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25+ autonomous agents debate every trading day across 4 layers and evolve in real time — • Real-outcome scoring on ev...

marc.kaz · 2025-12-03T16:06:46.000Z · in Stocks, Vol. 2

100k ft — What is this?

25+ autonomous agents debate every trading day across 4 layers and evolve in real time — • Real-outcome scoring on ev...

toolA-tier

50k ft — Why care?

25+ autonomous agents debate every trading day across 4 layers and evolve in real time. — @marc.kaz; demonstrates AI agents, algorithmic trading.

agentsfinance/tradingopen sourceprompt engineering

10k ft — Key takeaways

(no takeaways yet)

5k ft — Tools & techniques

(no tools tagged) AI agents, algorithmic trading

1k ft — Deep-dive / try it

25+ autonomous agents debate every trading day across 4 layers and evolve in real time. Ships with: • Real-outcome scoring on every recommendation • Weakest agent gets its prompt rewritten • Sharpe ratio decides: commit survives or gets reverted • Detects regime shifts, spawns new strategies • Runs on a $20/month VM with real capital Inspired by autoresearch + swarm dynamics. 👉 https://github.com/chrisworsey55/atlas-gic Who’s running evolutionary trading agents today? Drop a 🔥 marc.kaz 1d 🚨 ATLAS: EVOLUTIONARY AI TRADING JUST OPEN-SOURCED 25+ autonomous agents debate every trading day across 4 layers and evolve in real time. Ships with: • Real-outcome scoring on every recommendation • Weakest agent gets its prompt rewritten • Sharpe ratio decides: commit survives or gets reverted •…

Transcript excerpt

What's up guys, this is an AI agent trading swarms, so that sounds pretty crazy. Inspired by auto research, reflexivity and swarm dynamics, but it's pointed directly at financial markets. So this is crazy, this is interesting. 25 plus autonomous agents debate every trading day across four layers. This is crazy guys, go check it out.

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