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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