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We'll be spending a lot more time trying to understand the outputs of language models.

It opens with: “We'll be spending a lot more time trying to understand the outputs of language models. A few thoughts, tips & tricks:” — a public X post by Andrej Karpathy (@karpathy), posted 2026-10-02. Verified for export on this site: 1,801 characters, 6 paragraphs, 1 image(s). Use the button above to save it as Word, PDF or Markdown, images included.

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What this is about

It opens with: “We'll be spending a lot more time trying to understand the outputs of language models. A few thoughts, tips & tricks:” — a public X post by Andrej Karpathy (@karpathy), posted 2026-10-02. Verified for export on this site: 1,801 characters, 6 paragraphs, 1 image(s). Use the button above to save it as Word, PDF or Markdown, images included.

Source details

Author
Andrej Karpathy (@karpathy)
Platform
X (Twitter)
Published
2026-10-02
Updated here
2026-10-03
Body size
1,801 characters / 6 paragraphs / 1 images
Completeness
Some parts could not be retrieved

What you can export

  • Word (.docx) — editable text, real headings, embedded images
  • PDF — searchable, same layout on phone and desktop
  • Markdown — a .zip with the images in a folder
  • Plain text — UTF-8, no formatting

Limits worth knowing

  • Only public content. Private, deleted or paywalled posts cannot be retrieved.
  • Threads are collected upward from the link you paste; paste the last post, or several links, for the full chain.
  • Media that the source no longer serves is reported as missing instead of being invented.
  • Videos are noted as links — this exporter produces documents, not media files.

Engagement when collected

40,011 likes4,388 reposts1,141 replies55,953 bookmarks942 quotes4,227,298 views

Figures above were collected on 2026-10-03 and may have changed since.