Understand Production Workflows 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 mastering detailed workflows when deploying AI systems in production to avoid oversimplification and ensure reliability. Show more Google Colab AI Demos EP - 9 - AI Exec Orders, Qwen 3 Coder, JSON Veo3 Demo and Graph RAG Deep Dive with Neo4J Products AI Development AI Service 7/25/2025 Deploy AI prototypes and demos on Google Colab for accessible, hosted testing environments that require minimal setup. Neo4J for Graph RAG EP - 9 - AI Exec Orders, Qwen 3 Coder, JSON Veo3 Demo and Graph RAG Deep Dive with Neo4J Products Database Database 7/25/2025 Integrate Neo4J graph database with RAG systems to represent entity relationships more effectively than relational databases, enhancing semantic traversal. Show more Langsmith Automation Platform EP - 9 - AI Exec Orders, Qwen 3 Coder, JSON Veo3 Demo and Graph RAG Deep Dive with Neo4J Products AI Development AI Service 7/25/2025 Use Langsmith to set up and demonstrate automated LLM evaluations against golden datasets in a repeatable workflow. 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 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 Langsmith Workflow Monitoring EP - 9 - AI Exec Orders, Qwen 3 Coder, JSON Veo3 Demo and Graph RAG Deep Dive with Neo4J Products AI Development AI Service 7/25/2025 Use Langsmith to track model invocations, visualize workflow states, and manage AI processes across development and production. Show more LangChain Production Workflows EP - 9 - AI Exec Orders, Qwen 3 Coder, JSON Veo3 Demo and Graph RAG Deep Dive with Neo4J Products AI Development AI Service 7/25/2025 Leverage LangChain to orchestrate AI components into scalable production workflows by managing prompts, data flows, and integrations. 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 LangSmith Integration EP - 9 - AI Exec Orders, Qwen 3 Coder, JSON Veo3 Demo and Graph RAG Deep Dive with Neo4J Products AI Development AI Service 7/25/2025 Integrate LangSmith with other AI components like Qwen 3 and Neo4J to orchestrate multi-model workflows. Neo4J Graph Database EP - 9 - AI Exec Orders, Qwen 3 Coder, JSON Veo3 Demo and Graph RAG Deep Dive with Neo4J Products AI Development AI Service 7/25/2025 Utilize Neo4J for graph-based retrieval augmented generation to support complex relational queries in AI applications. JSON Veo3 EP - 9 - AI Exec Orders, Qwen 3 Coder, JSON Veo3 Demo and Graph RAG Deep Dive with Neo4J Products Backend Development 7/25/2025 Showcase JSON Veo3 as a user-friendly tool for managing JSON data and accelerating application development. Qwen 3 Coder EP - 9 - AI Exec Orders, Qwen 3 Coder, JSON Veo3 Demo and Graph RAG Deep Dive with Neo4J Products Testing Development 7/25/2025 Demonstrate Qwen 3’s coding capabilities and its integration features for developer workflows. AssemblyAI Transcription EP - 9 - AI Exec Orders, Qwen 3 Coder, JSON Veo3 Demo and Graph RAG Deep Dive with Neo4J Products AI Development AI Service 7/25/2025 Configure AssemblyAI to transcribe WAV audio files and extract metadata for downstream processing. Duplication Pitfall Lesson EP - 9 - AI Exec Orders, Qwen 3 Coder, JSON Veo3 Demo and Graph RAG Deep Dive with Neo4J Stories AI Development - 7/25/2025 After processing 20 two-hour videos, we learned that failing to dedupe leads to massive redundancy and performance issues in production. Show more 