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categorization-debug
Debug why a video was categorized incorrectly or not categorized at all in PlaylistMiner.
用 Codex 或 Claude 帮你安装 复制这段 Prompt,粘贴到 Codex、Claude 或其他助手里,让它检查 Skill 页面并帮你完成安装。
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Debug why a video was categorized incorrectly or not categorized at all in PlaylistMiner.
用 Codex 或 Claude 帮你安装 复制这段 Prompt,粘贴到 Codex、Claude 或其他助手里,让它检查 Skill 页面并帮你完成安装。
Debug why a PlaylistMiner video was categorized incorrectly or not categorized, by tracing through all 3 pipeline layers.
Create or modify an EF Core migration for PlaylistMiner database schema changes, with review and verification steps.
Implement a .NET feature using strict Red-Green-Refactor TDD with xUnit, FluentAssertions, and Moq for PlaylistMiner backend.
Implement a Next.js component or page using TDD with Jest, React Testing Library, and Playwright for PlaylistMiner frontend.
Create or modify an Entity Framework Core migration for PlaylistMiner database schema changes.
Write a new feature using Red-Green-Refactor TDD with xUnit and FluentAssertions for PlaylistMiner .NET backend.
基于 SOC 职业分类
| name | categorization-debug |
| description | Debug why a video was categorized incorrectly or not categorized at all in PlaylistMiner. |
Investigate why the categorization engine produced unexpected results for a video.
SELECT v.id, v.title, v.description, v.status
FROM videos v
WHERE v.youtube_id = '<VIDEO_ID>' OR v.title ILIKE '%<SEARCH>%';
SELECT t.name, vt.source, vt.confidence, vt.created_at
FROM video_tags vt
JOIN tags t ON t.id = vt.tag_id
WHERE vt.video_id = <VIDEO_ID>
ORDER BY vt.confidence DESC;
SELECT tr.keyword, tr.field, tr.weight, t.name as tag_name, tr.is_learned
FROM tag_rules tr
JOIN tags t ON t.id = tr.tag_id
WHERE LOWER('<VIDEO_TITLE>') LIKE '%' || LOWER(tr.keyword) || '%'
OR LOWER('<VIDEO_DESCRIPTION>') LIKE '%' || LOWER(tr.keyword) || '%'
ORDER BY tr.weight DESC;
INSERT INTO tag_rules (tag_id, keyword, field, weight, is_learned)
VALUES (<TAG_ID>, '<keyword>', 'both', 0.5, false);
Trigger re-categorization for the video via the API or UI.