Ankur Goyal, founder and CEO of Braintrust, discusses the shift in data infrastructure requirements away from traditional enterprise data warehouses in the AI era.
“And I think the big insight or the crazy, you know, non-intuitive thing about LLMs is that something trained on the internet outperforms what an enterprise can produce with their own data trained on data in a data warehouse.”
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More from Ankur Goyal
Opinion
Goyal: TypeScript's type system makes it better suited for AI than Python
“Another thing is that TypeScript as a language is inherently better suited for AI workloads because of the type system. So the type system basically allows you to launder, you know, the crazy stuff that comes out of an AI model into a well-defined structure th…”
Ankur GoyalOct 8, 2024▶ 24:25No Priors Ep. 85 | CEO of Braintrust Ankur Goyal
AssertionNot checkable as stated
Goyal: Nearly all Braintrust customers have abandoned fine-tuned models
“Almost if not all of our customers have moved off of fine-tuned models onto instruction-tuned models and are seeing really good performance.”
Ankur GoyalOct 8, 2024▶ 7:30No Priors Ep. 85 | CEO of Braintrust Ankur Goyal
AssertionNot checkable as stated
Goyal: Practical adoption of open-source models remains very limited
“So we see very limited practical adoption of open source models, but I think more interest than ever.”
Ankur GoyalOct 8, 2024▶ 9:23No Priors Ep. 85 | CEO of Braintrust Ankur Goyal
Insight
Goyal: Open-source models will struggle until they improve UX or iteration speed
“So I think until open source can really move the needle on one of those two axes, it's going to be tough for it to be adopted broadly.”
Ankur GoyalOct 8, 2024▶ 10:32No Priors Ep. 85 | CEO of Braintrust Ankur Goyal
PredictionNot checkable as stated
Goyal: Embeddings and LLMs will replace relational indexes for querying data
“LLMs and, you know, specifically embeddings are going to be core to how people actually query data, not, you know, traditional algebraic relational indexes.”
Ankur GoyalOct 8, 2024▶ 14:02No Priors Ep. 85 | CEO of Braintrust Ankur Goyal
PredictionNot checkable as stated
Goyal: AI semantic search will disrupt OLAP far more than OLTP
“What will really be disrupted is the OLAP workload. So relational, you can't just slap you know, semantic search and stuff into the architecture of a traditional data warehouse. I think that is actually a much deeper set of things that will need to change than…”
Ankur GoyalOct 8, 2024▶ 14:28No Priors Ep. 85 | CEO of Braintrust Ankur Goyal
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