Autonomous Goal-directed Iteration. Apply Karpathy's autoresearch principles to ANY task. Loops autonomously — modify, verify, keep/discard, repeat. Supports optional loop count via Claude Code's /loop command. Invoking /autoresearch builds a real-data benchmark harness, captures a baseline, and iterates with a…
Distinctive, production-grade website and frontend design. Use whenever the user wants to build, redesign, review, polish, audit, or improve any UI — including landing pages, dashboards, marketing sites, components, forms, hero sections, settings panels, onboarding flows, or empty states. Covers visual hierarchy…
Purposeful web animation. Use when the user wants to add, fix, audit, or reason about animation, transitions, easing, micro-interactions, hover effects, scroll-triggered motion, modals, drawers, toasts, or any movement on a website. Triggers on "animate", "transition", "smoother", "feels janky", "spring", "ease"…
Typography, spacing, layout, color, and visual hierarchy. Use when the user wants to fix or improve the foundational craft of an interface — font choices, type scale, line-height, tracking, spacing rhythm, grid, alignment, color palette, contrast, hierarchy, responsive breakpoints, or anything that determines whether…
Removes the generic "AI-generated" look from frontend output. Use when the user wants the UI to feel distinctive, intentional, premium, or "not look like ChatGPT made it" — when they say "this looks AI", "too generic", "needs taste", "make it more original", "less SaaS", "less corporate", or when reviewing a UI for…