Individual skill

vs-search-tuning-specify-policy-direction

Viking Search tuning for specified policy directions. Use this when the user provides specific queries, a type of query, or a business policy direction, and asks to boost, suppress, or fix a class of search results through request-parameter passthrough. You must only perform read-only baseline evaluation and request-level candidate testing; do not modify search scenes, app config, dictionaries, recommend scenes, or primary recall parameters.

skills/vs-search-tuning-specify-policy-direction/SKILL.md

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# Viking Search Tuning for Specified Policy Directions (vs-search-tuning-specify-policy-direction)

## When to Use

Use this Skill when the user provides specific queries or a type of query, and explicitly specifies an "optimization policy direction" such as boosting the weight of a product type, increasing exposure for seasonal products, or fixing a class of bad cases.

Difference from global `vs-search-tuning`:

- This Skill **does not modify primary recall parameters**.
- This Skill **does not create, modify, or derive scenes**.
- This Skill validates and recommends strategies only through **request-parameter passthrough**, within the scope of the 8 business intervention methods.
- It is suitable for small-scale targeted tuning with a clear direction; it is not suitable for global similarity-recall strategy search.

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