[SSoC26] [Hard] Task-Specific Context Retrieval Ranking

[keepsloading]

SSoC26 Issue Proposal: Task-Specific Context Retrieval Ranking

• Component/Target Repository: $repository
• Difficulty: Hard

Motivation

Replace flat string matching with a retrieval algorithm that traverses related schemas.

Detailed Technical Description

Build a multi-hop context retrieval engine that evaluates query context and traverses related fields (e.g., mapping "running shoes" to both fitness profiles and shopping shoe sizes).

Suggested Implementation Direction

Build path traversal algorithms in Memory/src/semantic-matching.mjs.

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

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SSoC26 Contributor Notice:

Since this repository (Memact/Memory) is outside the main Context repository, and the registered project for tracking contributions is specifically Context (Memact/Context), please make sure to create a dummy PR in the Context repository linking to your actual PR or commits in this repository. This is required for your contribution to be correctly tracked and counted.

If you have already created a dummy PR in Memact/Context linking to your work here, please ignore this message!

[Aditya8369]

@keepsloading please assign me

[keepsloading]

Hey @Aditya8369 👋 You've been assigned this issue as part of SSoC26! Looking forward to your PR. Feel free to ask questions if you get stuck. Good luck!