Trey Kollmer joins Nathan Labenz for a roundup of the latest AI research! They discuss Microsoft’s Self-Taught Optimizer (STOP) research and Google’s FreshLLMs, how H100 chips will supercharge development of programs with GPT-4 level compute, LLM representation of space and time, and more! If you're looking for an ERP platform, check out our sponsor, NetSuite: http://netsuite.com/cognitive

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.

SPONSORS: Shopify | NetSuite | Omneky

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

NetSuite has 25 years of providing financial software for all your business needs. More than 36,000 businesses have already upgraded to NetSuite by Oracle, gaining visibility and control over their financials, inventory, HR, eCommerce, and more. If you're looking for an ERP platform ✅ head to NetSuite: http://netsuite.com/cognitive and download your own customized KPI checklist.

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.

TIMESTAMPS:

(00:00:00) – Introduction

(00:00:56) – Update to WGA Strike

(00:03:00) – Trey Kollmer's background

(00:06:00) – Scaling compute for AI training experiments with GPT-4 as reference point

(00:09:00) – Inflection's plan to acquire 22,000 H100s to reach GPT-4 scale compute in 5 days

(00:12:00) – Addressing knowledge cutoff in LLMs using search engines

(00:15:00) – Inserting structured search results into prompts with metadata

(00:16:07) – Sponsors: Netsuite | Omneky

(00:18:00) – Comparing approach to Perplexity system

(00:18:08) — Fresh LLMs

(00:21:00) – Microsoft’s Self-taught Optimizer (STOP): Recursive self-improvement framework

(00:24:00) – STOP framework works with GPT-4 but not GPT-3.5

(00:27:00) – STOP removed sandbox flag in some cases

(00:30:00) – LLMs represent space and time with probe models

(00:33:00) – Visualizations show emergence of spatial maps

(00:33:14) — OpenAI rumours

(00:36:00) – Techniques like linear probes and holdout studies

(00:39:00) – DNNs extrapolate predictably by falling back to ignorance

(00:42:00) – Testing different architectures, loss functions, distribution shifts

(00:45:00) – Design systems to be conservative out of distribution

(00:48:00) – Potential for recursive architecture search

(00:50:21) — LLMs represent Space and Time

(00:51:00) – Vision API enabling more capable web agents

(00:54:00) – Discussion of research insights

(00:57:00) – Thoughts on stochastic parrots debate

(01:11:25) — Deep Neural Networks Tend to Extrapolate Predictably

X/Social

@labenz (Nathan)

@treyko (Trey)

@CogRev_Podcast

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 [email protected].