Open to opportunities

Marreem Abid

@marreemabid

Message

Senior AI Engineer building production-grade GenAI and RAG systems that are secure, observable, and scalable.

United States

Message

What I'm looking for

I’m looking for a team building reliable Generative AI in production—where I can own RAG/agent architectures, ship secure APIs, and improve observability, evaluation, and cost control end to end.

I’m a Senior AI Engineer with 9+ years of experience designing and delivering scalable, secure, high-performance software across healthcare, finance, and engineering. I specialize in modern Generative and Agentic AI—building RAG and multi-agent systems with LangChain and LangGraph using OpenAI, Anthropic Claude, and Azure OpenAI—supported by vector search, retrieval evaluation, guardrails, and LLM observability.

In my current role, I’ve architected enterprise RAG/agent workflows on Azure AI Search, integrated Azure OpenAI for structured reasoning and document summarization, and built event-driven ingestion pipelines for automated document processing. I focus on reliability end-to-end: orchestration with LangGraph state machines, persistent conversation memory, and measurable quality/latency/cost monitoring with Arize Phoenix and LangSmith, backed by robust security practices.

Experience

Work history, roles, and key accomplishments

Current

Senior AI Engineer

Current

Finance Of America

Jan 2024 - Present (2 years 6 months)

Designed and implemented RAG and agentic RAG architectures using LangChain and LangGraph, including multi-agent workflows for retrieval, validation, and response generation. Built Azure-based document ingestion and processing pipelines integrated with Azure AI Search, Azure OpenAI, Azure Functions, and Azure Document Intelligence, with observability and guardrails for production reliability.

Lang Chain LangGraph RAG Agentic RAG Multi agent orchestration Azure AI Search Vector Search Azure OpenAI Function Calling Azure Functions Azure Document Intelligence Python Redis Langsmith LLM Observability GuardRails Knowledge Graphs MCP Servers

AI/ML Engineer

Walmart Lab

Oct 2019 - Dec 2023 (4 years 2 months)

Developed AI-powered backend services and REST APIs to serve machine learning models across Walmart's e-commerce platform. Built and deployed production ML pipelines for personalization, recommendations, and chatbot applications, including scalable inference, monitoring, CI/CD, and containerized deployment.

Backend Engineer

Well Health Technology

Oct 2016 - Aug 2019 (2 years 10 months)

Built backend services and RESTful microservices for healthcare applications including claims processing, patient data management, and provider integrations. Implemented secure data pipelines and integrations with HL7, using AWS deployment, CI/CD automation, monitoring/logging, and compliance-focused controls.