[SSoC26] [Easy] Cross-Category Weight Calibration for Context Matchers

[keepsloading]

SSoC26 Issue Proposal: Cross-Category Weight Calibration for Context Matchers

• Component/Target Repository: Memact/Context
• Status: ✅ Keep

Description

Define distance multipliers for cross-category query expansion matching.

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Note: This issue was generated from the Memact open protocol engineering roadmap. Contributor guidelines require that PRs resolving this issue must be linked to a corresponding dummy PR in the Context repository for SSoC26 tracking.

[MamidiDhana]

Hi @keepsloading,
I would like to work on this issue under SSoC'26.
I have reviewed the proposed enhancement and can implement configurable cross-category weight calibration by defining appropriate distance multipliers for query expansion across different context categories. I will ensure the implementation is flexible, well-documented, and integrates seamlessly with the existing context matching pipeline while maintaining backward compatibility.
Kindly assign this issue to me. Thank you!

[keepsloading]

Hi @MamidiDhana! You've been assigned to this issue. Good luck, and feel free to ask questions if you get stuck. 🚀

[keepsloading]

Hey! Just dropping by to share a few things from the maintainer side.

First off, quality really does matter more than quantity here. If your PRs are consistently clean, well-tested, and thought through, it genuinely puts you on our radar for becoming a reviewer or maintainer on Memact. That is a real thing we do, not just something we say, so take your time with each one.

Also, if you haven't already, please follow the Memact org on GitHub (https://github.com/Memact) and star the repos you're actively contributing to. It helps with visibility and honestly makes a difference when you're applying for future open source programs.

Take some time to really understand what Memact is building. The contributors who do the best work are the ones who get the bigger picture, not just the issue they picked up. It really comes through in the code.

And if you have friends who might be into this kind of work, bring them along! You don't need SSoC26 to contribute, Memact is open to good contributors year round.

Thanks for being part of this. Keep going!

keepsloading

[keepsloading]

Hey @MamidiDhana, this one is already taken. Check out other open issues in the org tagged SSoC26, there are plenty available. Let me know if you have questions.

[keepsloading]

This issue is already being worked on. Take a look at other open issues tagged SSoC26 across the Memact org. Happy to answer any questions.