Value of Long-Running Models and Agents

This episode is a re-air of one of our most popular conversations from this year, featuring insights worth revisiting. Thank you for being part of the Data Stack community. Stay up to date with the latest episodes at datastackshow.com. This week on The Data Stack Show, John chats with Paul Blankley, Founder and CTO of Zenlytic, live from Denver! Paul and John discuss the rapid evolution of AI in business intelligence, highlighting how AI is transforming data analysis and decision-making. Paul also explores the potential of AI as an "employee" that can handle complex analytical tasks, from unstructured data processing to proactive monitoring. Key insights include the increasing capabilities of AI in symbolic tasks like coding, the importance of providing business context to AI models, and the future of BI tools that can flexibly interact with both structured and unstructured data. Paul emphasizes that the next generation of AI tools will move beyond traditional dashboards, offering more intelligent, context-aware insights that can help businesses make more informed decisions. It’s an exciting conversation you won’t want to miss.

Highlights from this week’s conversation include:

• Welcoming Paul Back and Industry Changes (1:03)
• AI Model Progress and Superhuman Domains (2:01)
• AI as an Employee: Context and Capabilities (4:04)
• Model Selection and User Experience (7:37)
• AI as a McKinsey Consultant: Decision-Making (10:18)
• Structured vs. Unstructured Data Platforms (12:55)
• MCP Servers and the Future of BI Interfaces (16:00)
• Value of UI and Multimodal BI Experiences (18:38)
• Pitfalls of DIY Data Pipelines and Governance (22:14)
• Text-to-SQL, Semantic Layers, and Trust (28:10)
• Democratizing Semantic Models and Personalization (33:22)
• Inefficiency in Analytics and Analyst Workflows (35:07)
• Reasoning and Intelligence in Monitoring (37:20)
• Roadmap: Proactive AI by 2026 (39:53)
• Limitations of BI Incumbents, Future Outlooks and Parting Thoughts (41:15)

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