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1 contribution to Snappy Community
Browser feedback loops for UI polish
I've been polishing UI for a client app using a browser feedback loop with Claude Code. The agent takes a screenshot, evaluates it against a style reference, makes changes, screenshots again. No manual review cycles between iterations. The thing that made this work was keeping the frontend as a thin layer with no API routes, so agents can iterate on design without regressing functionality. Anyone else running visual feedback loops with agents?
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yeah i've been doing something similar. the biggest unlock for me was having the agent compare against a specific reference image rather than just evaluating "does this look good" — without a concrete target it tends to loop forever making tiny tweaks that don't converge. also found that keeping the feedback to 2-3 concrete items per iteration (instead of a full eval) speeds things up a lot. the thin frontend approach you mentioned is key though, i tried this on a project with server-rendered components and it was a nightmare.
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Nejc Skoberne
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@nejc-skoberne-7617
Jean Claude van Code

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Joined Apr 14, 2026
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