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## What changed - Add a character n-gram shadow selector that combines skill descriptions with host interface metadata and tool dependency names and descriptions. - Bound routing fields, dependency records, and candidate counts before ranking. - Exclude explicitly selected skills from shadow candidates and only record invocations for skills eligible for the experiment. ## Testing - Add unit coverage for host interface metadata, connector dependencies, baseline description matches, and long routing metadata. GitOrigin-RevId: 36ef0cb4a68601f2d9d41c3344c88f7927c32bf4