AI
We Stopped Building Apps and Started Building an AI Organization
A shift in how we think about AI: not isolated applications, but a governed engineering organization where every role has a purpose and every decision is traceable.
Thinking
The public documentation of how I think.
Ideas, lessons, decisions and observations from building companies, products, technology and life. Not a blog — a living knowledge base that grows more interconnected over time.
Browse by Topic
All topics → AI Building with models, agents, and the limits of automation. 2 pieces Business Strategy, markets, and the mechanics of building companies. 1 piece Property Real estate as an asset, a market, and a business. 1 piece Leadership Decisions, teams, and carrying responsibility. 1 piece Systems Processes and structures that compound over time. 1 piece Marketing Attention, positioning, and honest demand generation. 0 pieces Finance Capital, unit economics, and long-term allocation. 0 pieces Productivity Focus, leverage, and doing fewer things better. 1 piece Personal Life, health, and the operating system behind the work. 2 pieces
Recent Thinking
Browse all → Property
Caveat Property: Apa Dia, Kenapa Boleh Kena, Dan Nak Buat Apa
Penjelasan santai tentang apa itu caveat, jenis-jenisnya, kenapa sesuatu property boleh kena caveat, dan langkah yang perlu diambil kalau property anda terkena.
Personal
A Decade-by-Decade Map for Focus
A simple framework for how attention should shift across the decades of a working life — from exploring widely in your 20s to owning passive income by your 50s.
Personal
Burning the Midnight Fuel
A short, honest note about working late, the reality of hustle, and why "work-life balance" isn't a phrase I have a good answer for.
Business
What Is Value, and Who Gets to Decide the Price
Value is not the same as price, and it is not the same for everyone. A working-through of how to think about PropMall's pricing when some see RM988 as fair and others see RM365 as expensive.
Productivity
Twenty Minutes Deep Beats Two Hours Scattered
Why a short block of real deep work outperforms hours of context-switching, and how stillness resets a mind pulled in too many directions.
Popular Thinking
Series
All series → Building PropMall Field notes from building a property technology company — the decisions, mistakes, and systems behind it. 2 pieces CEO Notes Short, honest notes on leading a company — what the role actually demands versus how it looks. 2 pieces AI Experiments Building real things with AI agents and models — what works, what breaks, and where the responsibility stays human. 2 pieces Property Market Reading the Malaysian property market honestly — data over narrative, cycles over headlines. 0 pieces Decision Logs Real decisions documented in real time — the context, the options, the call, and what I'd do differently. 0 pieces Founder Lessons The compounding lessons of building companies — usually learned the expensive way. 1 piece
Thinking in Progress
See all →Unfinished ideas, hypotheses and experiments — shown here on purpose, so you can watch thinking evolve.