Episode Data Recreation EP - 9 - AI Exec Orders, Qwen 3 Coder, JSON Veo3 Demo and Graph RAG Deep Dive with Neo4J Stories Frontend - 7/25/2025 They originally deleted and recreated graph data for each episode, sharing the challenge of inefficiency and the need for a toggle for incremental builds. Show more Hosted MCP as SaaS EP - 9 - AI Exec Orders, Qwen 3 Coder, JSON Veo3 Demo and Graph RAG Deep Dive with Neo4J Business Ideas AI Development - 7/25/2025 Provide a hosted MCP server as a SaaS offering, simplifying integration with AI retrieval vaults via URL access. Podcast Analytics Service EP - 9 - AI Exec Orders, Qwen 3 Coder, JSON Veo3 Demo and Graph RAG Deep Dive with Neo4J Business Ideas Monitoring - 7/25/2025 Offer a graph-based analytics service for podcasters to track product mentions and other metrics over multiple episodes. Clarity in Communication EP - 9 - AI Exec Orders, Qwen 3 Coder, JSON Veo3 Demo and Graph RAG Deep Dive with Neo4J Opinions AI Development - 7/25/2025 Emphasize clarity in defining AI-related terms to ensure precise technical communication. Centralize Data Impact EP - 9 - AI Exec Orders, Qwen 3 Coder, JSON Veo3 Demo and Graph RAG Deep Dive with Neo4J Opinions Database - 7/25/2025 Centralizing data in CRUD databases can replace entire application stacks, aligning with the 'death of the applications' paradigm. Show more Retrieval via Hosted MCP EP - 9 - AI Exec Orders, Qwen 3 Coder, JSON Veo3 Demo and Graph RAG Deep Dive with Neo4J Frameworks Backend - 7/25/2025 Set up a hosted cloud MCP server for remote retrieval, simplifying configuration by using a URL-based access to vault data. Show more Hands-on Experimentation EP - 9 - AI Exec Orders, Qwen 3 Coder, JSON Veo3 Demo and Graph RAG Deep Dive with Neo4J Frameworks AI Development - 7/25/2025 Practice implementing AI tools yourself to deepen understanding of concepts, especially in centralizing AI workflows. Graph QA with LangChain EP - 9 - AI Exec Orders, Qwen 3 Coder, JSON Veo3 Demo and Graph RAG Deep Dive with Neo4J Frameworks AI Development - 7/25/2025 Use LangChain’s Graph QA Chain (Graph Cipher QA Chain) to query graph data and extract metrics like product mention counts. Show more Incremental Graph Updates EP - 9 - AI Exec Orders, Qwen 3 Coder, JSON Veo3 Demo and Graph RAG Deep Dive with Neo4J Frameworks Architecture - 7/25/2025 Implement a toggle to control deletion and recreation of graph data per episode for efficient incremental updates versus full refreshes. Show more Flexible Graph Structures EP - 9 - AI Exec Orders, Qwen 3 Coder, JSON Veo3 Demo and Graph RAG Deep Dive with Neo4J Frameworks AI Development - 7/25/2025 Creating various graph structures allows flexible modeling for different analytical needs based on intuition. Graph Schema Modeling EP - 9 - AI Exec Orders, Qwen 3 Coder, JSON Veo3 Demo and Graph RAG Deep Dive with Neo4J Frameworks AI Development - 7/25/2025 Defining a graph schema with entities and relationships provides a foundation for graph-based data modeling enabling powerful insight extraction. Show more Live Demo Hiccup EP - 9 - AI Exec Orders, Qwen 3 Coder, JSON Veo3 Demo and Graph RAG Deep Dive with Neo4J Stories Frontend - 7/25/2025 During a live demo, the initial example didn’t pull insights as expected, prompting a quick switch to a backup input to keep the presentation flowing. Show more Chroma DB Extraction EP - 9 - AI Exec Orders, Qwen 3 Coder, JSON Veo3 Demo and Graph RAG Deep Dive with Neo4J Products Backend Development 7/25/2025 Leverage Chroma DB to extract and index transcript data from YouTube podcasts as a preprocessing step for graph-based retrieval. Show more Neo4j Text-to-Cipher EP - 9 - AI Exec Orders, Qwen 3 Coder, JSON Veo3 Demo and Graph RAG Deep Dive with Neo4J Products Frontend Development 7/25/2025 Neo4j’s MCP server includes a built-in text-to-cipher conversion tool for encoding and securing data during processing. Neo4j Cypher Language EP - 9 - AI Exec Orders, Qwen 3 Coder, JSON Veo3 Demo and Graph RAG Deep Dive with Neo4J Products Database Database 7/25/2025 Cypher is Neo4j’s dedicated graph query language for defining and executing complex graph database queries. Graph vs Embeddings EP - 9 - AI Exec Orders, Qwen 3 Coder, JSON Veo3 Demo and Graph RAG Deep Dive with Neo4J Opinions - - 7/25/2025 Graph structures enhance search accuracy by mapping explicit relationships, whereas embeddings provide broader semantic proximity without direct links. Show more Graph Modeling Pattern EP - 9 - AI Exec Orders, Qwen 3 Coder, JSON Veo3 Demo and Graph RAG Deep Dive with Neo4J Frameworks AI Development - 7/25/2025 Model graph databases by using nodes as nouns (entities) and edges as verbs (relationships) to capture direct relationships such as “email contains attachment.” Show more Cosine Similarity Linking EP - 9 - AI Exec Orders, Qwen 3 Coder, JSON Veo3 Demo and Graph RAG Deep Dive with Neo4J Frameworks Frontend - 7/25/2025 Use cosine similarity to link related nodes in a memory layer built on Neo4j (Graffiti) for semantic data linkage. Graph RAG Methodology EP - 9 - AI Exec Orders, Qwen 3 Coder, JSON Veo3 Demo and Graph RAG Deep Dive with Neo4J Frameworks Architecture - 7/25/2025 Implement Graph Retrieval-Augmented Generation by structuring unstructured data in Neo4j as nodes and edges and combining with embeddings for retrieval. Show more Graph RAG Semantic Advantage EP - 9 - AI Exec Orders, Qwen 3 Coder, JSON Veo3 Demo and Graph RAG Deep Dive with Neo4J Business Ideas Frontend - 7/25/2025 Leverage Graph RAG's ability to capture relationships beyond vector similarity to build next-gen semantic search and knowledge discovery products. Show more