Open to opportunities

Theodore Ambros Ambros

@theodoreambrosambros

Message

Senior AI Full Stack Engineer delivering scalable RAG, agentic workflows, and secure LLM systems.

United States

Message

What I'm looking for

I’m looking for a team building reliable, secure AI-native products—where I can own RAG/LLM pipelines and agentic automation end-to-end, collaborate on scalable cloud architectures (AWS/Azure), and ship production-grade outcomes.

I’m a full-stack software engineer with 9+ years of experience building scalable backend systems, AI-native SaaS platforms, and production-grade LLM applications. I focus on turning complex AI workflows into reliable, enterprise-ready products.

I architect and deliver secure integrations and cloud-native architectures across AWS and Azure, using containerized CI/CD pipelines and production-minded engineering practices. My background spans C#, Python, Go, Node.js, React, and TypeScript, with deep experience in microservices and event-driven systems.

I build AI workflow automation and LLM systems using OpenAI, Claude, and Azure AI services, including Azure OpenAI and Azure AI Foundry. I design RAG pipelines with evaluation pipelines and vector search (including PGVector), and I’ve implemented MCP-based tooling for secure, extensible agent workflows.

I enjoy shipping end-to-end solutions: agentic orchestration, real-time and dashboard experiences, and automation that reduces operational burden. I’ve led enterprise migrations (AWS to Azure), and I’ve delivered client work ranging from AI clinical workflow automation to mental healthcare platforms for athletes and coaches.

Experience

Work history, roles, and key accomplishments

Current

Senior Software Engineer

Current

Self Employed

Oct 2025 - Present (8 months)

Architected and deployed AI-native SaaS platforms using C#, Go, and Python microservices across AWS and Azure with containerized CI/CD pipelines. Built AI workflow automation and secure enterprise integrations using Azure OpenAI, Claude SDK, and MCP servers, and implemented RAG using Pinecone and PostgreSQL (PGVector).

C++Go Python AWS Azure Docker CI CD RAG Pinecone MCP

Senior Software Engineer

Striveworks LLC

Sep 2024 - Sep 2025 (1 year)

Led development of LLM-powered enterprise platforms using C#, Python (FastAPI), Node.js, React, PostgreSQL, and Redis. Built document intelligence and RAG systems with Azure AI services, AWS Bedrock, GPT-4/5, Claude, and MCP-based agent tooling; implemented real-time AI features using WebRTC and LiveKit.

C++Python fastAPI React PostgreSQL Redis Azure AI RAG MCP

Software Engineer

Azumo

Feb 2021 - Aug 2024 (3 years 6 months)

Built full-stack SaaS applications using React, TypeScript, Python (FastAPI), Node.js, and PostgreSQL, integrating production LLM capabilities for summarization, conversational AI, and workflow automation. Implemented voice-enabled AI features using ASR/TTS pipelines and reduced operational workload by 35% through automation and AI-assisted workflow optimization.

React TypeScript Python fastAPI PostgreSQL ASR TTS Azure AI Workflow Automation

Software Engineer

A3Logics Inc

Aug 2017 - Jan 2021 (3 years 5 months)

Built AWS-based media automation and video generation platforms using Python, C#, and Node.js, developing scalable backend APIs and processing pipelines with FFmpeg and OpenCV. Designed multi-tenant systems with RBAC and improved rendering efficiency and throughput by 60% through pipeline optimization and automation.