// what i'm exploring

Ideas in motion.

Alongside execution, I actively explore how these ideas evolve into intelligent systems.

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JiaU.ai — Adaptive Learning System

A conceptual AI system designed around decision intelligence, personalisation, and safety.

  • Learner modelling and adaptive pathways
  • Instructional strategy and intervention logic
  • Guardrails for responsible AI usage

Exploring how AI systems can be guided — not just powered.

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Hypothesis-Driven & Fermi Thinking

A structured approach to decision-making:

  • Making assumptions visible
  • Testing ideas through measurable hypotheses
  • Using Fermi thinking to quantify impact

Turning intuition into reasoning.

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Consumer-Aligned Data Models

Rethinking how data is structured:

  • Connecting transactions, positions, and client context
  • Designing AI-ready, feature-rich datasets
  • Moving from siloed data to connected intelligence

Insight emerges when data is designed for use — not just storage.

This is where I explore what comes next — before it becomes real.