Φ(x, y) = −G · ( mme/rme + mllm/rllm + mreview/rreview )
where mreview ≫ mme
The HANDOFF SPECTRUM
Number 8
2026
A design system that starts from the objects an operator works with, not from buttons and cards. Five axes, one grammar, checked on every build.
My designs leave as pull requests into develop, not Figma frames. The branches, the commands, the SIT loop with QA, and what happens when a developer and I touch the same logic.
What changed in agent work by Oct 2026: thinner scaffolding, ownership over job titles, and the check that says "not done yet."
An object-oriented design system for human–autonomy consoles: every component says what is known, how sure it is, and who may act. Proved on a fictional drone console you can run in the browser.
design-system · dtcg-tokens · human-autonomy · interactive-demo
An iOS app that masks selfies with Korean letters — face detection on-device, no server, no account.
ios-app · on-device · vision-framework · shipped
Privacy-first PII masking app for Mac, iPhone, and iPad. Detects and masks personal information on-device — no AI server, no internet required.
swift · apple · pii-masking · on-device
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