Selected Work

Design project overview.

Work spanning robotics research, on-device AI, autonomous systems, mentorship, last-mile delivery, and AI tool discovery — each a study in turning ambiguity into something usable.

A wall-mounted family hub showing the week's calendar in a sunlit room
Hardware · 0→1

Family Hub — Design Didn't Hand Off, It Shipped

Leading a three-person design team that took a wall-mounted family hub from zero to a shipping device, writing production code.

0→1 design lead·377 design commits·agents building an agent

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Flex-π · robot gripper performing a contact-rich manipulation task
Robotics · Research

Flex-π — A World-Action Model for Robots

Co-authored robot-learning research: one checkpoint that trades speed for accuracy at deployment, across real bimanual manipulation tasks.

UW · Allen Institute for AI·6B world-action model·5 real-robot tasks

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Octopus AI · marketing site, documentation, and mobile playground
On-device AI

Making On-device AI Instantly Understandable

Turned a raw on-device model into a product enterprises grasp in seconds — shipped in two weeks.

Product Hunt #1·$10M seed·10K+ API calls in month one

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MentorUp · mentor profile screen
B2C Web · 0→1

MentorUp — Better Mentorship for STEMs

Founding designer for a 0→1 mentorship platform with an AI emotional companion.

0→1 founding designer·500+ early users·live · mentorup.info

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Smart Brook · redefining safety travel in autonomous vehicles
AI + HMI

Smart Brook — Autonomous Cab Riding System

Redesign in-car AI to reveal how the vehicle thinks — built for trust, not just convenience.

Multimodal HMI·4-person team·10 interviews · 50+ surveys

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Espoirer · last-mile delivery app
Logistics · Japan · Mobile

Espoirer — 0→1 Driver App

Last-mile delivery app for Japanese couriers.

92% → 97% delivery success·2× order volume·iOS & Android

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Nexa AI Tools · search-first AI discovery
B2C AI · Web

Nexa — Search-First AI Tool Discovery

A search-first discovery platform that helps users clarify intent over thousands of AI tools.

5M+ monthly visits·3 min+ avg session·60% mobile

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Want to know more about my work?

Check out my resume to see how I bridge product thinking, research, and design across teams.

Check Lori's resume