🌐 [translation-sync] [autodiff] Open with a sentence that suits both series

[mmcky]

Automated Translation Sync

This PR contains automated translations from QuantEcon/lecture-python-programming.

Source PR

#644 - [autodiff] Open with a sentence that suits both series

Files Updated

• ✏️ lectures/autodiff.md
• ✏️ .translate/state/autodiff.md.yml

Details

• Source Language: en
• Target Language: fr
• Model: claude-sonnet-5

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This PR was created automatically by the translation action.

[github-actions]

✅ Translation Quality Review

Verdict: PASS | Model: claude-sonnet-5 | Date: 2026-10-18
Routing: auto-merge — no gating findings; floors met
Shadow gate: would auto-merge (recorded only; no action taken)

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📝 Translation Quality

Criterion	Score
Accuracy	10/10
Fluency	9/10
Terminology	10/10
Formatting	10/10
Overall	9.8/10

Summary: The Overview section translation is accurate, fluent, and terminologically consistent with the glossary. No syntax or formatting issues were found; only a minor stylistic nit regarding one slightly heavy sentence construction. Accurate and complete rendering of all technical content in the Overview section, with no omissions or additions Correct and consistent use of established terminology (différentiation automatique, compilation JIT, parallélisation) Natural French sentence restructuring (e.g., splitting/reordering clauses) rather than a literal word-for-word calque of the English

Suggestions:

• [nit · fluency] lectures/autodiff.md — ## Overview / ## Vue d'ensemble, paragraph on JAX implementations: The sentence "L'une des meilleures est constituée par les routines de différentiation automatique contenues dans JAX." is a slightly literal rendering that reads a touch heavily compared to natural French, though it is fully correct. → L'une des meilleures implémentations est celle des routines de différentiation automatique de JAX.

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🔍 Diff Quality

Check	Status
Scope Correct	✅
Position Correct	✅
Structure Preserved	✅
Heading-map Correct	✅
Overall	10/10

Summary: The translation sync correctly updated only the Overview paragraph text in the same position without affecting structure or headings.

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This review was generated automatically by action-translation review mode.

[Copilot]

🟢 Approval recommended

The French translation accurately and minimally mirrors the verified source PR change with no typography, reference, or metadata issues.

0 open findings

What changed in this PR

This PR is an automated translation sync that updates the French translation of the autodiff.md lecture to mirror upstream source PR QuantEcon/lecture-python-programming#644. It simplifies the opening sentence of the "Vue d'ensemble" (Overview) section so it suits both lecture series, removing the cross-reference to the jax_intro lecture. I verified the French change accurately matches the English source change (dropping "plus approfondie"/"more thorough" and the {doc} preview link), there are no remaining orphaned jax_intro references, and no French typography conventions (e.g. non-breaking spaces before : ; ! ?) are affected.

Changes:

• Simplified the overview opening sentence and removed the {doc} reference to jax_intro, matching source PR #644.
• Updated translation state metadata (source-sha, synced-at, tool-version).

File	Description
lectures/​autodiff.md	Rewrites the overview opening sentence and drops the jax_intro cross-reference, accurately mirroring the English source change.
.translate/​state/​autodiff.md.yml	Routine sync metadata update (source SHA, sync date, tool version).

🧠 Review effort: Balanced

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[github-actions]

📖 Netlify Preview Ready!

Preview URL: https://pr-95--verdant-toffee-3261a8.netlify.app

Commit: d71da1d

📚 Changed Lectures

• autodiff

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Build Info

• Workflow: Build Project [using jupyter-book]