← Cai Toy

Work

Two lenses, one maker: the systems architect who ships AI-native products at enterprise scale — and the designer behind elegant, custom brand experiences.

Systems & AI-native

One architecture. Every tier.

I don't ship one-off sites — I operate a production architecture. One Turborepo monorepo: a design-system core (Crystal) that themes Next.js and WordPress from a single token source, and an agentic SDLC where AI build lanes run behind human-in-the-loop quality gates (AVOS) — build agents and judge agents kept separate, adversarial cross-model review, verified at the real layer. The architecture I pioneered at enterprise scale — running across every tier, from a personal empire to a Fortune 500.

Agentic AIHuman-in-the-loopAnthropic Agent SDKDesign TokensAzureTypeScriptNext.jsGraphQLFigma
Brand & creative
AI systems

Underneath the flagship projects runs a wider practice — the capabilities every build on this page draws from.

Automation rails

Scheduled agents and order → build → verify pipelines — the system keeps working while I direct.

Firebase context hubs

Shared context and memory stores that give every agent, app, and dashboard the same source of truth.

Message busing

Append-only telemetry and event buses between agents and apps — everything observable, everything replayable.

Automated content generation

Decks, landing pages, campaign imagery — generated on rails, curated by hand before anything ships.

Brand DNA

Brand systems encoded as tokens and voice, so AI generates on-brand by default — the design system is the prompt.

The Artasce house