بنقرة واحدة
categorization-debug
Debug why a video was categorized incorrectly or not categorized at all in PlaylistMiner.
التثبيت باستخدام Codex أو Claude انسخ هذا Prompt والصقه في Codex أو Claude أو مساعد آخر ليراجع صفحة Skill ويثبّتها لك.
القائمة
Debug why a video was categorized incorrectly or not categorized at all in PlaylistMiner.
التثبيت باستخدام Codex أو Claude انسخ هذا Prompt والصقه في Codex أو Claude أو مساعد آخر ليراجع صفحة Skill ويثبّتها لك.
استنادا إلى تصنيف SOC المهني
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.
| 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.