ReinforcedSmoothScalp Strategy: The "Mosquito Blood-Sucking Method" for High-Frequency Scalping
Nickname: Mosquito Blood-Sucker
Profession: Professional Vampire (no wait, professional scalper)
Timeframe: 1 Minute
I. What is This Strategy?
Simply put, ReinforcedSmoothScalp is:
- High-frequency trading,疯狂刷单
- Only make 2% each time, mosquito meat is still meat
- Strict conditions, layer after layer of screening, won't act easily
Like a mosquito 🦟—one bite doesn't take much, but with many bites, it adds up! As long as you don't get swatted, you can keep sucking.
II. Core Configuration: Basically "Run After Making 2%"
Take Profit Rule (ROI Table)
Make 2% → Run immediately
Translation: This strategy is a "run after making a little" type. 2%? Enough! Lock it in!
Stop Loss Rule
Lose 10% → Cut and stop
Translation: Gives plenty of breathing room, not the "glass heart" type that stops out at every little move.
Risk-Reward Ratio: Make 2%, lose 10%, ratio 1:5.
What does this mean? You can lose 5 times, win once, and still break even! Of course, if you can get a 50% win rate, that's a guaranteed profitable business.
III. One Buy Condition: But You Must Pass 5 Checkpoints
The strategy nominally has only 1 buy condition, but it's actually 5 sub-conditions that ALL must be met!
Like checking three generations of family history before a blind date, can't miss any! 🤣
🎯 Full Condition Analysis
Plain English Translation:
| # | Condition | Human Translation |
|---|---|---|
| 1 | Open < EMA_Low | Open price should be below EMA lower band, meaning price is relatively low |
| 2 | ADX > 30 | Trend must be clear, can't be that wishy-washy ranging |
| 3 | MFI < 30 | Money must be flowing out, meaning people are panic selling |
| 4 | FastK < 30 AND FastD < 30 AND golden cross | Stochastic must be oversold, AND just started turning up |
| 5 | Close > resampled SMA | Big direction must be up, can't go against trend |
Summary:
"All 5 conditions must be met before this strategy acts. This isn't decision paralysis—this is OCD at its finest!"
IV. Protection Mechanism: Trend Filter + Multi-Layer Confirmation
4.1 Resampled Trend Filter
This strategy has a clever trick—resampling.
What does it mean? Simply put:
- You're trading at 1-minute level
- But checking 5-minute level trend
- Only when big direction is up, dare to enter
Plain English:
"Like looking for a job—not only checking if the position is good, but also if the company is solid, if the industry is hot. Triple insurance!"
4.2 Stop Loss Protection
| Protection Type | Parameter | Purpose |
|---|---|---|
| Hard stop loss | 10% | Maximum 10% loss, survival tool |
| Trend filter | Resampled SMA | Don't enter against trend |
| ADX filter | > 30 | Don't enter in ranging market |
V. Sell Logic: Run After Making Enough, No Greed
5.1 Take Profit: Simple and Direct
Make 2% → Run immediately
Plain English:
- Not greedy, mosquito meat is still meat
- Quick in-and-out, accumulation leads to significant gains
5.2 Sell Signals
Strategy also actively judges when to sell:
| Scenario | Condition | Plain English |
|---|---|---|
| Price shot up | Open ≥ EMA_High | Price hit upper band, about done |
| Stochastic overbought | FastK or FastD crosses above 70 | Rose too much, time to rest |
| CCI confirmation | CCI > 100 | Confirms overbought, can exit |
Classic Line:
"Made money, that's about enough, don't be greedy!"
VI. This Strategy's "Personality Traits"
✅ Pros (Praise Section)
- Doesn't Act Randomly: 5 layers of screening, high signal quality
- Follows Major Trend: Resampled filter, no counter-trend trading
- Friendly Risk-Reward: Lose 5 times, win once, still break even
- High-Frequency Accumulation: Mosquito meat adds up to full stomach
⚠️ Cons (Roast Section)
- High Trading Frequency: Fees are a big problem, need low-fee exchange
- Slippage Sensitive: 1-minute level, slippage can eat your profits
- Goes on Strike in Ranging Markets: ADX > 30 required, basically lying flat in ranging markets
- Long Only: Can only watch during downtrends
VII. Applicable Scenarios: When to Use It?
| Market Environment | Recommendation | Reason |
|---|---|---|
| Clear Uptrend | 🚀 Heavy Position | ADX filter effective, trend-following is sweet |
| Ranging Sideways | 🛌 Lie Flat and Wait | Few signals, might as well rest |
| Downtrend | 🍿 Watch Show | Long only, cannot short |
| High Volatility Chaos | 🤔 Cautious | Slippage will eat profits |
VIII. Summary: How's This Strategy Really?
One-Liner Review
"Master of high-frequency scalping, but extremely sensitive to fees and slippage."
Who Should Use It?
- ✅ Those with low-fee exchanges
- ✅ Can run 60+ trading pairs
- ✅ Have quant experience
- ✅ Pursue stable small profits
Who Shouldn't Use It?
