阿豪量化工程師

Many gold traders lose because they can't resist exiting early or adding to positions impulsively.
These are the XAUUSD EA's actual trades from yesterday 📈
A trend-following, split-position approach, with entries and exits strictly guided by rules—overcoming human weaknesses.
The strategy continues to run steadily, even in choppy markets.
Quantitative trading: earn through a system, not by gambling on luck.

Gold EA Live Trading Record📈
Two months of live trading, starting capital of 50,000, cumulative return of 61.22%
Fully automated execution throughout, free from emotional interference, with strict risk management
Maximum floating loss of just 0.09%, with a steady upward equity curve
No chasing trades or holding onto losing positions—systematically capturing gold market swings
No need to stay up all night watching the markets
Want to experience the trading style firsthand? A view-only account is available✅

Forex and gold traders, Hao is sharing another set of live trading data from an EA-managed quantitative account yesterday 📊
The EA runs fully automatically, and every order is fully documented and available for review.
No subjective market guessing—the position allocation mechanism strictly controls risk. The account’s net profit yesterday was USD 11,806.60.

Honestly, Hao’s opinion doesn’t determine whether an EA quantitative strategy works well, but live trading data will give you the answer 🚨
The market is the only true test of a strategy.

Major U.S. Events Next Week

🔥 One of the strategies in A-Hao’s strategy library: a trend-following strategy with staggered positions
✅ No guessing tops or picking bottoms—follow the market’s overall trend and capture the main moves
✅ A unique position-splitting mechanism avoids going all-in at once, reducing the risk of losses on any single trade
✅ Automatically executed by an EA, free from human emotions such as greed and fear
✅ Capture the full profit in trending markets without being easily shaken out early by volatility
✅ Parameters are continuously refined to adapt to different market conditions

Below is the live trading profit and loss record for this period 📊

Sharing a split-position, trend-following quantitative strategy that A-Hao has been testing recently 📊
It started with a deposit of 100,000. After running tests for a while, the account balance reached 188,497.30.
There were some floating drawdowns along the way, and not every trade was profitable. When market conditions didn’t align with the strategy, I reviewed the trading records, optimized the parameters, and continued refining it.

My biggest takeaway from this period: a quantitative strategy isn’t something you can simply code and leave to generate effortless profits. Once it’s running in a live market, factors like liquidity, trading sessions, and entry details still need ongoing refinement.
I’m recording the live trading data from this stage for now, and will share updates if anything changes. This is only a record of a testing phase; past performance does not guarantee future profits, and trading involves significant risk.

If you’re researching EA-based quantitative trading, follow A-Hao. You’re welcome to join the discussion and share your live testing experiences 🤝

📊 Last week’s live trading record | Quantitative strategies don’t chase huge profits from a single trade; they rely on systematic discipline and risk management to steadily build results.

A-Hao’s Weekly Report 📊
A steady strategy is the antidote to trading.
No need to watch the market every moment or let its fluctuations sway your emotions.
Trading shouldn’t be a source of stress in your life—it should be a tool for steadily building returns.
Real profits never come from getting rich overnight.
They come from laying a foundation with risk management, executing with discipline, and steadily building results over the long term.
Trading isn’t a gamble.
It’s about building a quantitative system that can help you go further and stay the course.
Set aside subjective emotions and let an EA strategy execute automatically.
Leave the professional work to the professionals ✨

While others rush to watch the charts and catch market moves as soon as they wake up, A-Hao starts the day by reviewing yesterday’s returns 📊
Yesterday’s live EA gold trading | Total profit: +1477.40
✅ Profit factor: 24.91 | ✅ Sharpe ratio: 1.04
✅ Maximum drawdown: just 2.67%—risk controls firmly in place
Multiple short positions were entered in sequence, with the system executing trades automatically based on signals—following the rules and staying free from emotional influence.
No need to stay up late watching the charts or waiting for market moves. Let EA carry out your trading discipline to the very end.
Want to learn more about quantitative EA trading? Follow us. Account access is available for viewing: #量化 #Forex

Attention all gold and forex traders in Taiwan 🔥 Ah Hao’s live trading update from yesterday
Manual trading often means relying on luck to make profits and panicking when you lose.
Quantitative trading uses data to set rules and overcome human weaknesses 💥
No need to watch the markets alone—the system automatically detects and executes signals ❗️
Follow Ah Hao for ongoing quantitative live trading updates. Open for observation, with nothing held back 😎 #Forex

Forex and gold traders across Taiwan, A-Hao is back to share yesterday’s results!🔥
“Quant trading ends in math, and math ends in making money 🤣”
Promise Old Wang—no more placing trades manually all by yourself!💥
Free up your hands and make trading easier❗️

Here are this week’s results. I’m looking forward to seeing how next week goes! If you’d like to exchange experiences, feel free to follow me. Hope you find this helpful—let’s keep encouraging each other!

Quantitative Gold Trading vs. Subjective Trading | Five Core Advantages

1. Emotion-free trading: Quantitative systems are neither greedy nor fearful, and never hold onto losing positions—they execute as soon as a signal appears. The greatest enemy of subjective trading is always human nature and emotion running out of control.
2. Around-the-clock operation: Automated market monitoring 24/7 and millisecond-level execution mean no missing overnight sessions or cross-time-zone market moves. People get tired and hesitate; programs remain disciplined.
3. Strategies can be backtested with data: Every strategy is validated against historical data, with clear figures supporting win rates, drawdowns, and risk-reward ratios. Subjective trading relies only on “gut feeling” and cannot be scientifically validated.
4. Risk controls are enforced: Stop-losses, position sizes, and daily loss limits are all preset, with automatic circuit breakers for extreme market conditions. Subjective traders may give in to wishful thinking, deepen their losses, and become hostage to the market.
5. Highly replicable: A mature strategy can run across multiple accounts and instruments simultaneously, with the marginal cost of scaling up capital approaching zero. Subjective trading depends heavily on an individual's state of mind, and the more capital involved, the easier it is for performance to become distorted and lose control.
#量化 #ForexGold

I’m A-Hao. I used to be a programmer; today, I’m a quantitative trader who rebuilt my career with data and reason after plunging into the abyss of emotional trading.

Before 2023, I was convinced that the logical thinking I’d developed over years of programming would make it easy to understand the markets. Reality proved me wrong. Like most retail traders, I had no mature trading system or solid risk management. I placed trades based on gut feelings about the charts and whatever I was feeling in the moment. I’d often watch the markets late into the night. Even with a plan in place, I couldn’t resist chasing a rally; once a position went into the red, I’d panic and cut my losses. The market had me firmly in its grip. Day after day, emotional trading drove repeated drawdowns in my account, resulting in cumulative losses of 1.2 million. That unforgettable experience made me realize that a retail trader’s greatest opponent has never been the market—it’s human nature left unchecked.

After reflecting deeply on those losses, I put my programming skills to work and abandoned discretionary trading altogether. 2023 became a turning point in my trading career. I devoted myself to studying EA-based quantitative automated trading, repeatedly backtesting data, refining strategies, and building risk controls. After a great deal of work, I developed my own fully automated EA trading system. Powered by vast amounts of data, it monitors and executes trades automatically around the clock, removing greed and fear from the equation and making objective decisions based solely on strategy signals.

Having gone from a retail trader with million-dollar losses to moving forward steadily with a quantitative system, I’ve come to understand this deeply: the ultimate salvation in trading isn’t predicting the market. It’s using rules to keep human nature in check, reason to overcome emotion, and quantitative methods to navigate volatility. Data has no emotions; reason leaves no room for flaws. A systematic approach is the path to long-term compounding.
#量化 #Forex