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Forward Deployment Engineer (m/f/d)

Halian | Managed Services, Recruitment Agency & Contract Staffing
Abu Dhabi, UAE
Full-time
Mid-Senior
Onsite
Discovered 3 weeks ago
Agentic AIGenerative AILarge Language ModelsPythonModel Context Protocol (MCP)Retrieval-Augmented Generation (RAG)
Free

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Agentic AIGenerative AILarge Language Models
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Role Overview

Build and scale in-house enterprise AI products for complex operational environments.

Define technical direction for an AI squad embedded within the business.

Work with stakeholders to design, build, deploy, and operate AI systems that deliver measurable outcomes.

Partner with Business Product Owners and AI Value Architects while using shared AI platforms and integration frameworks.

AI Solution Development

  • Design, build, deploy, and improve enterprise-grade agentic AI applications.
  • Develop AI agents with reasoning, tool and API orchestration, context management, exception handling, and human-in-the-loop workflows.
  • Implement Retrieval-Augmented Generation with ingestion, embeddings, vector search, grounding, and source traceability.
  • Integrate AI systems with enterprise platforms through MCP, REST APIs, OpenAPI, webhooks, and event-driven architectures.
  • Create reusable AI services and interfaces across business domains.
  • Apply LLM engineering practices such as tool calling, schema validation, retries, fallbacks, and guardrails.

Quality, Reliability, and Governance

  • Own testing, evaluation, observability, logging, version control, and feedback mechanisms from inception through operation.
  • Optimize reliability, accuracy, performance, security, latency, and cost.
  • Ensure compliance with security, privacy, access controls, auditability, responsible AI, and governance requirements.

Technical Leadership

  • Own business outcomes and establish reusable patterns, frameworks, and engineering standards.
  • Collaborate with product owners, AI architects, and engineering teams while assessing when AI is appropriate.
  • Define technical direction, architecture standards, and build-versus-buy decisions.
  • Design multi-agent systems, agent communication patterns, and evaluation frameworks.
  • Lead external AI provider engagements and mentor engineers through technical reviews.

Core Requirements

  • 8+ years building production-grade software, including 4+ years with Generative AI, LLMs, or applied machine learning.
  • At least 1 year designing and deploying agentic AI solutions.
  • Strong business-first approach, curiosity about complex operational challenges, and excellent English communication skills.
  • Strong Python skills plus expertise in at least one of TypeScript/JavaScript, Java, or C#.
  • Experience with MCP, modern engineering practices, agent frameworks, vector databases, enterprise integrations, and cloud deployment.
  • Strong judgment across quality, latency, reliability, security, governance, and cost trade-offs.

Desirable and Preferred Experience

  • Experience in aviation, transportation, logistics, supply chain, cargo, customer service operations, or other complex operational environments.
  • Background in classical machine learning, data science, advanced analytics, or full-stack software development.
  • Experience with voice AI, email automation, CRM integrations, workflow automation, multilingual AI, evaluation frameworks, or multi-agent architectures.
  • Experience leading delivery with external AI platforms or technology vendors while developing internal engineering capabilities.

Education

  • Master's degree in computer science, software engineering, data science, artificial intelligence, machine learning, or a related technical field, or equivalent practical experience.
  • Relevant certifications in Cloud AI, Generative AI, Agentic AI, MLOps, or related disciplines are advantageous.

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