sjyangkevin commented on code in PR #62059:
URL: https://github.com/apache/airflow/pull/62059#discussion_r2818564755


##########
.pre-commit-config.yaml:
##########
@@ -722,6 +724,15 @@ repos:
         files: 
^scripts/ci/docker-compose/integration-.*\.yml$|^contributing-docs/testing/integration_tests\.rst$
         require_serial: true
         pass_filenames: false
+      - id: sync-translation-namespaces

Review Comment:
   add the script for updating `SKILL.md` file list in pre commit hook



##########
.github/skills/airflow-translations/SKILL.md:
##########
@@ -0,0 +1,155 @@
+---
+name: airflow-translations
+description: >
+  Translate, review, and maintain Apache Airflow i18n locale strings in JSON
+  translation files. Use when working with internationalization, localization,
+  or translation tasks in airflow-core/src/airflow/ui/public/i18n/locales/.
+  Covers Airflow terminology conventions and translation guidelines.
+license: Apache-2.0
+---
+
+# Airflow Translations
+
+## Locale-Specific Guidelines
+
+Before translating, you **must** read the locale-specific guideline file for
+the target language. Locale files are located at `locales/<locale-name>.md`
+relative to this skill directory.
+
+Match the translation task to the correct locale file using the table below:
+
+| Locale Code | Language                | Guideline File                  |
+| ----------- | ----------------------- | ------------------------------- |
+| `ar`        | Arabic                  | [locales/ar.md](locales/ar.md)  |
+| `ca`        | Catalan                 | [locales/ca.md](locales/ca.md)  |
+| `de`        | German                  | [locales/de.md](locales/de.md)  |
+| `el`        | Greek                   | [locales/el.md](locales/el.md)  |
+| `es`        | Spanish                 | [locales/es.md](locales/es.md)  |
+| `fr`        | French                  | [locales/fr.md](locales/fr.md)  |
+| `he`        | Hebrew                  | [locales/he.md](locales/he.md)  |
+| `hi`        | Hindi                   | [locales/hi.md](locales/hi.md)  |
+| `hu`        | Hungarian               | [locales/hu.md](locales/hu.md)  |
+| `it`        | Italian                 | [locales/it.md](locales/it.md)  |
+| `ja`        | Japanese                | [locales/ja.md](locales/ja.md)  |
+| `ko`        | Korean                  | [locales/ko.md](locales/ko.md)  |
+| `nl`        | Dutch                   | [locales/nl.md](locales/nl.md)  |
+| `pl`        | Polish                  | [locales/pl.md](locales/pl.md)  |
+| `pt`        | Portuguese              | [locales/pt.md](locales/pt.md)  |
+| `th`        | Thai                    | [locales/th.md](locales/th.md)  |
+| `tr`        | Turkish                 | [locales/tr.md](locales/tr.md)  |
+| `zh-CN`     | Simplified Chinese      | [locales/zh-CN.md](locales/zh-CN.md) 
|
+| `zh-TW`     | Traditional Chinese     | [locales/zh-TW.md](locales/zh-TW.md) 
|
+
+If the target locale file does not yet exist, follow only the global rules in 
this document.
+
+## Translation File Structure
+
+All translation files are JSON files located at:
+
+```
+airflow-core/src/airflow/ui/public/i18n/locales/<locale-name>/
+```
+
+Each locale directory contains namespace JSON files that mirror the English
+locale (`en/`). The English locale is the **default locale** and the primary
+source for all translations. The current namespace files are:
+
+<!-- START namespace-files, please keep comment here to allow auto update -->
+`admin.json`, `assets.json`, `browse.json`, `common.json`, `components.json`, 
`dag.json`, `dags.json`, `dashboard.json`, `hitl.json`, `tasks.json`
+<!-- END namespace-files, please keep comment here to allow auto update -->
+
+## Translation Principles
+
+1. **Concise and clear** — Translations are used in UI elements (buttons,
+   labels, tooltips). Keep them short and suitable for constrained UI space.
+2. **Consistent** — Always use the same translated term for the same English
+   term. Refer to the glossary in your locale file.
+3. **Accurate** — Maintain the original meaning and intent.
+4. **Neutral tone** — Language should be polite and neutral.
+5. **Local conventions** — Respect date formats, number formatting, and
+   formal/informal tone as appropriate for the locale.
+
+## Do-Not-Translate Terms
+
+The following terms **must** remain in English across all locales:
+
+| Term                     | Reason                                            
            |
+| ------------------------ | 
------------------------------------------------------------- |
+| `Airflow`                | Product name                                      
            |
+| `Dag` / `Dags`           | Airflow convention; always use `Dag`, never `DAG` 
            |
+| `XCom` / `XComs`         | Airflow cross-communication mechanism name        
            |
+| `Provider` / `Providers` | Airflow extension package name                    
            |
+| `REST API`               | Standard technical term                           
            |
+| `JSON`                   | Standard technical format name                    
            |
+| `ID`                     | Universal abbreviation                            
            |
+| `PID`                    | Unix process identifier                           
            |
+| `UTC`                    | Time standard                                     
            |
+| `Schema`                 | Database term (keep unless locale has established 
convention) |
+

