on advances in LLMs, agent frameworks, orchestration methods, and applied AI engineering practices, and bring that knowledge into practical system design and implementation.
  • Communicate Technical Work:
    Clearly document architectures, workflows, assumptions, and implementation decisions so that solutions are maintainable, explainable, and transferable across teams.
Requirements
  • Bachelor’s Degree in Information Technology, Computer Science, Computer Engineering, Electrical Engineering, Systems Engineering, Physics, Math, or equivalent full-time professional experience;
    Master’s Degree in Engineering or other technical field highly desired
  • 5-10+ years of professional experience in software engineering, machine learning engineering, AI engineering, or related technical roles
  • Proficiency in Python, including experience with core libraries such as Num Py and Pandas
  • Deep hands-on experience with production local inference engines such as vLLM, SGLang, Triton Inference Server, or TensorRT-LLM
  • Experience building software with one or more modern AI/ML frameworks such as PyTorch, Tensor Flow, Lang Chain, Lang Graph, Semantic Kernel, or Auto Gen
  • Experience with Linux and hardening (fapolicy/selinux/fips/etc)
  • Experience with commercially available AI tooling/chat
  • Experience with hosting LLM servers
  • Experience with hosting different models (chat/embedding)
  • Experience with distributed networking (reverse proxy/load balancing/firewalls/etc)
  • Experience with containerization
  • Ability to work independently on technical tasks while collaborating effectively in a team environment
  • Ability to shift from one project to another in an agile work environment
  • Strong leadership capabilities and skills
  • Strong documentation skills
  • Ability to travel up to 10% of the time, as needed
Core Competencies

Demonstrates expertise in designing and implementing AI solutions in air-gapped environments, with a strong focus on building modular components, integrating models, and optimizing retrieval pipelines. Proficient in Python and experienced with modern AI/ML frameworks, local inference engines, and containerization technologies.

Highest-signal resume keywords
  • Python Proficiency
  • AI/ML Framework Experience
  • Local Inference Engine Expertise
  • Containerization Experience
  • Strong Leadership Skills
ATS Optimization Keywords Hard Skills
  • Python
  • Num Py
  • Pandas
  • VLLM
  • SGLang
  • Triton Inference Server
  • TensorRT-LLM
  • Py Torch
  • Tensor Flow
  • Lang Chain
Soft Skills
  • Strong Leadership
  • Strong Documentation Skills
  • Ability to Collaborate Effectively
  • Ability to Work…
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