Vista, California / Customer-facing. Hands-on. Outcome-focused.
97% → 99.7%
General Instrument system uptime
$100k / month
Reduction in recurring telecom costs
2,000 sites
RedDotNet network footprint
01 / SELECTED WORK
Different challenges. The same ownership.
From resilient infrastructure to reusable software: understand the constraint, design a practical solution, and follow through.
01 / GENERAL INSTRUMENT
DEPLOYED · OPERATIONAL RESULT
Redesign the backup. Improve the uptime.
A mirrored-disk backup redesign addressed an operational reliability problem, helping move system uptime from 97% to 99.7%.
The work
Rethink the backup approach around continuity and operational needs.
The result
Higher availability, measured in system uptime.
ReliabilityBackup designBusiness continuity
SYSTEM AVAILABILITY
Before97%
After redesign99.7%
+2.7 percentage pointsReported uptime improvement. Bars are illustrative.
02 / REDDOTNET
DEPLOYED · OPERATIONAL RESULT
A distributed network. A smaller recurring bill.
Across a network of approximately 2,000 sites, a roughly 90% migration to cellular connectivity accompanied a reduction in recurring telecom costs from $220,000 to $120,000 per month.
The work
Align connectivity decisions with the practical needs of a distributed kiosk operation.
The result
$100,000 less in monthly recurring telecom costs—approximately 45% lower.
~90% migrated to cellularNetwork footprint: approximately 2,000 sites.
REUSABLE BY DESIGN
03 / INNOVATIVE VENDING SOLUTIONS
SALES DEMOS · NOT CUSTOMER DEPLOYED
Make custom games possible for more clients.
Clients wanted prize-wheel experiences but often lacked staff to produce a video for every outcome. AI-assisted development enabled reusable dynamic prize-wheel and slot-game solutions for the sales toolkit.
Earlier slot-drum animation work in CapCut took substantial manual effort. That experience revealed an opportunity to reduce reliance on bespoke video production.
Value today: expanded sales-demo capability. No customer deployment or measured production time savings claimed.
AI-assisted developmentKiosk experiences
▦ — — —
CONCEPTUAL ILLUSTRATION · NO CLIENT DATA
04 / INNOVATIVE VENDING SOLUTIONS
SALES OFFERING · NOT CLIENT DEPLOYED
Turn a recurring request into a reporting offering.
Clients repeatedly asked for a backend reporting portal. AI-assisted development helped create a portal that can now be included in the IVS sales offering.
The work extends the conversation beyond the kiosk screen to the information clients need behind the experience.
Value today: a reporting solution available for sales conversations. Client adoption and production outcomes remain unmeasured.
ReportingCustomer discoveryAI-assisted execution
Results are based on my reported experience. IVS illustrations are conceptual, not product screenshots. Sales-stage work is explicitly labeled.
02 / HOW I DELIVER
Start with the need. Stay close to the user.
AI expands my ability to execute. Discovery, technical judgment, validation, and ownership keep the work connected to its purpose.
01
Discover
Listen to users, trace the workflow, and define what a useful outcome looks like.
02
Connect
Work across applications, APIs, data, devices, and the people who depend on them.
03
Build & iterate
Deliver working increments frequently, gather feedback, and refine the solution.
04
Validate
Test the workflow, document the implementation, and measure against the original need.
ERP implementation and reporting experience at Indyme complements years of customer-facing kiosk solutions at IVS—from interactive layouts to integrations and troubleshooting.
LET’S BUILD SOMETHING USEFUL
A business problem. A practical next step.
I’d welcome a conversation about your priorities and where I can contribute.