LeeBoonstra.dev

Biography of AI Engineer Lee Boonstra

AI SWE with 10 years of experience at Google.

Biography: Lee Boonstra (they/them) is an AI SWE with 10 years of experience at Google, working within the Global Office of the CTO, Innovation Factory. They specialize in building large-scale machine learning systems, distributed training frameworks, and advanced agentic workflows that disrupt markets and foster global collaboration. With over a decade of experience, Lee excels at driving high-velocity innovation projects—collaborating with AI agents in a rapid Vibe Coding paradigm—to build state-of-the-art production systems using LangChain, LangGraph, and GraphRAG indexing.

Their technical skills are extensive, spanning Google Cloud, LLM pre-training/fine-tuning, distributed scaling with vLLM, as well as Speech Technology and Vector Embeddings. Lee orchestrates enterprise-grade solutions using frontier LLMs including Google’s Gemini, OpenAI’s GPT, and Anthropic’s Claude models. A recent project Lee led involved designing the end-to-end GenAI speech solution for Wendy’s, showcasing their ability to build, evaluate, and deploy models to production. Much of their orchestration architecture is powered by Google’s internal high-performance Antigravity Framework, and Lee’s innovations are captured in 3 patent filings (including US20250078820A1) covering transactional agent accuracy and secure cross-boundary agent communication.

"I'm good at explaining engineering to beginners and explaining to engineers where to begin.

—Lee Boonstra
SWE, Google

Beyond their work as an engineer, Lee is a respected public keynote speaker, having presented at over 50 large conferences, including Google I/O and Google Cloud Next, to audiences of up to 5,000 people. They are also a published author for O’Reilly and Apress, having written the book The Definitive Guide to Conversational AI with Dialogflow & Google Cloud and recently, Lee authored the viral Prompt Engineering Whitepaper for Google/Kaggle, which has been read by developers, prompt engineers, and AI researchers all over the world.

Lee’s journey is a testament to their passion for creating technology rather than just consuming it.

My Resume

Experience

20 years of experience in the tech industry. 10 years experience in the areas of AI & machine learning at Google.

2022-present

AI Software Engineer, Tech Lead, Global Office of the CTO, Innovation Factory, Google

  • Designed and implemented an end-to-end GenAI speech solution for Wendy's to automate drive-thru orders.
  • Filed 3 patents (1 published patent application and 2 Invention Disclosures) in conversational AI, multi-agent systems, and secure cross-boundary digital siblings.
  • Orchestrate complex multi-agent architectures (LangChain, LangGraph, GraphRAG) and design high-throughput agentic systems utilizing leading frontier runtimes (Gemini, Claude, OpenAI GPT).
2019-2022

Senior Developer Advocate & Applied AI Engineer, Google

  • Spoke at over 50 large conferences, including Google Cloud Next and Google I/O, to audiences from 10 to 5,000.
2017-2019

Customer Engineer, Google Netherlands

  • Provided technical solutions for major clients including ING and Rabobank.
2014-2016

Sales Engineer, EMEA, Sencha Inc.

  • Customer-facing work for clients like BMW, CERN, and Thales.
2012-2014

Lead Technical Trainer, EMEA, Sencha Inc.

  • Trained customers at EMC, Nielsen, McAfee, and NASDAQ.
2009-2012

Lead Front-end Developer, eFocus (Valtech)

  • Team lead for a team of 5, working with clients like Heineken and Philips.
2007-2009

Senior Java Developer, Accenture

  • Worked as a consultant for clients including KLM/Air France, KPN, Liberty Global.

Patents & Inventions

Published 2025

Scalable High-Accuracy Transactional Agents (US20250078820A1)

Patent covering high-performance transactional Conversational AI pipelines at Google, enhancing conversational state accuracy and transactional integrity in multi-turn GenAI speech interfaces.

Filed (GP-310555-00-US)

Communicating Across a Trust Boundary using a Digital Sibling

Google Patent covering secure messaging protocols, cross-domain authentication schemas, and isolated execution boundaries for multi-agent system handoffs.

Filed (IDF-326887)

AI Agents working across Trust boundaries: The Digital Sibling

Invention Disclosure (IDF) detailing runtime agent coordination architectures and secure decentralized state replication across enterprise trust domains.

Publications & Books

2025

Authored the viral Prompt Engineering Whitepaper for Google/Kaggle

Author of the widely read prompt engineering reference guide that has reached over 100,000 developers, prompt engineers, and AI researchers worldwide.
View on Kaggle

2021

The Definitive Guide to Conversational AI with Dialogflow and Google Cloud (Apress)

Industry reference book covering architecture, conversational mechanics, integration patterns, and NLU modeling.
ISBN: 978-1-4842-7014-1 & 978-1-4842-7013-4
View on Springer

2013

Hands-on Sencha Touch 2: A Real-World App Approach (O'Reilly)

Practical handbook for high-performance mobile web applications, hybrid layout mechanics, and MVC orchestration in early corporate web interfaces.

Education

2004-2008

Saxion University of Applied Sciences

Bachelor of Science in Information and Communication Technology

Technical Skills

AI / ML

LLMs Gemini Gemma Claude GPT Llama GenAI NLP Chatbots Prompt Engineering ChatGPT TTS SST Whisper RAG Vector Embedding Dialogflow Contact Center AI Data Analysis Machine Learning Hugging Face Kaggle PyTorch TensorFlow Finetuning Models LangChain LangGraph GraphRAG Antigravity Framework Vibe Coding vLLM RLHF DPO Agentic Workflows

Languages

Python Pandas Node.js PHP Java JavaScript TypeScript HTML5 SASS CSS3 SQL NoSQL MongoDB MySQL Neo4j Firebase ChromaDB

Frameworks & Tools

Google Cloud Cloud Platforms Docker Kubernetes MVC MVVM OOP CI/CD UML Agile Scrum Jira Git Cli tools gRPC REST Flutter Angular React Ext.js Sencha Touch

Spoken Languages

Dutch Native
English Native
German Conversational
Disclaimer: The opinions stated here are my own, not those of my company. - 2026 ® Lee Boonstra