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docs: fix typos and two broken sentences in the JOSS Statement of need - #661

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docs/paper-jax-statement-of-need-fixes
Jul 28, 2026
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docs: fix typos and two broken sentences in the JOSS Statement of need#661
Jammy2211 merged 1 commit into
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docs/paper-jax-statement-of-need-fixes

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Copy-edit of paper_jax/paper.md Statement of need. No change to framing, content, or citations — all 7 references kept, section stays 451 words.

Found during a /repo_cleanup sweep while reviewing the stale docs/paper-jax-intro-revision branch. That branch held an older (2026-07-20) rewrite of this section which predates e3f4675b3 (2026-07-21) and would have dropped all 7 citations, the COWLS I / Euclid Q1 track record, and the PyAutoLens-Assistant paragraph — so it was not merged. This PR fixes the current text in place instead.

Typos: relatiojn→relation, resticts→restricts, unfeasibles→unfeasible, computartional→computational, feasibles→feasible, "significant more"→"significantly more", "tired to"→"tied to".

Agreement: "strong lens are observed"→"strong lenses are"; "clusters … requires months"→"require months"; "for its fully scientific potential"→"to its full scientific potential"; "an ability to fix more complex models"→"the ability to fit".

Two broken sentences:

  • "PyAutoLens-JAX provides the solution. / extends the established automation…" — second sentence had no subject → "It extends".
  • "vital in making the actual computartional run times paired with this make the science possible" → "vital in delivering the computational run times that make this science possible".
  • Comma splice after the COWLS/Euclid Q1 sentence → semicolon.

🤖 Generated with Claude Code

Copy-edit only — no change to framing, content or citations (all 7 kept,
section stays 451 words).

Typos: relatiojn -> relation, resticts -> restricts, unfeasibles ->
unfeasible, computartional -> computational, feasibles -> feasible,
'significant more' -> 'significantly more', 'tired to' -> 'tied to'.

Agreement: 'strong lens are observed' -> 'strong lenses are',
'clusters ... requires months' -> 'require months',
'for its fully scientific potential' -> 'to its full scientific potential',
'an ability to fix more complex models' -> 'the ability to fit'.

Two broken sentences:
- 'PyAutoLens-JAX provides the solution. / extends the established ...' had
  no subject on the second sentence -> 'It extends'.
- 'vital in making the actual computartional run times paired with this make
  the science possible' -> 'vital in delivering the computational run times
  that make this science possible'.
- comma splice after the COWLS/Euclid Q1 sentence -> semicolon.

Also collapses a stray triple blank line.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
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Jammy2211 merged commit 6567b3b into main Jul 28, 2026
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Jammy2211 deleted the docs/paper-jax-statement-of-need-fixes branch July 28, 2026 13:29
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