Samuel O.

Key Skills

Software

AWS SageMaker

Mercor

Google Cloud Vertex AI

Dataloop

Top Subject Matter

Finance - Payment Processing & Fintech Infrastructure

AI/ML - RAG Pipelines & Agentic Systems

Software Engineering - Product & SaaS Development, Developer Tools & API Documentation

Top Data Types

3D Sensor

Image

Video

Top Task Types

Evaluation/Rating

Data Collection

Fine-tuning

Transcription

Function Calling

Computer Programming/Coding

Text Generation

Segmentation

Classification

Freelancer Overview

I am a Senior Software Engineer with 7+ years of experience building production-grade AI systems, including RAG pipelines, multi-agent orchestration, and human-in-the-loop workflows. I have hands-on experience designing and implementing AI training infrastructure at BudPay, where I built production RAG pipelines that process and retrieve structured data at scale. My open source project, RagRails, is a modular framework for building production-grade RAG pipelines covering ingestion, chunking, embedding, retrieval, and generation, giving me deep familiarity with the data preparation and pipeline stages that underpin AI training workflows. Beyond engineering, I bring strong technical writing and documentation skills, having authored comprehensive developer documentation and API references across multiple fintech platforms. This translates directly to AI training tasks requiring precise annotation guidelines, clear labeling logic, and structured data output. I hold dual AWS certifications and Anthropic Claude certifications, and I actively write about AI systems, agentic architectures, and cloud infrastructure. This means I understand not just how to build with AI, but how to think carefully about data quality, model behavior, and system reliability.

Education

Work History