Track C
Why Flat Classification Fails
Knowledge Graphs
When everything is tagged at the same level, three things happen: synonyms look like different ideas, the same word means different things in different contexts, and tools get treated as peers of the outcomes they produce. This video breaks down exactly how flat structure corrupts meaning - and why it matters a lot if AI is learning from it.