01 / APPLIED AIoyster.
The system
around the model.
I moved product search into pgvector so AI routines could consider more candidates, then followed the change through the product.
Delivery + 4 decisions
Home02 / SELECTED WORK
The work, explained.
Four engineering cases.
The problem, the approach, and the tradeoffs.
The system
02 / OYSTER · MACHINE LEARNING
Let the small
model go first.
A product-category classifier I built end to end, with web research for uncertain predictions.
Catalog classification
03 / CONNECTED SYSTEMSCalAssist
When services
fall out of sync.
Backend integrations I built for a calendar and meeting assistant: calendar recovery, team-seat billing checks, and meeting bots.
04 / EXPERIMENTAL VISION
Before matching,
check the capture.
A phone-photo fingerprint experiment: I built the capture interface, quality gate, and evaluation pipeline around an existing matcher.
Explore Fingerphoto Fingerphoto
MORE WORK
Other projects & experiments.
From model adaptation to workflow automation.
Open a project for the approach and its limits.