Shimin-Zhang

Builds polished, target-user-rated web apps/pages/tools/assets via Verbalized Sampling at every input — framing, designer voice, seeds, constraint, competitors, typography. Use when you want every design choice to trace to a deterministic random sample drawn from an enumerated pool rather than model reach. Triggers on phrases like "iterate to a perfect score," "no canon," "really diversify the inspiration," "use IFG/VS," or explicit "use inhabited-design."

Coach a developer to measurably improve specific programming skills — the notional machine, code reading, execution tracing, debugging, testing, code review, calibration, and more — through performance assessment, freshly generated practice drills graded against executable ground truth, and specific feedback. Use when a developer wants deliberate, evidence-based practice to get better at programming; not for writing production code on their behalf.

Use whenever the user wants to publish or thread a new ADI Pod episode into the site — phrases like "add the latest episode", "update the site for ep-N", "publish ep-N", "thread the new episode in", "the new ep dropped", "ep-24 is out", or "what's new on the pod". Two-pass workflow: writes `episodes/ep-N.md` first, then proposes threading edits into topics/blog/glossary pages. Auto-fetches Transistor + YouTube metadata and pings the user about anything missing rather than fabricating IDs or URLs.