Chia Jeng YanginWhyHow.AIKnowledge Graphs, Memory & Semantic Structure in RAG: Takeaways from LangChain’s Memory HackathonThe next frontier of LLM applications: Structured Knowledge Representation3 min read·3 days ago----
Chia Jeng YanginWhyHow.AIWhyHow.AI’s Knowledge Graph Creation SDK — “UNDERSTAND”Using your sample questions as the basis for Knowledge Graph creation, simplifying the creation of structured and deterministic knowledge.7 min read·Apr 1, 2024--1--1
Chia Jeng YanginWhyHow.AIDeterministic Document Structure based RetrievalCapturing document structures for deterministic rule-based RAG traversals as the next step for semantic information extraction.3 min read·Mar 24, 2024--2--2
Chia Jeng YanginWhyHow.AIOpen-Sourcing Rule-based RetrievalWhyHow.AI builds developer tools to bring more accuracy and determinism to AI solutions, including graph technologies.9 min read·Mar 19, 2024--1--1
Chia Jeng YanginWhyHow.AIImproving LLM information retrieval: ETL to ECL (Extract-Contextualize-Load)As LLMs turn turn data processing into semantic processing, we believe ETL processes will turn into ECL processes.7 min read·Mar 16, 2024--5--5
Chia Jeng YanginWhyHow.AIRAG: Graph Retrieval vs Graph ReasoningBuilding Knowledge Graphs in RAG is not just about using graphs as data stores, but also as a means for structured reasoning.4 min read·Mar 11, 2024----
Chia Jeng YanginWhyHow.AIWhy Gemini 1.5 (and other large context models) are bullish for RAGOptimization via RAG: How to overcome Accuracy, Cost, Latency and other performance limitations of large context models.6 min read·Feb 18, 2024--8--8
Chia Jeng YanginWhyHow.AIAdvanced RAG and the 3 types of Recursive RetrievalWe explore the 3 types of recursive retrieval — Page-Based, Information-Centric, and Concept-Centric retrieval8 min read·Jan 31, 2024--2--2
Chia Jeng YanginWhyHow.AIHarry Potter and the Self-Learning Knowledge Graph RAGWith this demo, we wanted to demonstrate 3 key powerful applications of knowledge graph in RAG, and demonstrate how it can improve RAG…5 min read·Jan 25, 2024--3--3
Chia Jeng YanginWhyHow.AISemantic and Contextual Debugging — Future of Vertical-Specific AIThe single largest shift in AI that is happening at the moment is the shift from data processing to semantic processing.5 min read·Jan 17, 2024--1--1