Document what works as you implement and test different approaches. Keep notes on which tactics seem most effective for your content, which platforms drive the most engaged traffic, which topics generate the most AI citations. This knowledge base becomes increasingly valuable over time as you identify patterns specific to your niche and audience that might differ from general best practices.
If the number of candidates for each pixel grows too large (as is common in algorithms such as Knoll and Yliluoma) then sorting the candidate list for every pixel can have a significant impact on performance. A solution is to instead sort the palette in advance and keep a separate tally of weights for every palette colour. The weights can then be accumulated by iterating linearly through the tally of sorted colours.
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