Developer tools
Sprowt Harness
A local environment for coding agents to make and check changes.
The person behind Minimum Effort
I’m a software engineer in Singapore. My work spans distributed systems, developer tools, hardware products and AI.
I’ve worked at Spotify and Electronic Arts, helped build Encore, and led engineering teams. These days, Minimum Effort is where I share what I’m building and what I’m learning along the way.

Open to opportunities · Singapore
I’m exploring technical leadership roles in Singapore.
At Spotify, I’ve spent eight years working across engineering and leadership, including large-scale systems, AI and Car Thing. I’ll be wrapping up there on .
If your team is hiring, or you know someone I should meet, I’d appreciate an introduction. I’d also love to hear what you’re building.
I’m building products and studying AI from the inside out.
That means coding agents and the systems around them, but also inference, tokens, and the math and hardware underneath. I write about the decisions, tests and tradeoffs as the work develops.
Developer tools
A local environment for coding agents to make and check changes.
Personal finance
A finance product for understanding your money.
Software, hardware & technical leadership
I’ve spent eight years at Spotify across engineering and management. I was one of the first people to join the Car Thing team and one of its engineering managers. I also worked on company-wide system design and set AI strategy for User Growth Optimization. Earlier work included voice services, subscriptions and the Partner API behind bundles such as Spotify + Hulu.
I’m named as an inventor on patents and patent applications related to media streaming, playback and predictive caching.
Developer infrastructure
As a founding engineer, I helped shape the architecture of an early-stage platform for building backend software.
Machine learning
I led the machine learning engineering team, working on model development, production integration and the infrastructure for experimentation.
Distributed systems
I built Scala-based distributed services for in-game experiences across Battlefield and Battlefront.
I founded SOURCECODE, a community of software engineers focused on engineering, design and creative problem-solving.
I studied computer science at Politehnica University of Timișoara. My work has moved between hands-on engineering, architecture and leading teams, often within the same project.
Minimum Effort