Logo
Christopher – Python, LangChain, LLM, experts in Lemon.io

Christopher

From United Statesflag

AI Engineer|Strong senior
Machine Learning Engineer|Strong senior
Tech lead
Lemon.io stats
1
offers now 🔥

Christopher – Python, LangChain, LLM

Christopher is a staff-level AI/ML engineer with 14 years of experience, specializing in production-grade RAG and multi-agent systems for tax, financial, and healthcare domains. He demonstrates strong skills in Python, LLMs, LangChain, OpenAI APIs, and vector databases, with a pragmatic, design-first approach. Christopher excels in stakeholder communication, technical leadership, and implementing robust validation, security, and evaluation layers. His background includes fractional CTO roles and hands-on delivery of complex AI architectures.

12 years of commercial experience in
AI
Analytics
Healthcare
Real estate
Virtual assistants
Main technologies
Python
7 years
LangChain
3 years
LLM
4 years
RAG
3 years
LangGraph
2 years
Additional skills
OpenAI
Pinecone
Docker
REST API
Kafka
AI agent development
OpenAI API
SQL
Prompt engineering
Vector Databases
GCP
AWS
Microsoft Azure
Hugging Face
Dagster
Direct hire
Possible
Ready to get matched with vetted developers fast?
Let’s get started today!

Experience Highlights

Fractional CTO
May 2025 - Ongoing9 months
Project Overview

A premium concierge healthcare platform delivering personalized, high-quality care through a team of expert Advanced Practice Providers. Designed around the individual—not just the condition—it combines clinical excellence with a deeply human approach, ensuring every patient receives attentive, tailored support.

Project gallery:
Portfolio example for Checkmate Health Technology by Christopher, Fractional CTO
Responsibilities:
  • Leading technical direction and product architecture for core healthcare platform - overseeing infrastructure, engineering team, and roadmap execution.
  • Spearheading relaunch of core healthcare application as a "minimum lovable product", revitalizing confidence among stakeholders and investors, and establishing new product quality benchmarks.
  • Conducting full codebase and infrastructure audit; stabilized platform with AWS and GitHub Actions CI/CD pipelines.
  • Leading strategic technical hiring: DevOps, full-stack developers, QA specialists, and product managers.
  • Implementing SOC 2 compliance plan across vendors, engineering team, and operational workflows.
  • Pivoting company from non-revenue state to active monetization by improving product direction and market focus.
Project Tech stack:
AI
RAG
LangChain
Project management
DevOps
AWS
GitHub Actions
CI
CD
AI Engineer/Tech Lead
Sep 2023 - Jan 20244 months
Project Overview

An AI-powered platform designed to streamline and elevate tax and financial workflows. It helps professionals navigate complex client needs with greater efficiency, clarity, and confidence—automating routine tasks, reducing pressure, and enabling more strategic, high-value work.

Responsibilities:
  • Built LangChain + OpenAI + vector database pipeline for CPA firms: scraped public financial sites -> indexed in vector DB -> RAG-powered chatbot as front-office replacement.
  • Implemented prompt engineering workflows to generate structured financial planning reports from client data using LLMs; real-time streaming via Ably.
Project Tech stack:
OpenAI
LangChain
Vector Databases
RAG
LLM
AI Engineer/Tech Lead
Nov 2021 - Apr 20224 months
Project Overview

A healthcare data platform that connects and activates real-world clinical data to accelerate medical innovation. It enables researchers, life sciences teams, and clinicians to generate deeper insights, improve decision-making, and advance patient care. By combining high-quality data with AI and machine learning, the platform transforms everyday healthcare interactions into actionable intelligence that supports better outcomes and drives progress across the medical ecosystem.

Responsibilities:
  • Delivered production-ready Voice AI agent in 2 weeks - integrated AWS Bedrock, Amazon Lex, and LangChain into an existing React dashboard.
  • Architected a multi-agent supervisor system using LangChain to orchestrate specialized agents for SQL generation, data querying, result summarization, and automated report generation.
  • Implemented multimodal input processing supporting text and voice queries via Amazon Lex with NLP/NER tuned for healthcare-specific terminology.
  • Built a scalable data pipeline connecting Amazon Redshift clinical warehouse to AI agents for real-time quality measure (QM) analysis.
Project Tech stack:
AWS
LangChain
Redshift
React
Python
NLP
Tech Lead
Aug 2018 - Apr 20201 year 7 months
Project Overview

A shared equity homeownership platform that helps buyers access property without taking on additional debt. Instead of providing a loan, it contributes to the down payment in exchange for a stake in the home—aligning its success with the homeowner’s.

Responsibilities:
  • Built a GraphQL + REST API web portal connecting banks and prospective homeowners.
  • Designed async 3rd-party API integrations for real-time multi-system data synchronization.
  • Created CI/CD deployment pipelines and comprehensive unit test suites.
Project Tech stack:
REST API
GraphQL
CI
CD

Education

2014
Computer Engineering
Bachelor of Science

Languages

English
Advanced

Hire Christopher or someone with similar qualifications in days
All developers are ready for interview and are are just waiting for your requestdream dev illustration
Copyright © 2026 lemon.io. All rights reserved.