Enterprise Auth Deployment EP - 9 - AI Exec Orders, Qwen 3 Coder, JSON Veo3 Demo and Graph RAG Deep Dive with Neo4J Frameworks AI Development - 7/25/2025 Leveraging advanced enterprise authentication methods and deployment strategies improves security and scalability of AI services. Show more Pre-approved Security Protocols EP - 9 - AI Exec Orders, Qwen 3 Coder, JSON Veo3 Demo and Graph RAG Deep Dive with Neo4J Frameworks AI Development - 7/25/2025 Using pre-approved security protocols like those in the MCP standard to streamline enterprise AI deployments while maintaining compliance. Show more Resource-Optimized Prompts EP - 9 - AI Exec Orders, Qwen 3 Coder, JSON Veo3 Demo and Graph RAG Deep Dive with Neo4J Frameworks AI Development - 7/25/2025 Demonstrated using MCP server tools to monitor resource consumption and refine prompt engineering for cost-effective AI workflow execution. Show more LLM-as-Judges EP - 9 - AI Exec Orders, Qwen 3 Coder, JSON Veo3 Demo and Graph RAG Deep Dive with Neo4J Frameworks AI Development - 7/25/2025 Outlined using large language models as judgment engines to automatically evaluate ACT transcripts and enforce defined assessment criteria in workflows. Show more Composable AI Workflows EP - 9 - AI Exec Orders, Qwen 3 Coder, JSON Veo3 Demo and Graph RAG Deep Dive with Neo4J Frameworks AI Development - 7/25/2025 Showcased how combining composable workflows with data queries and prompt resources can form flexible, modular AI pipelines that adapt to evolving requirements. Show more 2A Skills Protocol EP - 9 - AI Exec Orders, Qwen 3 Coder, JSON Veo3 Demo and Graph RAG Deep Dive with Neo4J Frameworks AI Development - 7/25/2025 Discussed how the 2A framework formalizes skill communication protocols within AI systems on MCP servers, enabling standardized skill invocation and component interaction. 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 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 Embedding Method Comparison EP - 9 - AI Exec Orders, Qwen 3 Coder, JSON Veo3 Demo and Graph RAG Deep Dive with Neo4J Frameworks AI Development - 7/25/2025 Compare experimental and production approaches for generating vector embeddings to balance flexibility and scalability in AI applications. Show more Data Chunking for Analysis EP - 9 - AI Exec Orders, Qwen 3 Coder, JSON Veo3 Demo and Graph RAG Deep Dive with Neo4J Frameworks Architecture - 7/25/2025 Segment large documents into smaller chunks during ingestion to derive actionable insights and optimize retrieval processes. Show more LLM Golden Dataset Evaluation EP - 9 - AI Exec Orders, Qwen 3 Coder, JSON Veo3 Demo and Graph RAG Deep Dive with Neo4J Frameworks AI Development - 7/25/2025 Automate multiple runs of model outputs and use an LLM to grade them against a golden dataset for quantitative quality assurance metrics. Show more Embedding Output Evaluation EP - 9 - AI Exec Orders, Qwen 3 Coder, JSON Veo3 Demo and Graph RAG Deep Dive with Neo4J Frameworks AI Development - 7/25/2025 Compare raw versus processed embedding results to assess performance and refine embedding configurations in AI pipelines. Show more AI Workflow Visualization EP - 9 - AI Exec Orders, Qwen 3 Coder, JSON Veo3 Demo and Graph RAG Deep Dive with Neo4J Frameworks AI Development - 7/25/2025 Structure AI workflows by defining how insights flow through input, transformation, and visualization stages for better clarity and debugging. Show more 