Review Comment:
   Format the table, and should fix the table
   <img width="725" height="521" alt="Image" 
src="https://github.com/user-attachments/assets/af113d65-1be0-498d-a07a-b86463407d15";
 />



##########
.github/skills/airflow-translations/SKILL.md:
##########
@@ -0,0 +1,155 @@
+---
+name: airflow-translations
+description: >
+  Translate, review, and maintain Apache Airflow i18n locale strings in JSON
+  translation files. Use when working with internationalization, localization,
+  or translation tasks in airflow-core/src/airflow/ui/public/i18n/locales/.
+  Covers Airflow terminology conventions and translation guidelines.
+license: Apache-2.0
+---
+
+# Airflow Translations
+

Review Comment:
   i18n policy reference are removed from the `SKILL.md`.



##########
.github/skills/airflow-translations/SKILL.md:
##########
@@ -0,0 +1,155 @@
+---
+name: airflow-translations
+description: >
+  Translate, review, and maintain Apache Airflow i18n locale strings in JSON
+  translation files. Use when working with internationalization, localization,
+  or translation tasks in airflow-core/src/airflow/ui/public/i18n/locales/.
+  Covers Airflow terminology conventions and translation guidelines.
+license: Apache-2.0
+---
+
+# Airflow Translations
+
+## Locale-Specific Guidelines
+
+Before translating, you **must** read the locale-specific guideline file for
+the target language. Locale files are located at `locales/<locale-name>.md`
+relative to this skill directory.
+
+Match the translation task to the correct locale file using the table below:
+
+| Locale Code | Language                | Guideline File                  |
+| ----------- | ----------------------- | ------------------------------- |
+| `ar`        | Arabic                  | [locales/ar.md](locales/ar.md)  |
+| `ca`        | Catalan                 | [locales/ca.md](locales/ca.md)  |
+| `de`        | German                  | [locales/de.md](locales/de.md)  |
+| `el`        | Greek                   | [locales/el.md](locales/el.md)  |
+| `es`        | Spanish                 | [locales/es.md](locales/es.md)  |
+| `fr`        | French                  | [locales/fr.md](locales/fr.md)  |
+| `he`        | Hebrew                  | [locales/he.md](locales/he.md)  |
+| `hi`        | Hindi                   | [locales/hi.md](locales/hi.md)  |
+| `hu`        | Hungarian               | [locales/hu.md](locales/hu.md)  |
+| `it`        | Italian                 | [locales/it.md](locales/it.md)  |
+| `ja`        | Japanese                | [locales/ja.md](locales/ja.md)  |
+| `ko`        | Korean                  | [locales/ko.md](locales/ko.md)  |
+| `nl`        | Dutch                   | [locales/nl.md](locales/nl.md)  |
+| `pl`        | Polish                  | [locales/pl.md](locales/pl.md)  |
+| `pt`        | Portuguese              | [locales/pt.md](locales/pt.md)  |
+| `th`        | Thai                    | [locales/th.md](locales/th.md)  |
+| `tr`        | Turkish                 | [locales/tr.md](locales/tr.md)  |
+| `zh-CN`     | Simplified Chinese      | [locales/zh-CN.md](locales/zh-CN.md) 
|
+| `zh-TW`     | Traditional Chinese     | [locales/zh-TW.md](locales/zh-TW.md) 
|
+
+If the target locale file does not yet exist, follow only the global rules in 
this document.
+
+## Translation File Structure
+
+All translation files are JSON files located at:
+
+```
+airflow-core/src/airflow/ui/public/i18n/locales/<locale-name>/
+```
+
+Each locale directory contains namespace JSON files that mirror the English
+locale (`en/`). The English locale is the **default locale** and the primary
+source for all translations. The current namespace files are:
+
+<!-- START namespace-files, please keep comment here to allow auto update -->
+`admin.json`, `assets.json`, `browse.json`, `common.json`, `components.json`, 
`dag.json`, `dags.json`, `dashboard.json`, `hitl.json`, `tasks.json`
+<!-- END namespace-files, please keep comment here to allow auto update -->

Review Comment:
   The pre-commit (prek) hook will list the files in `en/` locale and update 
the file list between the two comment line (placeholder)
   
   <img width="726" height="276" alt="Image" 
src="https://github.com/user-attachments/assets/44d4ef74-e255-40d7-ac5f-27ad44d35b43";
 />



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