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Feature Request: Introduce Agentic Workflow for Localization #684

Description

@zdrawku

Implement Agentic Workflow for Localization - https://github.com/RevealBi/Documentation

https://github.com/github/gh-aw/blob/main/AGENTS.md

Notes:
The solution **already “kind of works” but is not stable, fails intermittently and still feels like a beta system with changing implementation.

How Agentic Workflow Works?

  1. You don’t manually implement logic-heavy pipelines. Instead:
  • You describe your intent in natural language
  • Use a predefined “skill” (agent capability)
  • The system generates the workflow for you

In a nutshell you tell the model what you want, and it builds the workflow job for you.

Example Workflow Behavior (Core Use Case)

The workflow should:

  • Monitor a folder (English docs)
  • Detect changes
  • Translate content into Japanese
  • Create a PR with the translated files in a target folder .. i18n/ja/docusaurus-plugin-content-docs/

Structure should be:

  • English docs → source
  • Japanese docs → generated output
  • PR → synchronization mechanism
  • Docs Handling Concept There is a distinction:
    • Source docs (editable)
    • Generated files (compiled / not editable)

Notes:

  • Generated outputs (e.g. compiled YAML or output files) → must NOT be edited manually
  • Only modify the source (e.g. markdown), then recompile/generate

Key Takeaways

  • Agentic workflows:
    • Are prompt-driven, not pipeline-heavy
    • Build automation from intent, not scripts
  • Localization use case is a perfect fit
  • Docs pipeline must:
    • Keep source → generated separation
    • Automate PR generation for translations
  • Expect:
    • Instability (beta behavior)
    • Iteration needed

Activity

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