Insights

We build AI agents for a living, including Auto Browser. The architecture that separates an agent that demos from one that holds up: the loop, the decision channel, cost, isolation, and safety, with the numbers.

Notes from a Kuala Lumpur roundtable on the future of Shari'a-compliant digital assets, from the team that architected Arteesan, a blockchain-backed art platform exploring tokenisation.

Most prompt advice is decoration. The patterns that actually change a model's behaviour are concrete: thresholds over adjectives, worked examples good and bad, named failure modes, enforced output formats, and where each instruction sits.

Arteesan, the platform our team architected, was the official digital partner of Malaysia's largest art exhibition: more than 30 galleries and over 100 artists, with AR experiences on the floor and a blockchain-backed provenance layer underneath.

A rename or schema fix feels risky, but the risk comes from only two forces: live traffic and existing data. Before launch you have neither, so the fix is one migration and a refactor, and the window is about to close.

Turning "this feels off" into cited, prioritised findings, using Nielsen's heuristics, WCAG 2.2, and the Laws of UX, with a scoring rubric and the numbers that prove why it matters.

How native HTML input types deliver better form UX and cross-browser consistency with almost no extra code.