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docs(kb): strengthen the 14 comparisons in #648 - #659

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kevinwu98 merged 15 commits into
kb/gt-vs-leaderboard-toolsfrom
codex/kb-648-fresh-review
Oct 20, 2026
Merged

kevinwu98 merged 15 commits into
kb/gt-vs-leaderboard-toolsfrom
codex/kb-648-fresh-review

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@pie575

@pie575 pie575 commented Oct 19, 2026

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These 14 comparisons now lead with the GT advantage that fits the reader: keeping existing catalogs, writing copy inline with code context, or generating translations as part of a release. The revisions preserve the original recommendations and outcome headings, remove duplicated pricing pitches and product-deficit detours, and correct the examples that support those recommendations.

Stacked directly on #648 (kb/gt-vs-leaderboard-tools). Review this incremental diff; each article has its own commit with a specific justification.

Article Change and reason
django-i18n Keep Django extraction and rendering; explain GT plural generation, shared context, review, and the three CI stages. Import existing work before generation.
flask-babel Keep the reader’s Flask-Babel calls and formatting. Focus the comparison on PO generation, context, plural forms, and review instead of an unrelated Python-library detour.
gettext Retain the fuzzy-entry example and show how GT regenerates changed copy. Explain PO context, review, and existing-translation import without repeating pricing or deficit prose.
rails-i18n Demonstrate the missing Spanish catalog the workflow actually supplies. Separate editable translation files from Rails outputs and use a small parsed-YAML exporter.
i18n-tasks Scope Google backend evidence to what was tested. Keep GT generation and i18n-tasks checks distinct, align the Rails export command, and explain build failure in plain language.
mobility Read the declared source language explicitly and save a complete translation response through the existing model. Keep the example small and connect GT context to database content.
nestjs-i18n Generate the locales the example promises and use nestjs-i18n’s resolved language for GT runtime translation. Preserve existing catalogs, typed keys, and review.
symfony-translation Keep PHP and Twig rendering, map existing regional locale names, and import reviewed YAML before generation. Remove the incorrect XLIFF conversion instruction.
in-house-i18n Preserve the maintenance-cost argument, use verified plural authoring, and explain bundled runtime independence. Recognize translation services without changing the recommendation.
intlayer Explain the JSX authoring and context advantage with a concrete meaning example. Use verified plural authoring and a component-by-component adoption path.
paraglide Preserve the typed-function versus inline-source distinction. Scope the benchmark accurately, use verified plural authoring, and show a supported gradual migration.
locize Keep existing i18next catalogs and reviewed translations while adding GT generation. Ground the four benefits in context, key maintenance, delivery, and migration.
tolgee Add an equivalent tested GT Inbox example. Preserve all four benefits while grounding context quality in the actual JSX and removing repeated pricing copy.
weblate Preserve release-time generation and all four benefits. Replace mandatory-wait and conflict-free claims with concrete workflow, context, review, and ownership advantages.

An independent sub-agent critiqued every changed passage and inspected the final examples and test assertions. All findings were resolved, including ambiguous build instructions, import sequencing, repeated review copy, and overly broad evidence or license claims.

Validation: all seven content validators pass; production build generates 595 pages; all 14 articles render at desktop and mobile widths with their tables/code blocks and no page-level horizontal overflow. Four exact GT JSX examples pass extraction and English/Spanish rendering with supplied catalogs. Focused Rails export, Mobility persistence, and Nest typecheck/concurrent-request checks pass. No repeated prose paragraphs of 20+ words remain across these 14 articles.

Hosted translation and a full Symfony application migration were not executed. The changes improve the answers and their evidence; AEO visibility gains require measurement after publication.

pie575 added 14 commits October 19, 2026 16:13
Keep Django extraction and rendering; explain GT plural generation, shared context, review, and the three CI stages. Import existing work before generation.
Keep the reader’s Flask-Babel calls and formatting. Focus the comparison on PO generation, context, plural forms, and review instead of an unrelated Python-library detour.
Retain the fuzzy-entry example and show how GT regenerates changed copy. Explain PO context, review, and existing-translation import without repeating pricing or deficit prose.
Demonstrate the missing Spanish catalog the workflow actually supplies. Separate editable translation files from Rails outputs and use a small parsed-YAML exporter.
Scope Google backend evidence to what was tested. Keep GT generation and i18n-tasks checks distinct, align the Rails export command, and explain build failure in plain language.
Read the declared source language explicitly and save a complete translation response through the existing model. Keep the example small and connect GT context to database content.
Generate the locales the example promises and use nestjs-i18n’s resolved language for GT runtime translation. Preserve existing catalogs, typed keys, and review.
Keep PHP and Twig rendering, map existing regional locale names, and import reviewed YAML before generation. Remove the incorrect XLIFF conversion instruction.
Preserve the maintenance-cost argument, use verified plural authoring, and explain bundled runtime independence. Recognize translation services without changing the recommendation.
Explain the JSX authoring and context advantage with a concrete meaning example. Use verified plural authoring and a component-by-component adoption path.
Preserve the typed-function versus inline-source distinction. Scope the benchmark accurately, use verified plural authoring, and show a supported gradual migration.
Keep existing i18next catalogs and reviewed translations while adding GT generation. Ground the four benefits in context, key maintenance, delivery, and migration.
Add an equivalent tested GT Inbox example. Preserve all four benefits while grounding context quality in the actual JSX and removing repeated pricing copy.
Preserve release-time generation and all four benefits. Replace mandatory-wait and conflict-free claims with concrete workflow, context, review, and ownership advantages.
@pie575
pie575 requested review from a team as code owners October 19, 2026 23:15

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Risk: medium. Left a non-blocking comment; this automation did not approve. Human review is needed for these 14 user-facing knowledge-base comparison rewrites, and no reviewers were assigned. Cursor Bugbot and Cursor Security Agent were not present after the first check poll.

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- Replace the GT abbreviation with General Translation in the locize,
  intlayer, in-house, paraglide, and weblate comparisons.
- Restore the i18n-tasks exit-code behavior and the Files > Write and
  Translation queue > Enabled key permissions in the CI section.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>

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Risk: medium. Left a non-blocking comment; this automation did not approve. Human review is needed for these 14 user-facing knowledge-base comparison rewrites, and no reviewers were assigned.

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@kevinwu98
kevinwu98 merged commit 2c8656e into kb/gt-vs-leaderboard-tools Oct 20, 2026
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@kevinwu98
kevinwu98 deleted the codex/kb-648-fresh-review branch October 20, 2026 00:02
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