Dev finds Claude-researched beauty algorithm beats CapCut's approach

vista8 · x · 2026-11-06

Indie developer vista8, adding beauty/whitening filters to the Cap screen-recording app, had his agent study CapCut's approach and then compared real frames with AI analysis — concluding CapCut's beauty filter performs worse than what Claude produced directly through research. The attached screenshot shows Claude's full quantitative report: candidate SkinWhitener vs. the current slider on facial brightness ΔL, saturation ΔC, background contamination (68% of wall pixels brightened vs. 0%), plus three concrete flaws and a recommendation not to ship it, with notes on how to split the slider if needed.

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