---
title: "Is there potential in AI+ quantitative trading: Finally got the quantitative script running and triggered the first trade"
type: "Topics"
locale: "en"
url: "https://longbridge.com/en/topics/40293640.md"
description: "$NVIDIA(NVDA.US) $Invesco QQQ Trust(QQQ.US) $Tesla(TSLA.US) $Microsoft(MSFT.US) $Alphabet(GOOGL.US) $Seagate Tech(STX.US) $Intel(INTC.US) After N rounds of parameter tuning and official SDK debugging, I've handcrafted an AI-assisted QQQ 0DTE options quantitative trading system. Finally got the paper trading to run and triggered the first order from the quantitative strategy..."
datetime: "2026-04-29T15:20:54.000Z"
locales:
  - [en](https://longbridge.com/en/topics/40293640.md)
  - [zh-CN](https://longbridge.com/zh-CN/topics/40293640.md)
  - [zh-HK](https://longbridge.com/zh-HK/topics/40293640.md)
author: "[亡命天涯](https://longbridge.com/en/profiles/21626037.md)"
---

# Is there potential in AI+ quantitative trading: Finally got the quantitative script running and triggered the first trade

$NVIDIA(NVDA.US) $Invesco QQQ Trust(QQQ.US) $Tesla(TSLA.US) $Microsoft(MSFT.US) $Alphabet(GOOGL.US) $Seagate Tech(STX.US) $Intel(INTC.US) After N rounds of parameter tuning and debugging the official SDK, I've manually built an AI-assisted QQQ 0DTE options quantitative trading system. Finally got the paper trading to run and triggered the first order from the quantitative strategy.

The reason for building this is simple, inspired by an excellent Longbridge community member @热血青年. The advantage of quantitative trading is to avoid those persistent pitfalls in manual trading:

1\. When averaging down against the trend, always thinking "it'll bounce back if it drops just a little more," but you've already fallen into the averaging down trap, buying more as it falls further, until your account balance is devoured by the increasing position.

2\. When profitable, greed for more, watching profits turn from paper gains to givebacks, or even from profit to loss.

3\. The hardest to overcome is the unwillingness to stop loss, and then the price quickly rebounds after you stop out, leaving you chasing the high and getting trapped again.

4\. Severe time decay of options in the late night, waking up to find them worthless.

The essence of these problems is, ultimately, emotional traps—fear, greed, wishful thinking. Each emotion can distort judgment at critical moments, making one lose rationality in market volatility. For example, buying $500 worth doesn't cause me psychological stress, and it's easy to double it. But once I increase the position size, a 30-point fluctuation makes me question my life choices and whether I'm right.

The best part of a quantitative strategy is its complete detachment from emotion. It won't average down against the trend, won't get greedy for profits, and won't harbor wishful thinking. It only strictly executes preset rules. Of course, being quantitative doesn't guarantee profitability itself; it's just the executor. The quality of the strategy is the key to success or failure.

The core strategy of the current version is my "bullish trend reversal model" based on short-term trading experience. It captures breakout signals via 5-minute K-lines, overlays the MAS20 volume indicator, and when volume amplifies to a preset multiple, combines trend characteristics of high-point pullbacks or low-point rebounds, supplemented by MACD trend lines, to comprehensively judge entry timing.

Turning live trading experience into a quantitative strategy, letting AI generate preliminary code, the strategy layer is responsible for generating signals, the risk control module strictly manages stop-loss and take-profit, the pricing model calculates option value in real-time, and the core engine connects all modules to ensure instruction execution.

Getting the first step to run is just a good start. The strategy needs constant optimization, the system needs continuous iteration. The plan is to run two months of paper trading to tune parameters, download K-line data from the past two years for simulation backtesting, continuously optimize, and strive to switch to live quantitative trading for profit as soon as possible.

### Related Stocks

- [QQQ.US](https://longbridge.com/en/quote/QQQ.US.md)
- [SQQQ.US](https://longbridge.com/en/quote/SQQQ.US.md)
- [PSQ.US](https://longbridge.com/en/quote/PSQ.US.md)
- [TSLA.US](https://longbridge.com/en/quote/TSLA.US.md)
- [MSFT.US](https://longbridge.com/en/quote/MSFT.US.md)
- [GOOGL.US](https://longbridge.com/en/quote/GOOGL.US.md)
- [GOOG.US](https://longbridge.com/en/quote/GOOG.US.md)
- [STX.US](https://longbridge.com/en/quote/STX.US.md)
- [INTC.US](https://longbridge.com/en/quote/INTC.US.md)
- [04335.HK](https://longbridge.com/en/quote/04335.HK.md)
- [NVDA.US](https://longbridge.com/en/quote/NVDA.US.md)

## Comments (22)

- **橙子皮太厚 · 2026-04-30T18:08:44.000Z**: Can you give some guidance!!! Please make a tutorial.
- ***烟火声* · 2026-04-29T22:57:22.000Z · 👍 1**: Technical skills👏
- **一意g行 · 2026-04-29T21:45:35.000Z**: Is only one API needed?
  - **亡命天涯** (2026-04-29T23:38:15.000Z): Longbridge has openapi interfaces that can be called. You just need to log in to the web version and apply for an apikey and token.
- **PreBillionaire · 2026-04-29T17:18:26.000Z · 👍 1**: Impressive impressive 👍 I'll give it a try tomorrow too.
- **坚决不入坑 · 2026-04-29T16:49:44.000Z**: Boss, how do I set up trading through a simulated account?
  - **亡命天涯** (2026-04-29T17:02:06.000Z): Log in to the Longbridge web version, there's an API entry point. Go apply to activate an API key. Inside, there's a token for switching accounts. Just pass the simulated account's token when calling 
- **巴菲特长沙分特 · 2026-04-29T16:30:59.000Z**: mark，希望后续可以反馈效果，我一直想做没来得及做
  - **亡命天涯** (2026-04-29T16:39:51.000Z): If you want to do it, just go ahead and do it. It's actually not that hard.
- **Elonwang · 2026-04-29T16:00:54.000Z · 👍 1**: Impressive
  - **亡命天涯** (2026-04-29T16:40:04.000Z): Just for fun
- **热血青年 · 2026-04-29T15:55:02.000Z · 👍 3**: 👍🏻
  - **新能源_87ba4G** (2026-04-29T16:04:17.000Z): Awesome!
  - **亡命天涯** (2026-04-29T16:18:53.000Z): Worship the boss
- **爱炒股的阿伟 · 2026-04-29T15:34:00.000Z**: Did you write it yourself? Or is it open source?
  - **亡命天涯** (2026-04-29T15:39:07.000Z): We need a preliminary concept and framework, which can be written by AI, with ourselves responsible for outputting the requirements, and the AI implementing them.
  - **新能源_87ba4G** (2026-04-30T16:34:28.000Z): Do I still need to buy the OpenAPI market data? The default activity didn't include it...
  - **亡命天涯** (2026-04-30T16:37:08.000Z): Yes, I'm going to buy.