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Authors: Published: Paper Link: arxiv.org/abs/XXXX.XXXXX

Copy this file into papers/<category>/<NN-slug>/summary.md, delete this blockquote, and fill in the sections. Do NOT add YAML frontmatter by hand - scripts/build_manifest.py generates it from the header block above. Keep the three header fields (**Authors:**, **Published:**, and a link line) so the parser can pick them up. Categories: architectures, language-models, image-generation, multimodal, techniques. House style: plain language for a motivated beginner, concrete analogies, small diagrams/formulas in fenced code blocks, no em dashes (use hyphens).

Why This Paper Matters

<2-4 paragraphs: the problem before this paper, what it changed, why it still matters.>

The Core Innovation

Key Components Explained

1.

What it does: ... How it works: ...

Key Results

Why This Was Revolutionary

Real-World Impact

Key Takeaways for Practitioners

  1. ...

Limitations & Future Directions

Further Reading

  • Original Paper:
  • ...

Citation

@article{key,
  title={...},
  author={...},
  year={...}
}