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lookdev
authentic
Human-in-the-loop web studio to tune AI-generated output by eye. Stand up a local interactive studio (sliders, pickers, drag handles) or an inline edit/highlight/comment annotation studio for prose & media, instead of guessing values or shipping a static comparison grid.
When to use
- Use when the user says "lookdev", or asks to tune / dial in / iterate on the look of something, compare variations by feel, or review / edit / annotate a blog post, doc, copy, or media set. Use whenever "show me, I'll pick" beats asking th…
When not to use
- Lookdev is useful only when the user can inspect or mark up rendered variants; it is overkill for small deterministic edits.
- A studio must faithfully mirror production fonts, media, containers, and constraints, otherwise the chosen settings can be misleading.
- Human preference remains the source of truth, so the workflow cannot guarantee a universally "best" design or media treatment.
Skill page
Source