Hello Khushi,

Hope you are doing well. Thank you for the interest and initiative to reach
out. Is the " reinforcement learning-based system for LLM query routing"
publicly available?

In terms of beginner friendly issues or tasks, we may appreciate your help
in documenting all APIs available as part of AsterixDB server, we have a
lot of APIs that are undocumented along with parameters.
This will help you, other developers and LLM agents to understand what we
serve better. You can find a lot of APIs here,
asterix-app/src/main/java/org/apache/asterix/api/http/server but there may
be few outside this too.

I just replied to a similar thread, linking it here -
https://lists.apache.org/thread/tfp06ngdf2h0bo80tf76mh83zkyrk6o4

In terms of getting started with the codebase, here's the right place you
need to look at -  <https://asterixdb.apache.org/dev-setup.html>
https://asterixdb.apache.org/dev-setup.html
https://nightlies.apache.org/asterixdb/index.html
<https://asterixdb.apache.org>

Let us know if you need anything else for your proposal.

All the best,Suryaa


On Wed, Mar 18, 2026 at 7:57 PM Khushi Kumari <[email protected]> wrote:

> Hi everyone,
>
> I’m Khushi, currently pursuing MS in Computer Science (AI) at USC.
>
> I have experience in backend systems, APIs, and machine learning. I’ve
> worked on NLP and recently built a reinforcement learning-based system for
> LLM query routing.
>
> I’m very interested in contributing to the NL2SQL++ Assistant project for
> GSoC 2026.
>
> I would really appreciate guidance on:
> - How to get started with the codebase
> - Any beginner-friendly issues or tasks
> - Recommended areas to focus on for this project
>
> Looking forward to contributing and learning from the community.
>
> Thanks,
> Khushi
>

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