Automated Design of Agentic Systems
Researchers are investing substantial effort in developing powerful general-purpose agents, wherein Foundation Models are used as modules within agentic systems (e.g. Chain-of-Thought, Self-Reflection, Toolformer). However, the history of machine learning teaches us that hand-designed solutions are…
Jeff Clune - Agent AI Needs Darwin
AI professor Jeff Clune ruminates on open-ended evolutionary algorithms—systems designed to generate novel and interesting outcomes forever. Drawing inspiration from nature’s boundless creativity, Clune and his collaborators aim to build “Darwin Complete” search spaces, where any computable environ…
How AI is transforming science, and more...
As soon as the last ice age glaciers melted, Indigenous people occupied this site
A recently discovered archaeological site in Saskatchewan, dated to just less than 11,000 years ago is the oldest settlement in the region by about 1,500 years. It also is evidence that Indigenous people settled there…
The Fractured Entangled Representation Hypothesis (Intro)
What if today's incredible AI is just a brilliant "impostor"? This episode features host Dr. Tim Scarfe in conversation with guests Prof. Kenneth Stanley (ex-OpenAI), Dr. Keith Duggar (MIT), and Arkash Kumar (MIT).While AI today produces amazing results on the surface, its internal understanding is…
The Fractured Entangled Representation Hypothesis (Kenneth Stanley, Akarsh Kumar)
Are the AI models you use today imposters?
Please watch the intro video we did before this: https://www.youtube.com/watch?v=o1q6Hhz0MAg
In this episode, hosts Dr. Tim Scarfe and Dr. Duggar are joined by AI researcher Prof. Kenneth Stanley and MIT PhD student Akash Kumar to discuss their fascinati…
DeepMind Genie 3 [World Exclusive] (Jack Parker Holder, Shlomi Fruchter)
![DeepMind Genie 3 [World Exclusive] (Jack Parker Holder, Shlomi Fruchter)](https://cdn-images-3.listennotes.com/podcasts/machine-learning/deepmind-genie-3-world-mh71sJtTLZP-wnyg2bT5MVF.300x300.jpg)
This episode features Shlomi Fuchter and Jack Parker Holder from Google DeepMind, who are unveiling a new AI called Genie 3. The host, Tim Scarfe, describes it as the most mind-blowing technology he has ever seen. We were invited to their offices to conduct the interview (not sponsored).Imagine you…
EP 316 Ken Stanley on the AI Representation Problem
Jim talks with Ken Stanley about the Fractured Entanglement Representation hypothesis in deep learning neural networks. They discuss open-endedness in AI systems & evolution, the Picbreeder experiment & its significance, the objective paradox of finding things by not looking for them, comparisons b…
Hyperagents
🤗 Upvotes: 21 | cs.AI
Authors:
Jenny Zhang, Bingchen Zhao, Wannan Yang, Jakob Foerster, Jeff Clune, Minqi Jiang, Sam Devlin, Tatiana Shavrina
Title:
Hyperagents
Arxiv:
http://arxiv.org/abs/2603.19461v1
Abstr…
Will AI replace scientists?
Guests:
Jeff Clune, CIFAR AI chair at the Victor Institute and Professor of Computer Science at the University of British Columbia in Vancouver, Canada
Jessamyn Fairfield from NUI Galway
Matthew Campbell from TCD
What Most People Get Wrong About Evolution | Akarsh Kumar
A lot of people in AI treat evolution as a dumb fallback, basically random search for when you can't take a gradient. Akarsh Kumar thinks that is wrong. Selection hangs on to partial solutions, so mutations only need to be useful about 1% of the time for the search to keep making progress.Akarsh is…
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