Independent thinking / practical systems
Making AI useful.
Based in Singapore
Working across systems
I build products to solve everyday problems. I write about agentic coding, AI agents, and knowledge that works.
Explore the writingThe Last Project You Build Alone
Why a second brain should be custom to its owner, independent of any one AI harness, and able to give every future agent durable context.
Two Brains, One Operator
Why personal and corporate agent memory must split, how each half is governed - server-enforced write fences for the company brain, a permissive universal adapter for the personal one - and how Qwen 3.8 Max and Qwen 3.8 Flash Next on two DGX Sparks planned the architecture and audited 1,837 pages of company knowledge.
From Company Knowledge to Verified Changes
How Success Brain, shared abstractions, pattern linting, CodeGraph, and built-in verifiers work together to guide agentic engineering.
Why a Knowledge Management Layer Still Matters
A practical look at where no KM fails, where connectors and search help, and where a structured KM layer materially improves consistency, reasoning quality, traceability, and permissioning.
Areas of interest