# imbue-bit/AlphaGPT

基于深度强化学习的开源自动因子工厂。

Repository: https://github.com/imbue-bit/AlphaGPT
Canonical: https://ross.abutalabs.com/products/alphagpt
Language: Python
License: Apache-2.0
License Family: permissive
Topics: deep-learning, finance, math, quant, quantitative-finance, sr, transformer, uniswap-v4
Last push: 2026-06-12T11:57:51+00:00

## Health v2 (maintenance only)
Score: 55/100 (v2, computed 2026-09-03T02:20:16.233290+00:00)
- activity 87, release rhythm 35, longevity 17
- inputs: {"age_days": 238, "days_push": 82, "days_rel": null, "gap_med": null, "n_releases_24m": 0}
- flags: no_releases
- formula: round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)

## Adoption (not part of the score)
Stars 3073, forks 3128 (observed 2026-08-28T04:07:41.615591+00:00)

## What it is
AlphaGPT is an open-source automated factor factory based on deep reinforcement learning for quantitative finance. It mines and generates alpha factors using deep learning techniques such as transformers.

## Use cases
- automatically mine alpha factors for quant trading
- build a deep reinforcement learning factor factory
- generate quantitative factors from market data
- research RL-based factor discovery for finance
- apply transformers to quantitative finance signals

## When to choose
- you need automated alpha factor generation for quant strategies
- you want to experiment with deep RL in quantitative finance
- you trade crypto or DeFi venues like Uniswap v4 and need factor research tooling

## When to avoid
- you need a turnkey, production-grade trading system with execution and risk management
- you require guaranteed returns or audited financial software
- you cannot work with Python-based ML research code

## Facets
- artifact type: library
- maturity: active
- function: machine-learning, deep-learning, reinforcement-learning, trading
- domain: fintech, machine-learning, deep-learning
- platform: python
- tags: quantitative-finance, factor-mining, alpha-factors, transformer, uniswap-v4, quant, cryptocurrency

## Member repositories
- imbue-bit/AlphaGPT (main) score 55

## Provenance
- Observed fields: from GitHub, fetched 2026-08-28T04:07:41.615591+00:00.
- Health v2: computed from the inputs above; adoption is never an input.
- Inferred fields (summary, facets, guidance): AI-extracted, prompt v1, taxonomy v1, on 2026-08-30T07:27:56.987568+00:00, confidence not recorded.
  - readme: https://github.com/imbue-bit/AlphaGPT (fetched 2026-08-28T04:07:41.615591+00:00, sha cdd0ee428739)
- Data as of 2026-08-30T08:39:29.467469+00:00.