Your quant team needs this in loop. Your alpha factors decay in 6-12 months.

This open-source LLM framework generated consistent alpha for 4 YEARS straight across S&P 500 & CSI 500.

AlphaAgent uses 3 autonomous agents with AST-based regularization to kill alpha decay:

• Idea Agent → proposes market hypotheses

• Factor Agent → builds factors w/ originality enforcement

• Eval Agent → backtests & refines via feedback loops

Fully open-source. Bookmark it.