# Your quant team needs this in loop. Your alpha factors decay in 6-12 months....
Canonical: https://social-archive.org/yena/8kNFwQ7Zte
Original URL: https://x.com/RitOnchain/status/2070763378315039022
Author: venus
Platform: x
## Content
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.