
ML-Powered Assignment Rules
// Overview
Cast AI's Kubernetes platform had powerful optimization tools—but most users never touched them. I designed an ML-powered flow that makes the right configuration feel automatic.


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Assignment Rules Suggestions
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Assignment Rules Suggestions
Designed an ML-powered suggestion system that made complex Kubernetes configuration feel automatic. Three-layer progressive disclosure — AI suggests, humans decide.
Hardware Version Control System
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Hardware Version Control System
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Redesigned Apple's internal tool for managing hardware specifications across global supply chain operations. Engineering Program Managers were drowning in version chaos—multiple Excel files, unclear revision history, vendor miscommunication. I introduced intelligent diff views, keyboard-first editing, and real-time synchronization to create a single source of truth.
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Network Coverage Visualization
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Turned terabytes of network data into an intuitive map for the world's largest decentralized wireless network. Hexagon-based progressive disclosure.
Referral Program Optimization
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Referral Program Optimization
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(2024)
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Referral Program Optimization
Transformed an underperforming growth channel through systematic experimentation. Discovered that removing options increased engagement — clarity beats complexity.
Fringe Sports
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Fringe Sports
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(2024)
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Fringe Sports
For Fringe Sports, we broke away from the typical sports advertising mold. Instead of the usual high-energy, competitive narrative, we highlighted the quirky side of lesser-known sports, celebrating the fun and unpredictability that make them unique. It was a fresh, bold approach that gave these sports the spotlight they deserve.
Lot and Coin
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Lot and Coin
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PropTech
(2024)
SaaS
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Lot and Coin
For Lot-and-Coin, we created a brand identity that blends trust with excitement. Focusing on the thrill of the auction and the value of each item, we crafted a unique experience that appeals to both collectors and casual buyers, offering a seamless blend of tradition and modernity.




