Shashank Yadav on Why AI Agents Will Replace Hedge Funds

Fraction AI explores autonomous trading agents that design, backtest, and execute on-chain strategies, pairing AI validation with enforced risk controls.

Key Takeaways

  • Interactive AI agents build, validate, backtest, and codify user trading ideas into deployable strategies on Index mainnet without coding.
  • Perpetual futures (perps) are the preferred instrument: simple directional leverage, easier mechanics than options or expiring futures, ideal for agent execution.
  • AI-driven workflows debate user rationale, extract ideas, run large-scale backtests, output probability/confidence estimates, and iterate to reduce hallucinations.
  • Agents operate in a sandboxed DSL with enforced limits; they never access user wallets and cannot transfer funds, preventing full-balance or unauthorized trades.
  • A marketplace will let users create, rent, license, or allocate capital to successful agents; top-performing agents attract capital and evolve over time.
  • Start by stating market beliefs, use AI to generate and test thousands of strategy variants, and join the community (Discord/beta) to learn and deploy winners.

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Shashank Yadav on Why AI Agents Will Replace Hedge Funds

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