Lawrence Hua

Asurion

• Shipped 3 demo products (an AI voice agent, a sheets automation service, and a unified ops dashboard) as the sole builder on a two-person 0-to-1 AI innovation team, taking each from research to leadership demo in two-week sprints
• Gated voice-agent releases on an offline eval suite: LLM-judged synthetic dialogs scored against a numeric quality bar, regression replay fixtures, and pre-commit prompt checks
• Built a unified ops dashboard bringing task management, visualization, research, and user data into one place, with watchdog agents that detect failures, alert, and fix errors autonomously
• Architected production LLM systems on a vendor-agnostic, cost-routed model stack (Claude, GPT, Gemini, open models) with human-in-the-loop review

GRUBBRR

• Owned 0-to-1 AI-assisted kiosk onboarding (Square, Clover, Toast), cutting setup time 60% across 100+ merchants; led internal AI enablement — introduced agentic (Cursor-based) development, 7× faster dev cycles
• Shipped Smart Upsell recommendations in ~30 days using multi-source ETL with Apriori/XGBoost, driving a 15% lift over prior logic
• Cleared a 2,000+ ticket Jira backlog in one week by building multi-agent QA and dev swarms on the OpenClaw framework; the first 72 hours alone shipped 55 verified fixes at a 99.3% test pass rate. Scaled the swarms company-wide across QA, dev, marketing, and lead-gen

StylePilot

• Led 5 engineers across 3 time zones to a ~30-day MVP; owned end-to-end architecture — React Native, FastAPI, PostgreSQL/pgvector, and 4 AI services (Gemini Vision, CLIP, GPT-4o, virtual try-on) on AWS
• Cut cloud spend 85% and sped image processing 2.6x at 99.9% uptime

Expired Solutions, LLC

• Founded an AI perishables platform (freshness scoring + markdown automation); validated with 4 months of in-store testing and 250+ shopper surveys; modeled 20% shrink reduction and a $200M+ opportunity
• Shipped an iOS app with on-device CV + LLM verification that cut quality-check time 50%, built on an ML pipeline over 3M+ produce images (YOLO + EfficientNet-B4)
• McGinnis Venture Competition Finalist; Sandbox Scholar

Motorola Solutions

• Shipped embedded Android features (GPS, messaging, UI) for APX NEXT radios on 15,000+ public-safety devices; built automated ADB test suites (50% faster test-to-deploy)
• Resolved 80+ defects, cutting integration delays 25%; won 1st place at the Motorola Product Hackathon (NFC prototype)

Tutora

• Built an AI tutoring-ops tool (OpenAI, Zoom, Google Sheets, Calendar) automating scheduling, invoicing, and grading; saved 15+ hrs/week and scaled to 90 students

Built and launched 30 AI-native web products in 30 days; 50,000+ tracked impressions.

Accepted GenAI prototype + RAG dashboard over unstructured docs, saving 18 hrs/week.

Hustle Fund Angel Squad — mentoring AI founders on PMF/GTM.

M.S. Information Systems Management — Heinz College

Gerhalt Scholar · McGinnis Venture Competition Finalist

B.S. Computer Science

Cum Laude · 3.65 GPA