Building at the edge of software and intelligence.

AI · Agents · Software · Quant · Experiments

Singapore — 1.3521° N, 103.8198° E

Now

Updated 2026.09

Agentic software systems

Exploring software where agents are first-class operators — not features bolted on.
AI-native development

Tightening the loop between intent, agent, verification and deployment.
Systematic trading research

Quantitative systems built on testable hypotheses and disciplined experiments.
Interactive experiments

Prototypes that turn abstract ideas into things you can touch.

Built

Selected work

vocs.io An evolving public interface — part lab notebook, part experiment bench. This site, built to be edited by agents. Live
Agent-first development loop The workflow behind this site: coding agents that build, test, inspect and ship in a closed loop. Notes to follow. In progress

Lab

Open questions

Can many small agents collectively outperform one frontier agent?
What does an agent-native communication system look like?
How much intelligence can run locally?
What does quantitative research look like when agents can continuously experiment?