Traces as the Source of Truth, Agentic Workflows: Precision vs. Recall, and AI Observability
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
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6 Jan 2026
Context Graphs, Decision Traces, and the Next Evolution of Enterprise Systems of Record
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
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23 Dec 2025
Shift-Left Platforms, Single Models of Truth, and the Rise of Research Engineering
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
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16 Dec 2025
IBM’s Confluent Acquisition, Ontology Layers, and the Rise of Digital Twins
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
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9 Dec 2025
Why UI Is Pre-AI, Enterprise Moats in the Agentic World, and Preparing for an Agent-Led Software Era
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
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2 Dec 2025
SelectStar Acquisition, Metadata Context Rise, Databricks vs. Snowflake, The Future of Interfaces
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
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25 Nov 2025
Salesforce’s Informatica Acquisition, Slack’s Role in Enterprise AI, and the Business Context Layer
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
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21 Nov 2025
Gamma’s Success Patterns, the Future of Diffusion Models, and the Strategic Role of FDE
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
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14 Nov 2025
Ontology Momentum, CodeGen Expansion, AI Monitoring, and Agentic Data Network Effects
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
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31 Oct 2025
Further Data Consolidation, Intelligence Layer Formation, Browser as OS, and Ontology Platforms
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
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24 Oct 2025
Semantic Ontology, Context Engineering, and the Future of Reasoning Systems
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
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15 Aug 2025
Context Fidelity, Structured Retrieval, Open Weights, Agent Control, Statistical Observability
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 LLM Logic 38:36 Deep Research vs. Deterministic Analytics 44:14 The Value Proposition of Data Companies 50:42 Observability in LLM Systems
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8 Aug 2025
Data Activation, Agentic Data Intelligence, Paradigm Shifts in Data, Pareto vs Uniform Spanning of the Question Space, and Persona Vectors
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
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1 Aug 2025
Building Kelihi and Unlocking Talent, AI Disruption, and the Future of Data Roles
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
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25 Jul 2025
Agentic and Headless Software, Declarative Interfaces, Precision and Recall in Data Analytics, New Abstractions
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 statistical observability
* How AI operates in a kind of semantic space.
00:00:00 Introduction to Agentic Data and Skeuomorphic AI
00:04:26 The Shift to Headless and Agentic Software
00:14:18 Precision, Recall, and the Taxonomy of Questions
00:22:58 Challenges in LLM Evaluation and Industry Mindset
00:29:29 Physics Analogies for Agentic Software
00:38:28 Conclusion: The Future of Agentic Analytics
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4 Jun 2025
Data Acquisitions, Designing Agents vs. Software, and Metadata and Semantic Model for AI
00:00:28 (https://www.youtube.com/watch?v=T5bvSvjGyBc&t=28s) Recent Acquisitions and Strategic Moves in the Data Space00:06:27 (https://www.youtube.com/watch?v=T5bvSvjGyBc&t=387s) AI and Product Strategy Shift 00:17:10 (https://www.youtube.com/watch?v=T5bvSvjGyBc&t=1030s) Consolidation in BI and Data Catalogs 00:36:35 (https://www.youtube.com/watch?v=T5bvSvjGyBc&t=2195s) The Role of Semantic Layers and Knowledge Graphs in AI Analytics 00:46:29 (https://www.youtube.com/watch?v=T5bvSvjGyBc&t=2789s) Challenges in Investing in Data + AI Companies 00:55:45 (https://www.youtube.com/watch?v=T5bvSvjGyBc&t=3345s) Future Topics
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31 May 2025
Introducing Agentic Data, The Composable Data Stack + AI, AI-native Data Tools, and Semantic Context
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 professionals in an AI-native world
This is a public episode. If you would like to discuss this with other subscribers or get access to bonus episodes, visit agenticdata.substack.com (https://agenticdata.substack.com?utm_medium=podcast&utm_campaign=CTA_1)
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Podcast Authority Score: 8 / 100
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