Oxygen Intelligence
Agentic Data
Agentic Data - Thoughts on Agentic Data Systems agenticdata.substack.com
Auteur
Oxygen Intelligence
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Site du podcast
Dernier épisode
13 janv. 2026
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Épisodes
Traces as the Source of Truth, Agentic Workflows: Precision vs. Recall, and AI Observability 13.01.2026 18:13
00:00 Traces as the New Source of Truth in AI Systems 03:12 From Code-Based Logic to Trace-Based Documentation 08:47 Deterministic vs. Agentic Workflows: Precision vs. Recall 12:59 Observability, Traces, and the Flywheel Effect Follow the hosts: https://x.com/iamjosephmoon https://x.com/imrobertyi Follow on Linkedin: https://www.linkedin.com/company/agentic-data Follow on X: https://x.com/agenticd...
Context Graphs, Decision Traces, and the Next Evolution of Enterprise Systems of Record 06.01.2026 26:00
00:00 Context Graphs & Decision Traces 05:52 Why Systems of Record Fall Short 10:32 Challenges for Incumbents 13:43 Paths for Startups and Agent Observability 15:33 The Future Data Stack Follow the hosts: https://x.com/iamjosephmoon https://x.com/imrobertyi Follow on Linkedin: https://www.linkedin.com/company/agentic-data Follow on X: https://x.com/agenticdata This is a public episode. If you woul...
Shift-Left Platforms, Single Models of Truth, and the Rise of Research Engineering 23.12.2025 27:38
00:00 The Shift-Left Data Platform Thesis 06:49 Platform DNA and Structural Advantages 12:35 The Single Model of Truth for AI Systems 21:26 Research Engineering as the Next Core Discipline Follow the hosts: https://x.com/iamjosephmoon https://x.com/imrobertyi Follow on Linkedin: https://www.linkedin.com/company/agentic-data Follow on X: https://x.com/agenticdata This is a public episode. If you wo...
IBM’s Confluent Acquisition, Ontology Layers, and the Rise of Digital Twins 16.12.2025 21:20
00:00 IBM’s Acquisition of Confluent and the Role of Real-Time Data 03:10 IBM’s Hybrid Cloud and AI Strategy Behind the Deal 08:23 Why Infrastructure Companies Rely on M&A for Growth 12:18 Ontology, Knowledge Graphs, and the Foundations of Digital Twins 17:01 Modeling Organizations as Digital Twins and the Shift to Agentic Software Follow the hosts: https://x.com/iamjosephmoon https://x.com/imrobe...
Why UI Is Pre-AI, Enterprise Moats in the Agentic World, and Preparing for an Agent-Led Software Era 09.12.2025 18:01
00:45 Why UI Is Pre-AI: From Human-Centered Interfaces to Agent-First Systems 10:52 Enterprise Moats in an Agentic Era: Commoditization vs. Service 14:08 The Future Role of Agents, OS, and Agent Engineering Follow the hosts: https://x.com/iamjosephmoon https://x.com/imrobertyi Follow on Linkedin: https://www.linkedin.com/company/agentic-data Follow on X: https://x.com/agenticdata This is a public...
SelectStar Acquisition, Metadata Context Rise, Databricks vs. Snowflake, The Future of Interfaces 02.12.2025 26:15
00:00 The Modern Data Stack and Industry Consolidation 03:14 Snowflake’s Acquisition of SelectStar 05:47 The Shift in Data Context Importance 08:01 Strategic Moves in Data Companies 10:26 Databricks vs. Snowflake: Innovation and Strategy 14:55 The Future of Interfaces in AI and Data Workflows 25:32 Conclusion and Future Outlook Follow the hosts: https://x.com/iamjosephmoon https://x.com/imrobertyi...
Salesforce’s Informatica Acquisition, Slack’s Role in Enterprise AI, and the Business Context Layer 25.11.2025 17:48
00:00:00 Salesforce Acquisition and the Data Consolidation Arc 00:04:21 Slack’s Role as the Hub for Human-AI Enterprise Communication 00:08:44 The System of Record vs. System of Intelligence 00:11:46 The Business Context Layer and Its Role in Enterprise AI 00:15:00 Context Layer vs. Reinforcement Learning and Infrastructure Adoption Follow the hosts: https://x.com/iamjosephmoon https://x.com/imrob...
Gamma’s Success Patterns, the Future of Diffusion Models, and the Strategic Role of FDE 21.11.2025 25:40
01:00 Gamma’s Success, Product Design, and Market Positioning 06:08 Inception Labs and the Future Direction of Diffusion Models 09:12 Architecture Debate: Diffusion vs. Transformers and GPU Consolidation 17:16 Forward Deployed Engineering: Palantir’s Model and Its Practical Limits Follow the hosts: https://x.com/iamjosephmoon https://x.com/imrobertyi Follow on Linkedin: https://www.linkedin.com/co...
