Job Overview
As a Forward Deployed Engineer, you will play a key role in deploying AI systems for real-world customer environments. Customer Collaboration : Work directly with clients to understand workflows and translate needs into technical solutions. AI System Deployment : Design and implement agentic workflows using LLMs for task execution. Technical Expertise : 5+ years in ML (PyTorch, TensorFlow); 2+ years with LLMs (Hugging Face, OpenAI). Proven Experience : Building scalable AI systems, integrat...
Tasks
Responsibilities
As a Forward Deployed Engineer, you’ll play a critical role in bringing advanced AI systems to life for customers. This is a deeply hands-on and highly collaborative role — you’ll work directly with client teams to understand their workflows, design solutions, and deploy production-grade AI systems in real environments. Your work will bridge technical execution with thoughtful communication and fast iteration, ensuring each deployment drives meaningful product impact.
- Partner directly with customers to understand their use cases, identify pain points, and translate needs into actionable technical solutions.
- Design and implement agentic workflows powered by LLMs for real-world task execution.
- Build customization layers tailored to organization-specific logic and deployment requirements.
- Deploy and iterate on LLM-powered pipelines with evaluation and feedback loops in production environments.
- Develop voice-based and message-based agents that drive engagement and adoption.
- Architect AI pipelines (RAG, prompt engineering, evaluation) and ensure reliable integration into complex infrastructures.
- Collaborate closely with product and engineering teams to bring field feedback directly into the product roadmap.
- Communicate clearly with both technical and non-technical stakeholders to align on goals and deliver solutions quickly.
Requirements
Machine Learning Expertise
5+ years of experience in ML (PyTorch, TensorFlow).2+ years of hands-on experience working with LLMs (Hugging Face, OpenAI, Anthropic).AI System Development
Proven experience building and deploying production AI systems, including RAG and vector search.Strong knowledge of prompt engineering, AI safety, and content filtering best practices.Comfort architecting scalable infrastructure that integrates into complex environments.Customer Engagement & Communication
Experience working directly with customers to deploy and iterate on technical solutions in real environments.Excellent communication skills with the ability to explain complex concepts clearly to both technical and non-technical stakeholders.Proven ability to gather feedback, shape product direction, and collaborate effectively with cross-functional teams.Technical Proficiency
Familiarity with Rails is a plus, but not required — strong candidates can ramp up quickly.Experience with REST APIs, PostgreSQL, ActiveRecord, and RSpec.Understanding of frameworks like LangChain or LlamaIndex, or the ability to learn them rapidly.Builder Mindset
Thrives in ambiguity, learns quickly, and iterates fast in lean environments.Excited to work in a small, high-impact team where communication and ownership are key.Ideal Candidate
Ideal Candidate Profile
Innovative Builder — Designs and deploys sophisticated AI workflows that solve complex, real-world enterprise challenges.Forward Deployed Mindset — Thrives on working directly with customers, gathering feedback, and iterating rapidly to solve problems in the field.Product-Minded Communicator — Excels at collaborating with users, clients, and cross-functional teams to shape solutions and drive adoption.Technically Excellent — Brings strong expertise in Rails (REST APIs, PostgreSQL, ActiveRecord, RSpec) and hands-on experience deploying scalable AI systems using modern frameworks and infrastructure.Collaborative and Fast-Moving — Thrives in ambiguity, learns new frameworks (LangChain, LlamaIndex, etc.) quickly, and delivers results at startup speed. Works seamlessly with founders, engineers, and product teams to iterate rapidly.Benefits
Benefits
Retirement / 401k
Health Insurance
Vision Insurance
Dental Insurance
US citizen / visa only
Ant-tech is a reputable headhunter agency in France, specializing in providing high-quality recruitment services for companies across various industries. With a team of experienced professionals and an extensive network of partners, Ant-tech connects talented candidates with organizations in need, particularly in the technology, finance, and other sectors. Committed to delivering optimal recruitment solutions, Ant-tech focuses not only on finding the right talent but also ensuring long-term and sustainable growth for both candidates and partner companies.