NOESIS: When Human Reasoning Meets the Challenges of Corporate AI

From an unexpected moment of inspiration to a vision for more responsible AI adoption Sometimes, an idea begins with a simple question. Other times, it develops through a series of unexpected circumstances that make us reconsider its potential. For me, NOESIS represents an exploration of how artificial intelligence can support human reasoning, evidence-based investigation andContinue reading “NOESIS: When Human Reasoning Meets the Challenges of Corporate AI”

10 Key Lessons I Can Learn from AIM Intelligence After SWITCH 2026

Reflections on AI innovation, leadership and shaping the future of responsible AI Attending SWITCH 2026 gave me an opportunity to observe how companies, researchers, entrepreneurs and innovators are contributing to the future of artificial intelligence. One company that caught my attention was AIM Intelligence. Its statement at the SLINGSHOT stage particularly resonated with me: “Let’sContinue reading “10 Key Lessons I Can Learn from AIM Intelligence After SWITCH 2026”

From Learning AI to Finding My Place in Innovation: My SWITCH 2026 Experience

Sometimes, a new chapter begins not with a carefully laid-out plan, but with a simple decision to show up. For me, that decision was attending SWITCH 2026 (Singapore Week of Innovation and Technology). I had recently completed my Artificial Intelligence Specialist training, a journey that challenged me to learn new technologies, explore AI applications, andContinue reading “From Learning AI to Finding My Place in Innovation: My SWITCH 2026 Experience”

From Thought to System: Building the First Shape of NOÛS

I never imagined that one of the things that would make me feel closest to my NOÛS idea would be writing a technical document. For a long time, NOÛS existed mostly in my head. It was questions. It was conversations. It was philosophy.It was the feeling that something was missing in the way we interactContinue reading “From Thought to System: Building the First Shape of NOÛS”

Not Just Learning AI — Learning How I Learn

When I visited the NUS Open House, I was in the middle of a transition that had felt quite intimidating at first: moving from education and programme operations into the world of artificial intelligence. I had worried that studying AI would be too technical or unfamiliar for me. Now, I’m halfway through most of myContinue reading “Not Just Learning AI — Learning How I Learn”

From Asking AI to Thinking With AI

What prompt engineering taught me about the way we think, question, and solve problems. There was a time when I thought using AI was simple. You had a question.You typed it.AI gave you an answer. Done. But the more I worked with AI, the more I realised something uncomfortable: The quality of the answer oftenContinue reading “From Asking AI to Thinking With AI”

How I Fixed Conversation-State & Repetition Loops

One problem I ran into while building a dialectical conversation engine was repetition. When a user repeated or rephrased an earlier question, the assistant sometimes started the argument all over again. It would repeat points that had already been established instead of moving the discussion forward. I fixed this by adding explicit conversation-state tracking. TrackingContinue reading “How I Fixed Conversation-State & Repetition Loops”

David vs. Goliath: Turns Out Goliath Was Just a Very Confident Loading Screen

There is something oddly satisfying about trying to debug an AI chatbot that seems far more sophisticated than anything I could build from scratch. It feels a little like David bringing down Goliath. Except Goliath is a giant language model, David has a prompt box, and the weapon of choice is apparently a carefully wordedContinue reading “David vs. Goliath: Turns Out Goliath Was Just a Very Confident Loading Screen”

The Day a 500 Error Became My Goliath

There was a moment when building my app stopped feeling exciting. I had an idea. I started building it. Things were coming together, and for a while, everything felt surprisingly smooth. Then came the dreaded message: 500 Internal Server Error. Suddenly, the app that had looked so promising refused to cooperate. I wasn’t sitting inContinue reading “The Day a 500 Error Became My Goliath”

Beyond the Process: Business Analysis as the Art of Understanding

When I first began the ABC Labs and GiftRonline case studies, I expected to focus primarily on analysing business problems and identifying practical solutions. I assumed the learning experience would revolve around process mapping, stakeholder requirements, data analysis, and technology implementation. While those elements were certainly present, they were not what stayed with me afterContinue reading “Beyond the Process: Business Analysis as the Art of Understanding”

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