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Elon Litman

Personal blog · elonlit.com/scrivingsaimathscience

Elon Litman's personal blog at elonlit.com covers ai, math and science. Since 2025, 7 different Hacker News readers have linked it 10 times, most often “Your Transformer is Secretly an EOT Solver”. It is still writing: the last post was on 2026-10-20, and you can follow it by feed.

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10mentions?
7HN people?
2025–2026first – last linked?
Links on Hacker News per year · peak 9 in 2026

Too few sampled comments (1) to say how often HN recommends it.?

Why HN links it

One HN commenter linked Elon Litman's post 'A theory of deep learning' as a possible connection to the idea of a liminal inference space in language models, citing its 'error flow reservoir' concept.

Summarised by Claude from a sample of 1 HN comments that link here. Each comment is marked recommending, critical or neutral (citing without judging); how this works.

Elon Litman's blog on deep learning theory.

Most-linked posts?

  1. Your Transformer is Secretly an EOT Solver
    3 people · 3 mentions · first linked 2025-10-31
  2. How to Run Turing-Complete Malware in PyTorch's Backward Pass
    2 people · 2 mentions · first linked 2026-10-21
  3. A Theory of Deep Learning
    2 people · 2 mentions · first linked 2026-05-05
  4. The Annotated JEPA
    2 people · 2 mentions · first linked 2026-03-14

What Hacker News says?

  1. The idea of this liminal space (J-space) during inference reminded me of the concept of the "error flow reservoir" during training: https://elonlit.com/scrivings/a-theory-of-deep-learning/ . Would be interesting to see if they are somehow connected.

    Comment linking /scrivings/a-theory-of-deep-learning/

    on “A global workspace in language models”
  2. Submitted How to Run Turing-Complete Malware in PyTorch's Backward Pass as a story · 5 points

    HN discussion
  3. Submitted A Theory of Deep Learning as a story · 4 points

    HN discussion
  4. Submitted How to Run Turing-Complete Malware in PyTorch's Backward Pass as a story · 3 points

    HN discussion
  5. Submitted Your Transformer is Secretly an EOT Solver as a story · 3 points

    HN discussion
  6. Submitted Transformer Is an EOT Solver as a story · 2 points

    HN discussion
  7. Submitted The Annotated JEPA as a story · 2 points

    HN discussion
  8. Submitted The Annotated JEPA as a story · 1 points

    HN discussion
  9. Submitted The Fallen Primes of Tohu as a story · 1 points

    HN discussion
  10. Submitted Your Transformer Is secretly an EOT Solver as a story · 1 points

    HN discussion

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