Make quality part of the 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.
Selected work / Rack & RoleArchived · August 2026
01 / PRODUCT & DATA
Rack & Role
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.
Ingest
→Bring job records
into a shared shape.
Check
→Deduplicate.
Quarantine uncertain records.
Publish
Serve searchable listings.
Expire stale records.
Simplified architecture from the archived project. Explanatory diagram, not a live system.
Keep automation bounded.
The application agent ran in a separate browser worker. Protected fields were removed before handoff, with a manual path when automation needed to stop.
Archived in August 2026. This account describes the product and its architecture; it makes no claim about customer adoption or commercial outcomes.