Long-Term Memory for LLMs, with HippoRAG author Bernal Jiménez Gutierrez

Long-Term Memory for LLMs, with HippoRAG author Bernal Jiménez Gutierrez

Nathan interviews Bernal Jimenez Gutierrez, creator of HippoRAG, a novel approach to retrieval augmented generation inspired by the human hippocampus.


Watch Episode Here


Read Episode Description

Nathan interviews Bernal Jimenez Gutierrez, creator of HippoRAG, a novel approach to retrieval augmented generation inspired by the human hippocampus. In this episode of The Cognitive Revolution, we explore how HippoRAG improves on traditional RAG systems, its neuroanatomical inspiration, and its potential for handling complex queries requiring multi-hop reasoning. Join us for an insightful discussion on the future of AI memory systems.

Apply to join over 400 founders and execs in the Turpentine Network: https://hmplogxqz0y.typeform.c...

RECOMMENDED PODCAST: Complex Systems
Patrick McKenzie (@patio11) talks to experts who understand the complicated but not unknowable systems we rely on. You might be surprised at how quickly Patrick and his guests can put you in the top 1% of understanding for stock trading, tech hiring, and more.
Spotify: https://open.spotify.com/show/...
Apple: https://podcasts.apple.com/us/...


SPONSORS:
Oracle Cloud Infrastructure (OCI) is a single platform for your infrastructure, database, application development, and AI needs. OCI has four to eight times the bandwidth of other clouds; offers one consistent price, and nobody does data better than Oracle. If you want to do more and spend less, take a free test drive of OCI at https://oracle.com/cognitive

The Brave search API can be used to assemble a data set to train your AI models and help with retrieval augmentation at the time of inference. All while remaining affordable with developer first pricing, integrating the Brave search API into your workflow translates to more ethical data sourcing and more human representative data sets. Try the Brave search API for free for up to 2000 queries per month at https://bit.ly/BraveTCR

Omneky is an omnichannel creative generation platform that lets you launch hundreds of thousands of ad iterations that actually work customized across all platforms, with a click of a button. Omneky combines generative AI and real-time advertising data. Mention "Cog Rev" for 10% off https://www.omneky.com/

Head to Squad to access global engineering without the headache and at a fraction of the cost: head to https://choosesquad.com/ and mention “Turpentine” to skip the waitlist.

CHAPTERS:
(00:00:00) About the Show
(00:02:52) Intro
(00:05:10) RAG
(00:09:29) Hippocampal Memory Indexing Theory
(00:14:29) Neocortex, Parahippocampal Regions, Hippocampus
(00:18:35) Hipporag (Part 1)
(00:21:12) Sponsors: Oracle | Brave
(00:23:20) Hipporag (Part 2)
(00:23:29) Understanding the Hippocampus
(00:29:37) RAG
(00:31:38) Runtime (Part 1)
(00:36:30) Sponsors: Omneky | Squad
(00:38:17) Runtime (Part 2)
(00:38:17) PageRank
(00:39:29) Headline Results
(00:43:22) Gaia Benchmark
(00:46:33) Pathfinding vs Path Following
(00:51:24) Future work
(00:53:26) Starting with a query
(00:58:30) Long context LLMs
(01:01:50) Hybrid approach
(01:05:03) AI Town
(01:06:58) Flair
(01:09:05) Getting it right, not cheap
(01:12:33) Technologies to highlight
(01:16:57) AI capabilities that are still unsolved
(01:19:47) Transformers meet neural algorithmic reasoners
(01:21:02) Closing
(01:21:31) Outro

Great! You’ve successfully signed up.

Welcome back! You've successfully signed in.

You've successfully subscribed to The Cognitive Revolution.

Success! Check your email for magic link to sign-in.

Success! Your billing info has been updated.

Your billing was not updated.