docs: fix typos and two broken sentences in the JOSS Statement of need - #661
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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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Copy-edit of
paper_jax/paper.mdStatement of need. No change to framing, content, or citations — all 7 references kept, section stays 451 words.Found during a
/repo_cleanupsweep while reviewing the staledocs/paper-jax-intro-revisionbranch. That branch held an older (2026-07-20) rewrite of this section which predatese3f4675b3(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:
🤖 Generated with Claude Code