Product work includes the failure path.
Job ingestion needed more than a route into a database. Duplicate detection, quarantine and expiry helped keep unsuitable or stale records out of search.
A hiring platform for the data center industry. I designed the product, built its data and AI workflows, and operated it through its production lifecycle.
Remove protected fields before the browser worker receives them.
Run the application flow in an isolated browser session.
Make room for human intervention when automation cannot continue.
Simplified Apply Agent boundary from the archived project. No candidate records shown.
Job ingestion needed more than a route into a database. Duplicate detection, quarantine and expiry helped keep unsuitable or stale records out of search.
Archived in August 2026. This account describes the product and its architecture; it makes no claim about customer adoption or commercial outcomes.