Prepare for the Next Wave of AI Innovation

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The development and implementation of GPT-4, despite its challenges, lays the groundwork for future models to integrate seamlessly into existing business systems. Unlike historical advancements like the electrification of America, which required extensive public infrastructure planning, today's software evolves rapidly in response to AI capabilities. Developers are strategically innovating in anticipation of significant AI breakthroughs, ensuring readiness to adopt new features as they emerge. However, the uncertainty surrounding the timeline for the next iterations, such as GPT-4.5 or GPT-5, may lead to skepticism regarding AI's perceived limitations and overhype.

In this episode, Nathan sits down with Juan Sequeda, Principal Scientist and Head of AI Lab at data.world. They discuss how knowledge graphs can be your organization's "brain" for AI, integrating structured and unstructured data, benchmarking enterprise AI systems, and more. If you need an ecommerce platform, check out our sponsor Shopify: https://shopify.com/cognitive for a $1/month trial period.

We're hiring across the board at Turpentine and for Erik's personal team on other projects he's incubating. He's hiring a Chief of Staff, EA, Head of Special Projects, Investment Associate, and more. For a list of JDs, check out: eriktorenberg.com.

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LINKS:

Data.world: https://data.world/

SPONSORS:

Shopify is the global commerce platform that helps you sell at every stage of your business. Shopify powers 10% of ALL eCommerce in the US. And Shopify's the global force behind Allbirds, Rothy's, and Brooklinen, and 1,000,000s of other entrepreneurs across 175 countries.From their all-in-one e-commerce platform, to their in-person POS system – wherever and whatever you're selling, Shopify's got you covered. With free Shopify Magic, sell more with less effort by whipping up captivating content that converts – from blog posts to product descriptions using AI. Sign up for $1/month trial period: https://shopify.com/cognitive

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X/SOCIALS:

@labenz (Nathan)

@juansequeda (Juan)

@datadotworld (data.world)

@CogRev_Podcast

TIMESTAMPS:

(00:00:00) - Introduction to Juan Sequeda and data.world

(00:01:11) - Discussion on data and generative ai

(00:06:15) - Data.world's origins as an open data catalog platform ("Github for data")

(00:09:35) - Using knowledge graphs and semantics to integrate and query data

(00:12:52) - Main use cases for data catalogs: search/discovery, governance, data operations

(00:15:00) - The process of building knowledge graphs automatically from data

(00:24:29) - AI for unlocking and capturing tribal business knowledge

(00:34:24) - Understanding the data landscape in enterprises

(00:38:32) - The emergence of knowledge engineers and data product managers

(00:40:44) - The consumer experience in data.world

(00:45:36) - The importance of context in data analysis

(00:46:58) - The role of AI in improving data analysis

(00:48:08) - The importance of accuracy and explainability in data analysis

(00:50:08) - Question cataloging in data analysis

(00:51:44) - The future potential of "chat with your data" interfaces

(01:18:02) - Finetuning with data vs metadata

(01:29:24) - Future of enterprise data teams

This show is produced by Turpentine: a network of podcasts, newsletters, and more, covering technology, business, and culture — all from the perspective of industry insiders and experts. We’re launching new shows every week, and we’re looking for industry-leading sponsors — if you think that might be you and your company, email us at erik@turpentine.co.