Oxygen Intelligence

Agentic Data

Agentic Data - Thoughts on Agentic Data Systems agenticdata.substack.com

Autor

Oxygen Intelligence

Categoría

Technology

Web del podcast

agenticdata.substack.com

Último episodio

13 de ene. de 2026

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Episodios

Traces as the Source of Truth, Agentic Workflows: Precision vs. Recall, and AI Observability 13.01.2026

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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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