Topics are the bridge between your sources and the content LD3 writes. LD3 watches your sources, surfaces relevant topics, and expands them into concrete content angles.
Topic detection
As sources are ingested, LD3 detects recurring themes and emerging subjects worth covering. Detection runs automatically once sources are connected.
Topic expansion
The topic expansion engine takes a detected theme and produces:
- Topic candidates* — distinct angles worth developing.
- Content angles* — specific framings for an article, post or page.
Each candidate carries the source material it came from, so generation stays grounded.
Topic lifecycle
Topics move through a status machine — from a fresh candidate, through review and selection, to an angle that feeds generation. This keeps the planning queue honest: you can see what is proposed, what is picked, and what was dropped.
Related
- LD3 sources — where topics come from.
- LD3 fact extraction — turning selected angles into cited drafts.
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