Knowledge Graph Visualisations maps query results, version diffs

The strongest idea here is not the spatial layout but the attempt to make provenance and change explainable in one glance. If it lands, it'll be because it helps people debug retrieval and relationships, not because the graph looks pretty.

• –Side-by-side version playback is the clearest value prop; it feels closer to a semantic diff than a generic dashboard.
• –1-hop and 2-hop expansion maps well to how users trace dependency chains in RAG and agent workflows.
• –Input-attention overlays are useful only if they stay tied to evidence spans, node explanations, or retrievable source text.
• –Pure spatial clustering can turn gimmicky fast; a hybrid of graph, diff, and timeline views will probably read better.
• –Strong filters, collapse controls, and search will matter more than animation polish.