01
Start from one seed
Kollab reads a link, note, video, paper, or keyword and treats it as the entry point, not the whole topic.
Topic knowledge expansion
Give Kollab one source or theme, and let an agent expand the surrounding concepts, blind spots, debates, and next learning path.
Interest usually starts from one link, one clip, one product, or one half-formed question. The hard part is knowing what sits around it: prerequisite concepts, related fields, missing assumptions, and where your current view is too narrow.
Kollab helps turn a seed source into a cognitive map, then shows what to learn next, what to challenge, and what to save as durable notes.
How the workflow runs
Read through the workflow once, then swap in your own roles, sources, and outputs.
02
Expand the concept map
The agent identifies prerequisites, adjacent fields, debates, missing context, and questions worth asking next.
03
Expose blind spots
Opposing views and weak assumptions keep the research from becoming a comfortable one-sided summary.
04
Leave a learning path
The output becomes a topic map, open-question list, and next-step plan that can be saved to a knowledge base.
What the expansion run creates
The useful output is a better map of the territory, not a longer summary.
Map
Topic structure
- Prerequisite concepts
- Adjacent fields
- Important debates
Gaps
Blind spots and counterviews
- Weak assumptions
- Missing evidence
- Alternative viewpoints
Path
Learning route
- 7-day plan
- Questions to ask
- Notes to save
Explore more related links
Follow the related capability pages to see which product layers and tools make this use case repeatable for a team.
Turn curiosity into a map
Use Kollab to expand one source into concepts, questions, and next steps.
Run