IBM’s Confluent Acquisition, Ontology Layers, and the Rise of Digital Twins

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 Follow the hosts: https://x.com/iamjosephmoon [https://x.com/iamjosephmoon] https://x.com/imrobertyi [https://x.com/imrobertyi] Follow on Linkedin: https://www.linkedin.com/company/agentic-data [https://www.linkedin.com/company/agentic-data] Follow on X: https://x.com/agenticdata [https://x.com/agenticdata] 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]

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 Follow the hosts: https://x.com/iamjosephmoon [https://x.com/iamjosephmoon] https://x.com/imrobertyi [https://x.com/imrobertyi] Follow on Linkedin: https://www.linkedin.com/company/agentic-data [https://www.linkedin.com/company/agentic-data] Follow on X: https://x.com/agenticdata [https://x.com/agenticdata] 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]

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 Follow the hosts: https://x.com/iamjosephmoon [https://x.com/iamjosephmoon] https://x.com/imrobertyi [https://x.com/imrobertyi] Follow on Linkedin: https://www.linkedin.com/company/agentic-data [https://www.linkedin.com/company/agentic-data] Follow on X: https://x.com/agenticdata [https://x.com/agenticdata] 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]

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 Follow the hosts: https://x.com/iamjosephmoon [https://x.com/iamjosephmoon] https://x.com/imrobertyi [https://x.com/imrobertyi] Follow on Linkedin: https://www.linkedin.com/company/agentic-data [https://www.linkedin.com/company/agentic-data] Follow on X: https://x.com/agenticdata [https://x.com/agenticdata] 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]

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 Follow the hosts: https://x.com/iamjosephmoon [https://x.com/iamjosephmoon] https://x.com/imrobertyi [https://x.com/imrobertyi] Follow on Linkedin: https://www.linkedin.com/company/agentic-data [https://www.linkedin.com/company/agentic-data] Follow on X: https://x.com/agenticdata [https://x.com/agenticdata] 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]