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AI Evolution: a system never truly ends

When the market shifts or a system starts to drift, the AI proposes the next version — v1 → v2. You compare and confirm; nothing auto-applies and the money-path is untouched.

4 min read

What AI Evolution is

Markets change, and a system that worked in one regime can slowly stop working in the next. AI Evolution watches for that: a deterministic drift detector notices regime change or behavior degradation, and when it fires, the AI proposes a new version of the system — v1 → v2 — using the same optimizer that improves running systems.

The rule: AI recommends, human confirms

This is a hard line on the platform. Evolution never mutates a live system on its own. It hands you a proposed v2; you compare v1 vs v2 in a backtest and decide. Nothing auto-applies, and the money-path is untouched until you approve.

When to use it

  • A system that used to perform is drifting — instead of scrapping it, evolve it deliberately.
  • The market has clearly changed regime and your design was built for the old one.

The pitfall

Rubber-stamping v2. A proposal is a hypothesis, not an upgrade — compare it honestly on the same data and reject it if it doesn’t clearly beat v1. Evolution is a decision you make, not an automatic improvement you accept. (Flag-gated; an advanced capability.)

Next

To test structural variants side by side, use Branches, A/B & Compare; prove the winner in Test Lab & Proof.

Reading is free. So is testing.

Paper trading costs nothing and needs no card. Build a system, backtest it on real candles, and decide from the result.