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AI // ENTERPRISE WORKFLOW // DESIGN STRATEGY

Designing AI
for high-stakes environments.

I design enterprise AI systems for regulated professional workflows. My work focuses on conversation design, verification flows, and interaction models where trust and reliability are non-negotiable.

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Background in financial institutional research. Cambridge MPhil.

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My Work

AI Assistant for Regulated Enterprise Workflows

Designed interaction patterns for AI-assisted workflows in high-stakes environments, focusing on trust, reviewability, and controlled automation.

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Conversation design, verification patterns, and error recovery.

Table Layout System Redesign

Stabilised table behaviour across an enterprise document editor, ensuring layouts hold predictably under real editing conditions.

AI Voice-based Age Verification

Award-winning AI system (IMDA × PDPC, Singapore) for voice-based age verification.

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Designed a trust-critical AI system for age estimation and compliance, balancing accuracy, privacy, and usability in regulated environments.​

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