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Expand curated Cell and Science style reference packs #3

@Dsadd4

Description

@Dsadd4

The current full-public KB is broad, and the minimal pack is Glike-curated. A strong next milestone is to make the curated layer more explicit for Cell-style and Science-style figures.

Scope:

  • Add source tags for nature_style, cell_style, and science_style where evidence is available.
  • Build curated subsets for common plot types: embedding_plot, heatmap_matrix, box_violin_distribution, multi_panel_figure, and microscopy_panel.
  • Keep stable candidate IDs.
  • Preserve attribution and public-source metadata.

Validation:

  • agentfiguregallery query --task "Cell-style single-cell embedding" resolves to a useful plot type and strong candidates.
  • Gallery sessions can filter or rank by style tag.
  • Curated pack remains free of private paths and private code.

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    enhancementNew feature or requestgallery-expansionPublic source or reference gallery expansion

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