Wintrage Technologies
AI & Data
Full-time

AI/ML Engineer

Level: Mid-Senior

Experience: 3-6 years

Location: Remote

Build the AI features that actually ship — retrieval pipelines, model evaluation, and the unglamorous infrastructure that makes them reliable in production.


What you'll do

Design and implement retrieval-augmented generation (RAG) pipelines for client applications

Build evaluation harnesses to measure model output quality before and after deployment

Work with LLM APIs (OpenAI, Anthropic, and others) to build production features, not demos

Set up monitoring and guardrails for AI features running in production

Collaborate with engineering teams to integrate AI features into existing platforms without a rebuild

What we're looking for

3+ years working with machine learning or LLM-based systems in production, not just research

Strong Python skills, with experience in frameworks like LangChain or similar

Experience with vector databases and retrieval pipelines

Understanding of model evaluation — you can explain how you’d measure whether an AI feature is actually working

Comfortable explaining AI system tradeoffs to non-technical stakeholders

Nice to have

Experience fine-tuning or working with domain-specific models

Background in data engineering or ML infrastructure

Published work, open-source contributions, or a portfolio of shipped AI features

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