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Kye Gomez (swarms) Profile picture
Kye Gomez (swarms)
@KyeGomezB
22 y/o Founder @swarms_corp - Building The Agent Economy. Researching Multi-Agent Collaboration, Multi-Modal Models, Mamba/SSM models, reasoning, and more
Apr 19 • 9 tweets • 7 min read
Introducing OpenMythos

An open-source, first-principles theoretical reconstruction of Claude Mythos, implemented in PyTorch.

The architecture instantiates a looped transformer with a Mixture-of-Experts (MoE) routing mechanism, enabling iterative depth via weight sharing and conditional computation across experts.

My implementation explores the hypothesis that recursive application of a fixed parameterized block, coupled with sparse expert activation, can yield improved efficiency–performance tradeoffs and emergent multi-step reasoning.

Learn more ⬇️🧵Image 2 /

I hypothesize that Mythos is a Recurrent-Depth Transformer (RDT) a class of looped transformer in which a fixed set of weights is applied iteratively across T loop steps within a single forward pass.

Crucially, reasoning occurs entirely in continuous latent space. There is no intermediate token emission between steps. This is structurally distinct from chain-of-thought and has been formally analyzed (Saunshi et al., 2025; COCONUT, 2024).Image
Oct 17, 2024 • 11 tweets • 4 min read
A thread 🧵on my vast arrays of essays on economics

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A Theory on Value Creation

I wrote "A Theory on Value Creation" to bridge the gap between traditional economic models and the contemporary economic landscape, where innovation, networks, human capital, and technological advancements play pivotal roles in value creation. This paper formalizes a comprehensive framework for understanding how both tangible and intangible resources interact with technology and time to generate value. It integrates theoretical rigor with practical applications across microeconomic, macroeconomic, and sector-specific contexts.

github.com/kyegomez/A-The…
Jun 15, 2024 • 9 tweets • 4 min read
Introducing Search Arena – The Ultimate Platform for Evaluating Search-Based Web Agents! 🕵️‍♂️🔍

Having reliable search tools is more critical than ever. But, finding the best search-based web agents can be challenging. That's why we built Search Arena.

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There are countless search-based web agents available, but how do you know which one performs the best? The quality and efficiency of these agents can vary widely, making it tough to choose the right one for your needs. 😕

buff.ly/3Vib25q
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Jun 4, 2024 • 10 tweets • 3 min read
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Introducing the Python Documentation Generator Agent, an advanced tool designed to revolutionize the way we handle documentation. Learn how this agent can save thousands of hours by automating the documentation process for your Python projects.

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Writing detailed and comprehensive documentation is a time-consuming task. Our agent simplifies this by automatically generating high-quality, multi-page professional documentation tailored to your code's unique structure and functionality.

chatgpt.com/g/g-leayXL34J-…