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🧠 How AI Agents Learned to Agree Through Structured Debate

Mak Sò on July 13, 2025

A close look at how the Orka reasoning stack enabled multi agent convergence Introduction Picture six AI agents with clashing worldvi...
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Ashley Childress

I love this! The setup is brilliant and your overall post is well written and easy to follow. I'm curious to see where this type of tech goes in the future 🤔

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Mak Sò

Thanks 🙏 I'm trying out the fully local experiment and it’s been surprisingly insightful. Cost was definitely a trade-off for execution time, but having full control over orchestration and the reasoning loop gave me a much clearer picture of how agent flows behave under real conditions. Still early days, but the implications for local, explainable cognition are starting to take shape. Excited to keep pushing it and see where it leads 🚀

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Ashley Childress

Definitely keep us in the loop! I'm excited to see what you come up with 🪄⚡️

Good luck with it, too! I know from experience how agents like to misbehave sometimes 😉

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Doug Wilson

Freakin' fascinating! This is gonna take a couple more reads and some deep reflection (aka a couple of whiskeys), but thank you so much for sharing it.

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Mak Sò

Love that reaction that’s exactly the spirit 🥃. This stuff needs time (and maybe a smoky single malt) to settle in.
Would genuinely love to hear your take once it marinates. The whole point of Orka is to spark this kind of reflection.

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Mak Sò

of course! just let's get in contact on linkedin! linkedin.com/in/marcosomma/

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Matthew Cummins

I may have accidentally independently done similar. This has been the focus of much of my effort.

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Mak Sò

Also stay tuned I'm try now with local models (deepseek-r1:32b) I will share outcome soon!

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Matthew Cummins

Consider me tuned :)

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Mak Sò

Hehe let's get in touch to share experience but anyway remember that orka would love to get collaboration.... Feel free to fork and play with it!

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okram_mAI

Interesting!