# 258: Confidently Wrong: Why AI Needs Tools (and So Do We)

Page: https://stenobird.com/podcast/the-data-stack-show/258-confidently-wrong-why-ai-needs-tools-and-so-do-we
Text version: https://stenobird.com/podcast/the-data-stack-show/258-confidently-wrong-why-ai-needs-tools-and-so-do-we.md
Podcast: [The Data Stack Show](https://stenobird.com/podcast/the-data-stack-show)
Published: 2025-08-20T08:30:00+00:00
Episode link: https://datastackshow.com
Audio file: https://afp-928695-injected.calisto.simplecastaudio.com/e3c6184e-48d3-4aee-9dd0-50ad0b9a5b4c/episodes/1afa1e7d-69ac-4e20-94d4-dbaf6b2a0247/audio/128/default.mp3?aid=rss_feed&awCollectionId=e3c6184e-48d3-4aee-9dd0-50ad0b9a5b4c&awEpisodeId=1afa1e7d-69ac-4e20-94d4-dbaf6b2a0247&feed=m3Tr79ut
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JSON: https://stenobird.com/v1/public/podcasts/the-data-stack-show/episodes/258-confidently-wrong-why-ai-needs-tools-and-so-do-we
Duration seconds: 2118

## Resource

This week on The Data Stack Show, John and Matt dive into the latest trends in AI, discussing the evolution of GPT models, the role of tools in reducing hallucinations, and the ongoing debate between data warehouses and agent-based approaches. They also explore the complexities of risk-taking in data teams, drawing lessons from Nate Silver’s book on risk and sharing real-world analogies from cybersecurity, football, and political campaigns. Key takeaways include the importance of balancing innovation with practical risk management, the need for clear recommendations from data professionals, the value of reading fiction to understand human behavior in data, and so much more.

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## Transcript

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