Production AI, written from inside the system.
I'm Ian Low. Over a decade in FinTech & RegTech. Now I'm building AI applications for Malaysians. I co-founded CekapAI. I write here about production AI inside regulated stacks.
No AGI takes. No model comparisons. No "how to do X with AI" posts.
Most "AI agents" aren't agents
An agent decides what to do next based on the current state. A pipeline runs what was decided in advance. Most things called 'AI agents' today are pipelines — and the mislabel drives every downstream tooling mistake, including mine.
Stop writing PRDs for AI features
Traditional PRD-first workflows break on AI products because the behavior is probabilistic and the spec can't precede the code. The fix is to flip the order — ship the POC first, let the PM define product against running behavior, and treat the prototype itself as the spec.