One topic at the center of the AI universe this week is a potential breakthrough called Q*. Little has been revealed about this OpenAI project, other than its likely relationship to solving certain grade-school mathematical problems. Amid much speculation, we decided to bring in our new general partner, Anjney Midha – focused on all things AI – to sift through the sea of noise. Today, we discuss the key frontier research areas that AI labs are exploring on their path toward generalizable intelligence, from self-play, to model-free reinforcement learning to synthetic data. Anjney also shares his insights on which approach he expects to be most influential in the next wave of LLMs and why math problems are even a suitable testing ground for this kind of research.
One topic at the center of the AI universe this week is a potential breakthrough called Q*. Little has been revealed about this OpenAI project, other than its likely relationship to solving certain grade-school mathematical problems.
Amid much speculation, we decided to bring in our new general partner, Anjney Midha – focused on all things AI – to sift through the sea of noise.
Today, we discuss the key frontier research areas that AI labs are exploring on their path toward generalizable intelligence, from self-play, to model-free reinforcement learning to synthetic data. Anjney also shares his insights on which approach he expects to be most influential in the next wave of LLMs and why math problems are even a suitable testing ground for this kind of research.
Topics Covered:
02:03 - What is Q*?
06:21 - Applying model-free reinforcement learning to complex spaces
13:17 - The role of self-play
19:04 - Synthetic data’s big unlock
24:44 - What does this unlock for society?
Resources:
Follow Anjney on Twitter: https://twitter.com/AnjneyMidha
Stay Updated:
Find a16z on Twitter: https://twitter.com/a16z
Find a16z on LinkedIn: https://www.linkedin.com/company/a16z
Subscribe on your favorite podcast app: https://a16z.simplecast.com/
Follow our host: https://twitter.com/stephsmithio
Please note that the content here is for informational purposes only; should NOT be taken as legal, business, tax, or investment advice or be used to evaluate any investment or security; and is not directed at any investors or potential investors in any a16z fund. a16z and its affiliates may maintain investments in the companies discussed. For more details please see a16z.com/disclosures.