<div dir="ltr">Yes, interactions between not only LLMs but also other configurations can indeed lead to emergence. In fact, using an Agent Based Model (ABM) (like in <a href="http://swarm.org">swarm.org</a>) to generate complex data and then training a deep learning model on that data holds a lot of promise. A good example is how DeepMind approached predicting plasma behavior to contain nuclear fusion reactions. Traditional models couldn’t accurately predict plasma behavior, but by first using a swarm.org-type model to generate emergence to genrate training data, they were able to build an AI deep learning model that was used to contain the plasma.<br>I would not be surprised if this approach is developed sometime in future to manage complexity more efficiently.</div><br><div class="gmail_quote"><div dir="ltr" class="gmail_attr">On Sat, 9 Nov 2024 at 17:35, Pietro Terna <<a href="mailto:pietro.terna@unito.it">pietro.terna@unito.it</a>> wrote:<br></div><blockquote class="gmail_quote" style="margin:0px 0px 0px 0.8ex;border-left:1px solid rgb(204,204,204);padding-left:1ex"><u></u>
<div>
<font size="4" face="EB Garamond"> Sure, but it is not impossible
to have the OpenAI agents that interact and generate emergent
effects, with the possibility of having them interacting in a deep
way using natural language.<br>
<br>
Best, Pietro (a rather old guy, formerly Swarm programmer for
ABM)</font><br>
<br>
<br>
<div>Il 09/11/24 16:19, Pieter Steenekamp ha
scritto:<br>
</div>
<blockquote type="cite">
<div dir="ltr">The two "swarms" are quite different.<br>
<br>
Swarm.org aims to create complex behaviors from simple
interactions between simple agents. <br>
<br>
On the other hand, OpenAI's swarm involves many different AI
agents interacting with each other. However, it doesn't
specifically focus on emergence of complexity, which is the main
idea behind <a href="http://swarm.org" target="_blank">swarm.org</a>.</div>
<br>
<div class="gmail_quote">
<div dir="ltr" class="gmail_attr">On Sat, 9 Nov 2024 at 16:49,
Pietro Terna <<a href="mailto:pietro.terna@unito.it" target="_blank">pietro.terna@unito.it</a>>
wrote:<br>
</div>
<blockquote class="gmail_quote" style="margin:0px 0px 0px 0.8ex;border-left:1px solid rgb(204,204,204);padding-left:1ex">
<div> <font size="4" face="EB Garamond"> For people who
created <a href="http://www.swarm.org" target="_blank">http://www.swarm.org</a>
or used it, have a look at <br>
<a href="https://github.com/openai/swarm/blob/main/README.md" target="_blank">https://github.com/openai/swarm/blob/main/README.md</a><br>
<br>
Two completely different worlds or a unique one?<br>
<br>
Best, Pietro</font><br>
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