imbajin opened a new pull request, #545:
URL: https://github.com/apache/hugegraph-doc/pull/545

   ## Purpose of the PR
   
   Replace outdated, mismatched Hubble screenshots and incomplete bilingual 
workflows with current, reproducible examples.
   Readers can choose a deployment or source-build path, run it, and check the 
result.
   
   - Refresh paired Chinese/English Hubble and AI screenshots using the same 
data and steps.
   - Improve Loader, authentication, backup/restore, AI, Tools and FAQ with 
native Steps, Tabs and linked questions.
   - Correct version boundaries, candidate SDK setup, graph-mode recovery and 
the AI batch-input template.
   - Keep routes, existing anchors, language switching and historical image 
assets.
   
   ### Screenshot examples
   
   | Chinese | English |
   | --- | --- |
   | ![Hubble query in 
Chinese](https://raw.githubusercontent.com/hugegraph/hugegraph-doc/docs/bilingual-guides-refresh-asf-20261022/content/cn/docs/images/hubble/query.jpg)
 | ![Hubble query in 
English](https://raw.githubusercontent.com/hugegraph/hugegraph-doc/docs/bilingual-guides-refresh-asf-20261022/content/en/docs/images/hubble/query.jpg)
 |
   | ![AI query and execution in 
Chinese](https://raw.githubusercontent.com/hugegraph/hugegraph-doc/docs/bilingual-guides-refresh-asf-20261022/static/images/docs/hugegraph-ai/cn/text2gremlin.jpg)
 | ![AI query and execution in 
English](https://raw.githubusercontent.com/hugegraph/hugegraph-doc/docs/bilingual-guides-refresh-asf-20261022/static/images/docs/hugegraph-ai/en/text2gremlin.jpg)
 |
   
   ### Validation
   
   CI-matching source checks, warning-strict latest build, output security, 
internal links and search ranking passed.
   
   Real checks cover Loader import, authentication deployment paths, 
backup/restore modes and IDs, local-model AI generation and execution,
   and bilingual template download/upload. Browser checks cover desktop/mobile 
layouts, navigation, keyboard use, screenshot viewing,
   complete copying, Print and Markdown. Independent read-only review findings 
were fixed and re-reviewed.
   
   Full historical aggregate publishing, Java example writes, AI batch answer 
generation and distributed Spark/Flink jobs were not rerun.
   Known Hubble language-state and AI retrieval/Graph-only issues are 
documented; product code is unchanged.
   


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