Posts in 2025
Structure Output
Sunday, March 16, 2025 in Blog
2 minute read
Structured Output Challenges in NodeRAG NodeRAG relies heavily on breaking down long-form text into structured prompts for further processing. Specifically, it depends on the ability to consistently generate structured JSON outputs from longer text …
Incremetal update
Sunday, March 16, 2025 in Blog
2 minute read
When it comes to incremental updates, the two previous approaches seem to take completely opposite paths. GraphRAG uses a three-layer Leiden algorithm to abstract the original homogeneous knowledge graph across multiple levels. One major downside of …