The world is reaching for tariffs and calling it resilience. Singapore looks exposed on paper, yet keeps landing in the "resilient" column — not by luck, but by staying useful to everyone choosing sides. What that means for banks and jobs.

Telegram isn't the black market — but its architecture lets parts of it function like one. From a Singapore GST Voucher phishing wave to a phishing-as-a-service kit sold through Telegram itself, the same features that make the app useful for legitimate group chats also let scams and stolen data circulate at scale. What companies and individuals in Singapore should watch for, and do about it, now.

DeepSeek costs a fraction of what Claude or GPT charge per token — sometimes ninety times less. That's why Chinese open-weight AI models have quietly become a serious enterprise option, not just a curiosity. But cheap doesn't mean risk-free: from data residency to model behaviour, self-hosting solves some problems and not others. Here's how businesses are actually navigating the trade-off — and what Singapore's regulators expect you to show for it.

The restructuring era is here — and it's not indiscriminate. It's finding the people who stopped moving with their organisation. A reflection on jumping from enterprise risk into cybersecurity, why hard skills only get you so far, and the one thing that's actually kept me relevant.