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Senior AI Product Manager · Founder, Expired Solutions

Lawrence Hua

I build AI agents that do real work for anyone.

An agent swarm I built cleared a 2,000-ticket Jira backlog in one week, shipping 55 verified fixes at 99.3% tests passing.

Lawrence Hua, an AI product manager, facing the camera.

Teams I have shipped with

About

From engineer
to AI PM

I grew up in my family's restaurant business, and I learned there that you earn the right to lead by being useful. Technology kept pulling at me, so I finished a computer science degree at Florida and a Master's at Carnegie Mellon. Then I moved into product management, where I have led teams through many delivery cycles. I still ask the same question every time: are we building the right thing?

Some of the work along the way. I spent mornings in grocery stores, watching where software breaks for the people who use it. I built an LLM tool for store teams that gave them 18 hours back each week. I built agent swarms that cleared a two-thousand-ticket backlog in a single week. I started Expired Solutions, and I am still working on grocery waste. Today I'm a Senior AI Product Manager, building AI products for a global audience, and still mostly just trying to make the work feel easier for the people who use it.

The AI wasn't the hard part. The hard part was production.

Off the clock

Drum captain of my marching band. Keeping a hundred people locked to one tempo, on the move, taught me more about leading a team than any title since.

drumline · captain

AI-Generated Podcasts

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Skills Log

10 new skills every Sunday
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Generalized from real AI agent workflows. Practical and free to reuse.

Experience

Work, school, and side bets in order.

Education

Carnegie Mellon University

Master's degree, Information Systems Management

Carnegie Mellon University · Aug 2023 - Dec 2024

University of Florida

Bachelor's degree, Computer Science

University of Florida · Aug 2017 - May 2021

Spanish River Community High School

High School Diploma

Spanish River Community High School · Aug 2013 - May 2017

What I built it with

GRUBBRR

GRUBBRR

Shipped Smart Upsells + cut kiosk onboarding 60%.

CursorOpenAIFigma
Expired Solutions

Expired Solutions

CV + GPT freshness scoring; modeled 20% shrink reduction.

AzureYOLOv5Swift
Kearney / Bath & Body Works

Kearney / Bath & Body Works

RAG + Power BI reporting; saved the team 18 hrs/week.

Power BIPythonFlask

Work (10+ years)1 / 5

AI innovation team

Senior AI Product Manager

AI innovation team · Full-time

May 2026 - Present · Delray Beach, FL

Hands-on builder on an internal AI innovation team, taking ideas from research to working prototype to demo on a two-week cadence.

TalkMeUp

AI Program Manager

TalkMeUp · Part-time

Jun 2026 - Present · Remote

Run a 10-week AI internship program from idea to release, curriculum, weekly demos, code review, and release gates, shipping production AI features for Expired Solutions.

GRUBBRR®

AI Product Manager

GRUBBRR® · Full-time

Sep 2025 - May 2026 · Boca Raton, FL · On-site

I built a kiosk onboarding flow on Square POS. It cut merchant setup time 60% across 100 merchants.

StylePilot

AI / iOS Tech Lead (Contract)

StylePilot · Contract

Oct 2025 - Jan 2026 · Remote

Led distributed team of 5 engineers building AI fashion app; delivered 6 TestFlight releases with 40+ commits across React Native, FastAPI, and ML services.

Showing roles 1 to 4 of 19.

Selected Work

Projects that ship.

Built for real operators — grocery floors, kiosks, classrooms, job boards. Most are still running. A few were experiments worth keeping.

Current role. Hands-on builder on an internal AI innovation team, taking ideas from research to working prototype to demo on a two-week cadence, with evaluation gates and human review before anything ships.

AI Product ManagementLLMsMulti-Agent Workflows+1

Current role. Running a 10-week AI internship whose cohort ships production-grade AI features for Expired Solutions, built a project-based curriculum and partner with the CEO on an AI-native work experience using Claude.

AI Program ManagementMentorshipCurriculum+1

A challenge to ship 30 products in 30 days. Includes tools like One-Click Cleanup, iPhone Photo Deleter, and more.

ChallengeProductShipping+1

AI Product Manager who shipped a 0-1 Square-integrated kiosk onboarding flow that cut merchant setup time 60% across 100+ merchants, launched Smart Upsells that drove a 15% upsell lift, and built OpenClaw automations, multi-agent agent swarms that cleared a 2,000+ ticket Jira backlog in one week, 55 verified fixes shipped in the first 72 hours at a 99.3% test pass rate and were scaled to automate QA, dev, marketing, and lead-gen company-wide.

Product ManagementAIMulti-Agent Swarm+2

Growth Engineer helping job seekers pivot into tech. Driving demand for Work Accelerator by converting 3-5 job seekers through LinkedIn storytelling and building growth-focused tools.

Growth EngineeringLinkedInCommunity+1

AI Model Evaluation projects as External Expert for Amazon's Mechanical Turk Experts Program with Expert qualification rating. Evaluating AI-generated code, performing prompt assessments, and providing feedback for human-AI alignment.

AI EvaluationExpert RatingHuman-AI Alignment+1

NFC-based feature prototype that won 1st place at Motorola Product Hackathon for innovative communication features on mission-critical devices.

NFCPrototypeHackathon+1

Reproducible ML pipeline tutorial using Valohai for clean experiment tracking and version control in machine learning workflows.

ML PipelinePythonValohai+1

Presented to a class of 30 students receiving an A+ grade while demonstrating strong communication and presentation skills.

PresentationEducationCommunication

Interactive machine learning simulation featuring models from CMU 10601 including Decision Trees, Neural Networks, and KNN algorithms.

Machine LearningInteractiveEducation+1

Personal portfolio website built with Next.js and TailwindCSS featuring interactive timeline, chatbot, and responsive design.

Next.jsReactTailwindCSS+1

References

People I've shipped with.

Contact

Got a production problem? Let's talk.

Send me a note at lawrencehua2@gmail.com or choose a time below.

available for conversations
Emaillawrencehua2@gmail.com

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