Ontology Momentum, CodeGen Expansion, AI Monitoring, and Agentic Data Network Effects 14.11.2025 29:29
01:18 The Rise of Ontology in Data Management 07:55 Deepnote and the Evolution of Data Notebooks 10:38 Cursor’s New AI Model and Market Dynamics 14:01 The Future of Code Generation and Automation 17:00 AI Supervisors and the Future of Monitoring 22:01 Data Network Effects in Agentic Businesses Follow the hosts: https://x.com/iamjosephmoon https://x.com/imrobertyi Follow on Linkedin: https://www.li...
Further Data Consolidation, Intelligence Layer Formation, Browser as OS, and Ontology Platforms 31.10.2025 36:01
00:00:00 Further Data Stack Consolidation and Omni/Explo Acquisition 00:07:01 End of Modern Data Stack Hypergrowth and AI Layer Formation 00:14:43 OpenAI Browser and Platform Shift Implications 00:20:38 Distributional Leverage and Hyperscaler Threat 00:27:21 Ontology Layer as the Future Platform for Data Teams Follow the hosts: https://x.com/iamjosephmoon https://x.com/imrobertyi Follow on Linkedi...
Semantic Ontology, Context Engineering, and the Future of Reasoning Systems 24.10.2025 1:02:27
00:00:00 Introduction and Fivetran/DBT Merger Discussion 00:21:48 Rise of Context Engineering and Semantic Ontology 00:37:36 Deep Dive into Context, Reasoning, and System Architecture 00:52:24 Agentic Workflows vs. Traditional Workflows 01:00:24 Conclusion and Final Themes Follow the hosts: https://x.com/iamjosephmoon https://x.com/imrobertyi Follow on Linkedin: https://www.linkedin.com/company/ox...
Context Fidelity, Structured Retrieval, Open Weights, Agent Control, Statistical Observability 15.08.2025 1:00:04
00:00 Introduction to GPT-5 and Context Windows 02:55 Context Fidelity and Information Parsing 05:42 The Role of Structured Retrieval in Data Processing 08:21 Concision vs. Coverage in Data Responses 10:53 The Importance of Context in Decision Making 13:21 OpenAI's Open Weights and Its Implications 15:46 The Future of LLMs and Structured Data 30:39 The Open Source Dilemma 32:04 Agentic Systems and...
Data Activation, Agentic Data Intelligence, Paradigm Shifts in Data, Pareto vs Uniform Spanning of the Question Space, and Persona Vectors 08.08.2025 59:13
00:00 Introduction and “Data is the New Oil” 08:00 The Paradigm Shift to AI and Data Activation 17:26 Agentic Analytics: From English to Data Instructions 26:14 Rethinking Semantic Layers and Pareto Tradeoffs 35:45 Spanning Question Space and LLM Dynamics 44:19 Persona Vectors and Future of AI Training This is a public episode. If you would like to discuss this with other subscribers or get access...
Building Kelihi and Unlocking Talent, AI Disruption, and the Future of Data Roles 01.08.2025 1:05:00
00:00 Introduction and Background of the Guests 02:11 The Journey to Data Analytics 04:26 Client Acquisition and Service Offerings 36:10 Navigating the Data Landscape: Tools and Vendors 42:04 Navigating the AI Landscape in Data Analytics 47:54 Transforming Roles in Data Analytics 51:29 The Future of Data Analytics and AI Integration 01:02:32 Vision for the Future: Growth and Talent Development Thi...
Agentic and Headless Software, Declarative Interfaces, Precision and Recall in Data Analytics, New Abstractions 25.07.2025 40:41
We dive into why most AI tools today feel like “horseless carriages”: retrofitted instead of reimagined. In this episode, we explore: * The shift toward agentic software * The need for headless systems and declarative interfaces * Why precision and recall matter more than ever in data analytics * Why evaluating agentic systems requires new abstractions drawing on physics, semantics, and statistica...
Data Acquisitions, Designing Agents vs. Software, and Metadata and Semantic Model for AI 04.06.2025 56:21
00:00:28 Recent Acquisitions and Strategic Moves in the Data Space 00:06:27 AI and Product Strategy Shift 00:17:10 Consolidation in BI and Data Catalogs 00:36:35 The Role of Semantic Layers and Knowledge Graphs in AI Analytics 00:46:29 Challenges in Investing in Data + AI Companies 00:55:45 Future Topics This is a public episode. If you would like to discuss this with other subscribers or get acce...
Introducing Agentic Data, The Composable Data Stack + AI, AI-native Data Tools, and Semantic Context 31.05.2025 28:12
Introducing Agentic Data, a podcast about agentic data systems - the marriage between data and AI. In episode 1 we talk about: * The interplay between the Composable Data Stack and AI * Separation of Compute and Intelligence * What is "Agentic Data"? * The evolution of the semantic layer into a generic semantic model * The importance of semantics in English-based systems * The role of data profess...
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