Insight Extraction Visualization EP - 9 - AI Exec Orders, Qwen 3 Coder, JSON Veo3 Demo and Graph RAG Deep Dive with Neo4J Frameworks Architecture - 7/25/2025 Create visual mappings of data processing steps to clarify input-to-output transformations when extracting insights from segments. Show more End-to-End AI Testing EP - 9 - AI Exec Orders, Qwen 3 Coder, JSON Veo3 Demo and Graph RAG Deep Dive with Neo4J Frameworks AI Development - 7/25/2025 Implement comprehensive testing strategies on AI apps during development and deployment using internal use cases to catch issues early. Show more Selective Transcript Embedding EP - 9 - AI Exec Orders, Qwen 3 Coder, JSON Veo3 Demo and Graph RAG Deep Dive with Neo4J Frameworks Architecture - 7/25/2025 Use segment-level embedding and strategic transcript chunking to manage large audio/text data and derive targeted insights. Show more Duplicate Detection Pipeline EP - 9 - AI Exec Orders, Qwen 3 Coder, JSON Veo3 Demo and Graph RAG Deep Dive with Neo4J Frameworks AI Development - 7/25/2025 Implement a deduplication process in production to prevent redundant processing when scaling to dozens of multi-hour videos in AI data management systems. Show more Video Chunking Workflow EP - 9 - AI Exec Orders, Qwen 3 Coder, JSON Veo3 Demo and Graph RAG Deep Dive with Neo4J Frameworks AI Development - 7/25/2025 Chunk YouTube videos into chapters and generate per-chapter summaries as metadata to enable efficient search and retrieval in a production AI pipeline. Show more Graph RAG with Neo4J EP - 9 - AI Exec Orders, Qwen 3 Coder, JSON Veo3 Demo and Graph RAG Deep Dive with Neo4J Frameworks AI Development - 7/25/2025 Leverage Graph Retrieval-Augmented Generation using Neo4J to build AI systems that combine graph database queries with language model retrieval for domain-specific insights. Show more Embedding Process Patterns EP - 9 - AI Exec Orders, Qwen 3 Coder, JSON Veo3 Demo and Graph RAG Deep Dive with Neo4J Frameworks Architecture - 7/25/2025 Tom Spencer outlines a high-level overview of the embedding process showing conceptual similarities across different notebook implementations to standardize embedding workflows. Show more Vault Embedding Demo EP - 9 - AI Exec Orders, Qwen 3 Coder, JSON Veo3 Demo and Graph RAG Deep Dive with Neo4J Frameworks Architecture - 7/25/2025 Cameron Rohn demonstrates using embeddings from the vault within a Jupyter notebook to integrate vector embeddings into your data processing workflow. Show more Document All Dependencies EP - 9 - AI Exec Orders, Qwen 3 Coder, JSON Veo3 Demo and Graph RAG Deep Dive with Neo4J Frameworks AI Development - 7/25/2025 Tom Spencer warns that forgetting to include pre-installed packages like Pandas in requirements files can lead to deployment failures due to missing dependencies. Show more Jupyter Notebooks for Demos EP - 9 - AI Exec Orders, Qwen 3 Coder, JSON Veo3 Demo and Graph RAG Deep Dive with Neo4J Frameworks AI Development - 7/25/2025 Tom Spencer uses two Jupyter notebooks to illustrate AI concepts effectively, even though he personally is not fond of notebooks. Show more Specialized Retrieval Agents EP - 9 - AI Exec Orders, Qwen 3 Coder, JSON Veo3 Demo and Graph RAG Deep Dive with Neo4J Frameworks AI Development - 7/25/2025 They plan to evolve a basic retrieval agent into a specialized tool by adding multiple agents for expanded functionality and domain-specific tasks. Show more LangChain Social Media Agent EP - 9 - AI Exec Orders, Qwen 3 Coder, JSON Veo3 Demo and Graph RAG Deep Dive with Neo4J Frameworks AI Development - 7/25/2025 The roadmap includes deploying a LangChain-based social media ambient agent to automate social media interactions and content monitoring. Show more Maintain Conversation Context EP - 9 - AI Exec Orders, Qwen 3 Coder, JSON Veo3 Demo and Graph RAG Deep Dive with Neo4J Frameworks AI Development - 7/25/2025 Preserve conversation state across interactions by storing context windows and leveraging memory modules to ensure coherence in AI-driven dialogues. Show more Documentation Grounding EP - 9 - AI Exec Orders, Qwen 3 Coder, JSON Veo3 Demo and Graph RAG Deep Dive with Neo4J Frameworks AI Development - 7/25/2025 Ground AI models in reference and base documentation to improve factual accuracy and relevance by linking query context directly to authoritative sources. Show more Secure Data Agent Access EP - 9 - AI Exec Orders, Qwen 3 Coder, JSON Veo3 Demo and Graph RAG Deep Dive with Neo4J Frameworks AI Development - 7/25/2025 Implement secure agent architectures to enable AI agents to access and query external data sources via authenticated APIs and encrypted channels. Show more AI Transformation Frameworks EP - 9 - AI Exec Orders, Qwen 3 Coder, JSON Veo3 Demo and Graph RAG Deep Dive with Neo4J Frameworks AI Development - 7/25/2025 Employ AI-driven methods and frameworks to systematically transform unstructured data into structured schemas, leveraging techniques like information extraction and vectorization. Show more Convert Unstructured Financials 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 AI techniques to transform unstructured financial data into structured formats for analysis, addressing parsing and normalization challenges. Show more Upstream Downstream Insight Extraction EP - 9 - AI Exec Orders, Qwen 3 Coder, JSON Veo3 Demo and Graph RAG Deep Dive with Neo4J Frameworks AI Development - 7/25/2025 Design AI workflows that extract meaningful insights at both upstream ingestion and downstream delivery stages to maximize value from large data corpora. Show more Data Enrichment Over Summaries EP - 9 - AI Exec Orders, Qwen 3 Coder, JSON Veo3 Demo and Graph RAG Deep Dive with Neo4J Frameworks Devops - 7/25/2025 Rather than relying solely on summarization, implement data enrichment pipelines that tag, normalize, and augment raw content to unlock deeper analytical insights. Show more Vault Architecture 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 The Vault approach utilizes Greg Kamrat's 'lane chain and needle' pattern to structure secure, modular AI workflows. 