Tagging workbench

Use the workbench for quick manual QA after automatic tagging.

Main areas

• Message list: author, text, labels, and quick controls per message.
• Right panel: topics/authors/sentiments filters with Apply/Reset.
• Action panel: Save changes, Export, and New session.

Typical flow

1. Filter the list to a focused subset.
2. Open a message card and adjust author/sentiment/tags.
3. Repeat for the current page.
4. Press Save changes.

Important behaviors

• Unsaved edits are tracked; leaving the page shows a warning.
• Filters use draft mode and apply only after Apply filters.
• Save sends only changed messages.