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Automation & APICareers2025
Lumira
Job search and application automation that runs in the background
Visit live ↗Overview
Lumira runs a job search and applies on your behalf in the background. I redesigned the data layer end to end, led a zero-downtime migration off Airtable onto a production database, and architected a human-in-the-loop worker so failures pause and resume cleanly. It is live and acquiring paying customers.
The problem
Job hunting means repeating the same search-and-apply steps for weeks, and early automation on Airtable could not hold up as a real product backend.
What I built
I rebuilt the data layer on a production database with a zero-downtime migration off Airtable, and added a human-in-the-loop worker that pauses on failure and resumes cleanly.