
I find the signal, design the experience, and ship it
Signal → Design → Ship
Methodology
Data
Research, Signals, Discovery.
I start with signals, not assumptions.
Hi-Fi MVP
Polished prototypes stakeholders can experience and users can validate.
Human
Real feedback, real iteration until it works.
Five friction patterns discovered running live AI agents on Moltbook. And the design principles that could fix them.





BRINGING BRANDS
TO LIFE
I also use AI-assisted creative workflows (JSON prompting, generative tools) to produce high-fidelity 3D visuals for brand concepts bridging product design and creative production.

VitaSync
Wellness designed around you.
Your body isn’t static — your vitamins shouldn’t be either.
I analyzed 67 trending wellness, longevity, beauty, and health signals across TikTok:
75M views. 7M likes. 99K comments.
The pattern is clear:
People want control, not clichés.
Sleep, energy, recovery, mood, not aesthetics.
VitaSync turns those signals into adaptive formulas built from what your body actually needs.


SeeSignal.ai
Market validation in seconds
Type a market. Get a signal score, AI insights, and a timing window in seconds, not weeks.




OPEN
BOTTLE
People aren’t just drinking wine.
They’re questioning it.
I analyzed 120 trending wine videos.
342M views. 149K comments. 1200 high-signal comments.
What people were really talking about:
“How much is too much?”
“Red wine makes my face swell.”
“It felt like a fine line.”
So instead of starting with branding ideas,I used those signals to design a new wine brand concept.
Clear labels > Alcohol %, sulfites, pairing, occasion.Wine you can evaluate before you pour.

