Notes from building the systems.
What actually happens inside a project — the tradeoffs, the constraints nobody mentions in the pitch, and the mistakes worth skipping. Written by the team doing the work, not a content calendar.
Automation
August 2026 · 4 min read
The 80% rule: why we don't automate everything
Workroom Asia™ ran on about 80% automation, not 100 — and that gap wasn't a limitation we were working around. It was the design.
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Guardrails
August 2026 · 5 min read
Why our payroll AI is allowed to say "I don't know"
Most AI systems are built to always have an answer. Ours isn't — and that turned out to be the single most important design decision on the whole project.
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