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.
Independent portfolio / Atlanta, Georgia
From physical
systems to
working software.
I build software and work with physical systems. My experience spans product development, commercial refrigeration repair, manufacturing and critical environment support.
INTERLEAVE / ORIGINAL ARTWORKSelected 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.
Experience across disciplines
Different settings. Connected habits.
Microsoft · Contract via Insight Global
Support for data center operations, documented maintenance and safe handoffs. Continuing to build depth in critical power and cooling systems.
Hoshizaki America · 2015–2021
Production coordination followed by field returns and electro-mechanical repair. Diagnosis, documentation and feedback connect the work.
Résumé · presentation study
The right view of the same experience.
FullAI SystemsCritical EnvironmentOperationsDesigned / ATS
The existing model, text downloads and browser Print / Save PDF behavior are preserved for the selected direction. These study controls are visual only.
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