Jared
A personal AI assistant running 24/7 as a local-first multi-agent system. Six memory tiers, a proactive daemon, and an evaluation layer that grades its own output using a cross-family judge, which aborts if it can't prove itself first.
Kuala Lumpur, Malaysia
I help teams deliver AI without losing the plot.
Seventeen years across software engineering, people leadership and enterprise delivery. Right now I'm working out how agentic delivery squads should actually be run. Evenings, I build a personal AI assistant and hold it to the same standard, mostly so the theory has somewhere to fail cheaply.
Currently
SesebonUI
A brutalist design system on a three-layer token architecture: primitives, a semantic contract, opt-in motifs. Components read only the semantic layer, so a full reskin never touches a component. This site runs on it.
Motif
AI delivery operating model
An operating model for agentic delivery squads: methodology, delivery lifecycle and team topology from concept through production, adoption and value realisation. Written because flow-based delivery and AI governance had no shared vocabulary yet.