Writing

Building a regulatory analytics dashboard from MAS Notice 129 data — automating market-wide KPIs for Singapore insurers.

The HDB Resale Transaction Dashboard now has an LLM-powered chatbot — built with Groq for fast, conversational queries on Singapore's public housing resale data.

What's actually changing in the APAC risk landscape — climate, regulation, and the slow shift toward data-driven frameworks.

Where ML is genuinely useful in actuarial work, where it's overhyped, and what the black box problem means in practice.

A short intro on what this blog is for and what you can expect from it.