Hi LinkinStar, glad that you agreed on the option 2 direction! I will do
some POC and continue the discussion in related issues/discussions.

On Thu, Sep 10, 2026 at 5:27 PM LinkinStar <[email protected]> wrote:

> Hi Han,
>
> Thank you for summarizing the options and the possible directions.
>
> First, Option 2—extending Answer through a local coding agent, CLI, and
> Skills—is a very good direction to explore. It could support multilingual
> use cases as well as broader integrations between Answer and AI agents. We
> would be very happy to see your contribution. We can continue the
> discussion and refine the scope and technical design in the related issue.
>
> For current requests, I suggest that we first take an approach that is
> simple to implement and can be validated quickly. The existing AI Assistant
> can already help users ask in their preferred language and receive answers
> in that language, so there is already a usable entry point for
> cross-language retrieval and Q&A.
>
> For users creating questions and answers, we could add an AI translation
> button. After writing their content, a user could click the button to
> translate it into the site’s designated content language. For example, on a
> site where English is the primary content language, a question or answer
> written in German could be translated into English before submission.
>
> This approach has several benefits:
>
> - It is straightforward for users, who can draft content in their preferred
> language.
> - Questions and answers remain stored in one common language, which helps
> search, moderation, duplicate detection, and long-term knowledge sharing.
> - Answer already has an AI provider, model, and prompt configuration, so
> this should be relatively simple to implement and validate based on the
> existing AI capabilities.
> - Users should always be able to review, edit, or discard the translated
> text before submitting it.
>
> As a later improvement, we could add a “Translate” action on questions,
> answers, and comments. It would translate the currently displayed content
> into the user’s interface language for reading. The original content would
> remain the authoritative version, while the translation would be a reading
> aid.
>
> This could be a practical first step: address language normalization when
> content is created while using the existing AI Assistant for multilingual
> retrieval. We can then improve on-demand translation, caching, provider
> selection, and other details based on real usage and further discussion.
>
> Best regards,
> LinkinStar
>
> On Wed, Sep 9, 2026 at 11:11 PM Han Gao <[email protected]> wrote:
>
> > Hey Christofer,
> >
> > Thanks for the clarification! I did some tests and here's something in my
> > mind. Welcome any feedback!
> >
> > There're several ways to achieve the goal 'ask in A language and return
> in
> > A, while most questions/answers are B or others'.
> > Option 1 - use current AI capabilities in Answer.
> > You can enable AI and chat in 'AI Assistant', then ask in your prefered
> > language. Generally, it'll translate and return in your language. e.g. I
> > asked in Chinese and returned in Chinese, and the question/answers were
> all
> > in English. *Screenshot is attached.*
> >
> > Option 2 - use local coding agent via CLI + SKILL (WIP)
> >
> > I saw there's a starter issue for this.
> > https://github.com/apache/answer/issues/1555. I do think it can also
> work
> > as the existing AI capabilities or even better.
> >
> > BTW, I guess this is a starter feature for this goal(CLI+SKILL). I'm very
> > happy to contribute to make it come true. CC @fenbox @LinkinStar
> >
> > Option 3 - support translation for search/search result, and also support
> > translating to target language for questions/answers/comments
> >
> > Option 4 - only support translation for search/search result, and
> leverage
> > browser translation feature to translate.
> >
> > Which option do you prefer?
> > Also + @fenbox @linkinstar to share if any comments.
> > Hope we can figure out a better user experience in the discussion!
> >
> > Han
> >
> > On Wed, Sep 9, 2026 at 1:13 AM Christofer Dutz <
> [email protected]>
> > wrote:
> >
> >> Yeah,
> >>
> >> So I know I’m good with English, but I know there are many people (even
> >> at the ASF) which work and think in other languages.
> >> I just thought, if we allowed anyone to query our knowledge-bases and
> get
> >> responses in whatever language they like, this could be a great feature.
> >>
> >>
> >> Chris
> >>
> >>
> >> Von: Han Gao <[email protected]>
> >> Datum: Dienstag, 8. September 2026 um 15:47
> >> An: [email protected] <[email protected]>
> >> Betreff: Re: Using AI for translation?
> >>
> >> Hi Christofer,
> >>
> >> When you say "user asks a question in German", do you mean user ask in
> the
> >> search bar? Or something else?
> >>
> >> Per your statement, here's my understanding. *Let's assume the majority
> >> language is English, and this user uses German. *
> >> 1. user search a question in German in search bar
> >> 2. service translate to English and search
> >> 3. return in the original language and render in German in search result
> >> 4. when in specific question page, it can show in either German or
> >> origin(English)
> >>
> >> Is that what you mean?
> >>
> >> Han
> >>
> >> On Mon, Sep 7, 2026 at 4:59 PM Christofer Dutz <
> [email protected]
> >> >
> >> wrote:
> >>
> >> > Hi all,
> >> >
> >> > Ok … just wanted to make sure if it’s already in there and I just need
> >> to
> >> > configure it.
> >> > If it’s not … yeah … I think this could be a huge benefit for users.
> >> >
> >> > Especially with the whole Apache RAI initiative, I could imagine that
> >> the
> >> > ASF could possibly provide the infra/credits for running such a
> >> translation
> >> > service on the Apache hosted Apache Answer instance.
> >> >
> >> > Chris
> >> >
> >> >
> >> > Von: Feng Dong <[email protected]>
> >> > Datum: Montag, 7. September 2026 um 05:07
> >> > An: [email protected] <[email protected]>
> >> > Betreff: Re: Using AI for translation?
> >> >
> >> > That's a good idea, I agree.
> >> >
> >> > LinkinStar <[email protected]> 于2026年9月7日周一 10:45写道:
> >> >
> >> > > Hi all,
> >> > >
> >> > > I think that's a good suggestion. Currently, in version 2.0 Apache
> >> > Answer,
> >> > > the AI serves only as a tool to assist with Q&A, helping users find
> >> > answers
> >> > > more quickly and avoid duplicate questions. The addition of
> AI-powered
> >> > > automatic translation might help users who speak other languages
> >> quickly
> >> > > ask questions in English.
> >> > >
> >> > > Best regards,
> >> > > LinkinStar
> >> > >
> >> > > On Sun, Sep 6, 2026 at 12:38 AM Christofer Dutz <
> >> > [email protected]
> >> > > >
> >> > > wrote:
> >> > >
> >> > > > Hi all,
> >> > > >
> >> > > > I was brainstorming a bit about how we could possibly use Answer
> on
> >> a
> >> > > > foundation level.
> >> > > >
> >> > > > I’m still looking for ways we can all communicate in our own
> >> languages,
> >> > > so
> >> > > > I had a look if answer allowed using something like an AI
> >> translation
> >> > > > system.
> >> > > > If seems general support for AI accessing Answer seems to be
> >> available
> >> > > > since 2.0, but could Answer support using AI?
> >> > > >
> >> > > > I was thinking … possibly a knowledgeable is in English, but a
> user
> >> > asks
> >> > > a
> >> > > > question in German … it would be great if the translation service
> >> could
> >> > > > translate the query to English, this could then be executed and
> then
> >> > the
> >> > > > result would be translated back to the original question language.
> >> > > >
> >> > > > Has this been discussed? Is this possible?
> >> > > >
> >> > > > Chris
> >> > > >
> >> > > >
> >> > >
> >> >
> >>
> >
> >
> >
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-- 
Thanks,
Luke

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