QuantaAlpha transforms how you discover quantitative alpha factors by combining LLM intelligence with evolutionary strategies. Just describe your research direction, and watch as factors are automatically mined, evolved, and validated through self-evolving trajectories.

Alpha 因子挖掘系统 v3.0 — 模块化自动化因子挖掘平台 (表达式/遗传编程/深度学习三模式, A股+美股, CLI+Streamlit+Notebook)

PandaAI 因子大赛上手与在线挖掘技能：环境体检、登录、字段算子速查、可续跑批量回测与成本折算复盘 · Onboarding and online factor mining for PandaAI

Interpretable quantitative factor mining with genetic programming, NumPy/Pandas, and a Torch GPU panel backend.

基于LLM的量化因子开发Agent

多市场端到端量化因子研究平台——以增量为核心的因子挖掘、防过拟合护栏、风险组合、模拟执行、无人值守运营，可审计、可复现。

基于python遗传算法编写的Alpha因子挖掘引擎，无gplearn封装，内置IC,ICIR计算，归一化打分，轻量化变异迭代流水线

MCP Server for WorldQuant Brain alpha factor mining — 世坤 Brain 回测因子 MCP 服务

H-SPAE AlphaAgent: session-persistent harness for LLM-driven alpha factor mining with memory, resume, context compression, and reproducible artifacts.

RR-Agent — 自研 A股量化研究工作台 · 因子库 · ML 选股 · CPCV/DSR 回测 · 组合优化 · 算法执行。Self-developed quantitative research workbench for China A-shares: in-house factor library, ML stock selection, CPCV+DSR-validated backtesting, industry-neutral portfolio optimization. Built on multi-source-validated ReachRich data. 不构成投资建议。

OKX AlphaPilot — AI Quant Trading Platform for OKX. Auto Alpha Factor Mining via Reinforcement Learning & Transformer. Supports Multi-Factor Portfolio Fusion, OKX v5 WebSocket Feed, Backtesting & Live Risk-controlled Trading.⚡ OKX AlphaPilot | 面向 OKX 交易所的全链路 AI 量化交易中枢。基于强化学习（REINFORCE）与 Transformer 自动挖掘 Alpha 因子算子公式，支持多因子组合融合、WebSocket 实时行情/持仓推送、离线

Honest multi-agent research framework — skill, Python engine, MCP product.

LLM-assisted factor discovery with point-in-time evaluation, recoverable campaigns, and reproducible artifacts. | 大语言模型辅助因子挖掘：时点一致评估、可恢复执行与可复现研究文件。

Parse, check, and de-duplicate formulaic alpha expressions. Structural novelty against an accepted book, not just standalone IC.

OpenAlpha→qmt factor bridge: tested pipeline from factor expressions to AlphaFactor interface

使用符号回归在中国股市与加密市场上进行高效因子挖掘。