Home AI Hacker News ChrisWorsey55/Atlas-GIC: Introducing ATLAS by General Intelligence Capital—Self-Enhancing AI Trading Agents Leveraging Karpathy-Style...

ChrisWorsey55/Atlas-GIC: Introducing ATLAS by General Intelligence Capital—Self-Enhancing AI Trading Agents Leveraging Karpathy-Style Autoresearch on GitHub

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Unlocking the Future of Autonomous AI Trading with General Intelligence Capital

Dive into the world of autonomous AI trading with ATLAS, a pioneering framework developed by General Intelligence Capital. Inspired by Karpathy’s autoresearch, our innovative system deploys a multi-layered approach to optimize trading agents based on real market feedback.

Key Features:

  • Four Layers of Analysis:

    • Layer 1: Macro insights (10 agents) determine risk regimes.
    • Layer 2: Sector desks (7 agents) identify top-performing stocks.
    • Layer 3: Superinvestors (4 agents) filter sector picks through distinct philosophies.
    • Layer 4: Decision-making (4 agents) synthesizes and executes strategies.
  • Evolutionary Learning:

    • Over 378 days, agents adapt and optimize prompts based on performance.
  • Impressive Results:

    • +22% return during the deployment phase over just 173 days.

Join the conversation about the future of AI in finance! Share your thoughts and insights below. Let’s explore this exciting frontier together!

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