Data
Ingestion, duplicate checks, quarantine and expiry.
Frank Wilson / An independent portfolio
A working
practice.
I build software and work with physical systems. My experience spans product development, commercial refrigeration repair, manufacturing and critical environment support.
Selected work & experienceAtlanta, Georgia
01Rack & Role
Product & data · Archived↗02Critical environments
Microsoft via Insight Global↗03Repair & production
Hoshizaki America · 2015–2021↗Selected work / Rack & RoleArchived · August 2026
Good data.
Then useful AI.
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.
Career
Structured AI outputs for candidate workflows.
Hiring
Employer posting, application flow and billing.
Operations
Source health, administration and audit records.
Four product areas described in the archived architecture. Explanatory composition.
The decision
Job ingestion needed more than a route into a database. Duplicate detection, quarantine and expiry helped keep unsuitable or stale records out of search.
The boundary
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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