I build technology that survives contact with the real world.
Founder, CTO, and hands-on technology executive working across production AI, embedded systems, computer vision, cloud platforms, and interactive technology.
Explore the work01 / PHILOSOPHY

I tend to work where the layers meet.
AI models are useful until they have to safely take actions.
Cloud systems are easy until the network disappears.
Hardware is straightforward until thousands of people hit it every day.
Research is promising until the experimental setup has to leave the lab.
I’ve spent more than a decade working across those boundaries — as an engineer, researcher, founder, CEO, and CTO.
Start with the problem. Go as deep into the system as necessary.
02 / SELECTED WORK
THE THINGS I'VE BUILT.
Different industries. Same requirement: They have to work.
Building AI that can actually take action.
- 01Interface inputMobile leasing workspace
- 02Safety / state / validationRequired before action
- 03Operational systemsControlled action path
- HOMES LIVE
- 3,277+
- STATES
- 11
- ↑ LEAD → LEASE
- 39%Dean & DeWitt
- HOMES CONTRACTED
- 6,500+and growing
THE PROBLEM
AI answering a question is easy. Safely taking actions inside operational systems is much harder.
MY ROLE
- AI architecture
- Engineering
- Product
- Infrastructure
- Integrations
- Reliability
- Stage 1
- Lead
- Stage 2
- Conversation
- Stage 3
- AI
- Stage 4
- Safety / state / validation
- Stage 5
- Property operations
- Lead leads to Conversation
- Conversation leads to AI
- AI leads to Safety / state / validation
- Safety / state / validation leads to Property operations
The model decides what should happen. The surrounding system decides whether it is safe for it to happen.
Work completed as part of my role at Innovated Studios.
CONCEPT STUDY
Firmware meets physical experience.
- LED DEVELOPMENT
- Rambi’s Bongo Breakout
- FIRMWARE
- Accelerometer-driven interactives
- DEPLOYMENT
- Orlando / Hollywood / Japan
A physical interactive has a guest standing in front of it. There is no refresh button.
- 01 /ACCELEROMETER
- 02 /IMPACT DETECTION
- 03 /EVENT OUTPUT
Work completed as part of my role at Innovated Studios.
Making physical locations programmable.

- 01RFID / NFC / BLE
- 025G / WI-FI / ETHERNET
- 03GNSS
- 04REMOTE TELEMETRY
- 05IP65
- 0624+ HR ACTIVE RUNTIME
PERSONALLY BUILT / LED
I wrote the firmware.
I also led the product architecture and the hybrid edge/cloud work around it.
- Firmware
- Product architecture
- Hybrid edge/cloud architecture
- Engineering leadership
THEME-PARK ENVIRONMENTS / ORLANDO + CALIFORNIA
READ THE CASE STUDYTurning video into structured human signals.

- 01FACE DETECTION
- 02EMBEDDINGS
- 03RECOGNITION
- 04VIDEO
- 05FACIAL ANALYTICS
- 06API
I personally trained the emotion-analysis model powering the current API.
What it returns is facial analytics from video — the face as it moves, not a claim about someone’s inner state.
CURRENTLY BUILDING
Formward
Your health plan shouldn’t be static when your life isn’t.
Built first to solve my own problem. Formward is an experiment in turning health data into decisions that continuously adapt to real life.
PRIVATE BETA / TESTFLIGHT
05 / RESEARCH
ILLUSTRATION / CONCEPTUAL EXPLANATION / NOT CAPTURED RESEARCH DATA
WHERE IT STARTED.
Spatial Distribution of Seismocardiographic Signals
Springer, 2021
DOI 10.1007/978-3-030-67494-6_5 (opens in a new tab)- EXPERIMENT DESIGN
- HUMAN-SUBJECT TESTING
- SIGNAL-ACQUISITION SOFTWARE
- INSTRUMENTATION
- PORTABLE SYSTEM DESIGN
VIEW RESEARCHA technically valid system and a practically usable system are two very different things.
06 / SPEAKING

Speaking
The Impact of AI & Robotics on Our Work-Optional Future
Panelist
Harvard Alumni Club of Tampa Bay × Penn/Wharton Club of Greater Tampa
August 2024
The two alumni clubs ran it together. I was on the panel.
VIEW EVENT (opens in a new tab)07 / ABOUT

About me
I’m a founder and CTO. I still write the code, the firmware, and the models when that’s what the problem needs. I started in biomedical signal-processing research at the University of Central Florida, then followed the work into software, telecommunications, embedded systems, AI, computer vision, interactive entertainment, and company building.
MORE ABOUT MELET’S TALK.
If you’re building something that has to work in the real world, I want to hear about it.