Opinion certainty 3/5 debate potential 3/5

Huber: Current SOTA LLMs Lack Reliability for Multi-Agent Workflows

Jeff Huber · Why Vector Databases Are Exploding: Chroma Co-Founder Jeff Huber on Building AI-Native Infra · Jun 28, 2023 · at 18:16

Jeff Huber is co-founder of Chroma. He addresses the current reliability limitations of state-of-the-art AI models when powering collaborating software agents.

0:00 / 0:17exact quote · 17.8s
▶ Watch the full episode on YouTube → 720p mp4 · rendered on demand · StarZero watermark
“Now, of course, for those of you that have actually played with technology, I think it's questionable whether the current state of the art Language models, embedding models, et cetera, will give you the reliability you want from, ah, you know, agents working together, ah, but it almost certainly seems like the future.”

quote is from the automated transcript, cleaned for reading: filler sounds and stutters are removed, nothing is rephrased. names can be misheard (the analysis reads context, assessments check outside sources). how →

More from Jeff Huber

Disclosure
Huber: Chroma is committed to remaining fully open source
“Chroma will always, we are committed to building the ubiquitous open source standard.”
Jeff Huber Jun 28, 2023 ▶ 13:30 Why Vector Databases Are Exploding: Chroma Co-Founder Jeff Huber on Building AI-Native Infra
Prediction Not checkable as stated
Huber: Vector databases must support both transactional and analytical workloads
“And we think that both certainly transactional has to be the case because it is a online database. It's gonna sit in the loop of applications. Again, you've already seen demos of this happening tonight. But also to make this technology useful for developers, y…”
Jeff Huber Jun 28, 2023 ▶ 16:06 Why Vector Databases Are Exploding: Chroma Co-Founder Jeff Huber on Building AI-Native Infra
Opinion
Huber: Asking whether vector databases replace classic databases is dumb
“People, there's this, like, you know, big question about, oh, are vector databases gonna replace classic databases? Are these competitive in some way? And I think it's just kind of a dumb question.”
Jeff Huber Jun 28, 2023 ▶ 29:23 Why Vector Databases Are Exploding: Chroma Co-Founder Jeff Huber on Building AI-Native Infra
Insight
Embedding search and analytics enable developers to improve model reliability
“By looking at embeddings doing embedding search, doing analytics over embedding space you could give developers you know, at the minimum of a divining rod, if not a compass, to be able to improve their models and get to the level of reliability they want to ha…”
Jeff Huber Jun 28, 2023 ▶ 1:47 Why Vector Databases Are Exploding: Chroma Co-Founder Jeff Huber on Building AI-Native Infra
Insight
Huber: Programmable memory enables reliable LLMs across all use cases
“Chroma's belief is that programmable memory, so developers being able to set terministically Hey, language model, this is the knowledge you should know about, this is the knowledge you should use, these are the tools you should know about, these are the tools …”
Jeff Huber Jun 28, 2023 ▶ 3:19 Why Vector Databases Are Exploding: Chroma Co-Founder Jeff Huber on Building AI-Native Infra
Prediction Not checkable as stated
Huber: 'Chat Your Data' AI Use Case Will See Mass Adoption
“So I think that use case, even just the Chat Your Data use case, truly will go to the ends of the earth.”
Jeff Huber Jun 28, 2023 ▶ 17:32 Why Vector Databases Are Exploding: Chroma Co-Founder Jeff Huber on Building AI-Native Infra
Made with StarZero

Turn any episode into a week of clips.

This entire site, over 400 conversations transcribed, diarized, checked and made playable, runs on the StarZero media pipeline. Drop in your own episode and the podcast clipper finds the moments worth sharing, cuts them, captions them, and reframes them for every feed.