Menu
Debug why a PlaylistMiner video was categorized incorrectly or not categorized, by tracing through all 3 pipeline layers.
Install with Codex or Claude Copy this prompt, paste it into Codex, Claude, or another assistant, and let it review the skill page and install it for you.
Based on SOC occupation classification
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.
Debug why a video was categorized incorrectly or not categorized at all in PlaylistMiner.
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 PlaylistMiner video was categorized incorrectly or not categorized, by tracing through all 3 pipeline layers. |
Investigate unexpected categorization results for a video.
Find the video in the database and check its current tags, then check which keyword rules match its title/description.
Layer 1 (Keywords): Check tag_rules table for keyword matches against the video's title and description. Sum weights per tag — if total < 0.7 threshold, no suggestion from this layer.
Layer 2 (TF-IDF): Check if the TF-IDF corpus has been built (requires manually-tagged videos). If corpus is empty, this layer produces nothing.
Layer 3 (Ollama): Only runs if Layers 1+2 produce zero suggestions AND Ollama container is running.
