My Work
Spectrum Defragmentation
Transforming backend-dependent spectrum planning into a real-time visual editing system.
Enterprise network engineers were forced into backend scripting for spectrum adjustments, causing structural workflow friction and repeated failures.
I led end-to-end redesign from discovery workshops to stakeholder alignment and rollout within 3-week window.
Impact
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70% retry reduction
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40% faster execution
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Removed backend dependency
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Adopted across 3 internal engineering teams
Upcoming Works
ViNCA - AI Assistant Tool
Introducing a conversational layer to enterprise network systems
Designing an AI-powered assistant that enables network engineers, maintenance teams, and leads to interact with complex systems through natural language.
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From clearing alarms with a single prompt to retrieving network service data instantly, the assistant reduces operational friction and enables workflow automation through custom agents.
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Seamlessly integrated across the Virtuora product suite.
Case study coming soon.
Alarm Storm
Reframing alarm overload in enterprise network monitoring
In high-volume network environments, alarm floods can overwhelm engineers — obscuring critical signals and slowing response time.
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This project focused on understanding how engineers triage large volumes of alerts, identifying structural gaps in prioritization and visibility, and redesigning workflows to reduce noise without compromising control.
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From clustering logic to clearer severity signaling and iterative testing with R&D teams, the goal was simple:
Make critical alerts unmistakable.
Case study coming soon.