The best guardrail is the one outside your agent
↗ Instruction files tell an agent how you want work to flow. They are the wrong place to put a rule that must never be broken.
A technologist at the edge of AI, UX, and useful software.
Co-founder at BalanceFlo, where we use AI to make ergonomic wellness scalable. I experiment with tools, workflows, and systems. This is where I document the work.
Latest notes
all notes → What I'm thinking about.
1 hour, 1 idea, 1 working product
↗ What I built at the GTM Builders AI Build Lab in Singapore, how I ran parallel AI tracks to ship in 60 minutes, and what broke along the way.
Git history vs AI exploration
↗ Git tells us what changed. It doesn't tell us what was tried, learned, rejected, or abandoned. Where should that knowledge live for AI agents?
I left Cursor. Last night made me want to go back.
↗ Notes from Cursor Build Night in Singapore: Composer 2.5 speed, design tooling, cloud agents, and one admin task I finally did.
Building
all projects → Things I'm making.
building #ai
Redbacks Cricket OS
A local-first operating system for a community cricket team: match planning, player records, coaching knowledge, and AI-assisted game preparation built around a Git repo.
read build note → building #ai
BalanceFlo
AI-powered ergonomics program management for making workplace wellness easier to assess, manage, and scale.
read build note → building #website
Masala Geek
My public notebook for AI product work, UX systems, local-first tools, and small build logs.
read build note → shipped #tools
Go Watch This
A decisive watch picker that returns one title, not another list. Built to remove decision fatigue from streaming.
read build note → shipped #tools
myFitTracker
A personal fitness tracker with natural language workout logging and a three-tier AI parsing system. Built for my own training, mobile-first and practically free to run.
read build note → shipped #tools
Mac Disk Space Widget
A native macOS menu-bar app that monitors free disk space and offers confirmation-gated cleanup for developer caches. Built after a storage crisis revealed how much invisible tooling bloat accumulates.
read build note → Follow along
Practical notes from the workshop, not polished thought-leadership vapor.