- ❌ High-fee exchanges
- ❌ Can only run a few trading pairs
- ❌ Want to get rich overnight
- ❌ No patience to watch charts
My Advice
- Find a low-fee exchange: High-frequency trading is extremely sensitive to fees
- Multiple pairs for diversification: Strategy author suggests at least 60
- Watch slippage: Main gap between backtest and live is here
- Paper trade first: Get familiar before going live
IX. What Markets Can This Strategy Make Money In?
9.1 Core Logic: Accumulate Small Gains
ReinforcedSmoothScalp is a classic scalping strategy. Its money-making philosophy:
"Don't pursue one big win, pursue countless small wins. Mosquito meat adds up!"
- Multi-Layer Confirmation: 5 conditions layer by layer, ensure signal quality
- Trend Filter: Resampling ensures following major trend
- Quick Take Profit: 2% and run, not greedy
9.2 Performance in Different Markets (Plain English Version)
| Market Type | Rating | Plain English Explanation |
|---|---|---|
| 📈 Clear Uptrend | ⭐⭐⭐⭐⭐ | Clear trend, trend-following, sweet |
| 🔄 Ranging Sideways | ⭐⭐☆☆☆ | ADX condition not met, few signals |
| 📉 Downtrend | ⭐⭐⭐☆☆ | Long only, can only watch during drops |
| ⚡ High Volatility Chaos | ⭐⭐☆☆☆ | Slippage too big, fees eat profits |
One-line summary: Performs best in clear trends, lies flat and waits in ranging markets.
X. Want to Run This Strategy? Check These Configurations First
10.1 Trading Pair Configuration
| Config Item | Recommended Value | Note |
|---|---|---|
| Number of pairs | ≥ 60 | Strategy author explicitly recommends, diversify risk |
| Timeframe | 1m | Don't change, this is the lifeline of high-frequency |
| Trading fees | ≤ 0.1% | Lower is better, otherwise fees eat profits |
10.2 Key Configuration Settings
# Take profit
minimal_roi:
"0": 0.02 # 2% take profit
# Stop loss
stoploss: -0.10 # 10% stop loss
# Timeframe
timeframe: 1m
10.3 Hardware Requirements (Important!)
This strategy is high-frequency, has system requirements:
| Trading Pairs | Minimum Memory | Recommended Memory | Experience |
|---|---|---|---|
| Under 60 | 4 GB | 8 GB | Decent |
| Over 60 | 8 GB | 16 GB | Smooth |
Warning: Don't run this on an old VPS, it'll lag until you question life! 😅
10.4 Backtest vs Live
Backtest looks beautiful:
- No slippage
- Perfect execution
- Impressive profits
Live reality is harsh:
- 1-minute level slippage is huge
- High-frequency trading fee accumulation
- Exchange API latency
Recommended Process:
- Run backtest first, understand logic
- Paper trade to test
- Small capital live verification
- Confirm stability before adding position
Don't go all-in right away, no matter how good the strategy, it needs to be calibrated!
XI. Bonus: The Strategy Author's "Little Tricks"
Looking carefully at the code, you'll find some interesting things:
-
Adjustable resampling factor:
resample_factor = 5"Think signals are too few? Can lower this value. Think signals are too noisy? Can raise it."
-
EMA channel design: Calculates EMA for High/Close/Low separately
"Upper and lower bands both available, clear where resistance and support are."
-
Commented-out backup conditions: There's a commented-out buy condition section in the code
"Author probably thought too many conditions would reduce signal frequency, so commented it out."
XII. Final Words
One-Liner Review
"Model student of high-frequency scalping, but needs low fees and many pairs to work with."
Who Should Use It?
- ✅ Those with low-fee exchanges
- ✅ Can run many trading pairs
- ✅ Pursue stable small profits
- ✅ Have quant experience
Who Shouldn't Use It?
- ❌ High fees
- ❌ Can only run a few pairs
- ❌ Want to get rich overnight
- ❌ Don't like high-frequency trading
Manual Trader Recommendations
Strongly NOT recommended for manual trading:
- High signal frequency, humans can't keep up
- 1-minute level requires continuous monitoring
- Execution speed requirements too high
XIII. ⚠️ Risk Re-emphasis (Must Read Section)
Backtests Are Beautiful, Live Trading Requires Caution
ReinforcedSmoothScalp's historical backtest performance often looks beautiful—but there's a trap:
High-frequency strategies in backtests usually have no slippage, but live slippage can eat half your profits.
Simply put: Backtest is ideal state, live is a battlefield.
Hidden Risks of Complex Strategies
In live trading, complex logic can lead to:
- Slippage eroding profits: 1-minute level, slippage may be bigger than take profit target
- Fee accumulation: High-frequency trading fee accumulation is shocking
- API latency: Exchange API latency may miss best prices
My Advice (Real Talk)
1. Find an exchange with fees ≤ 0.1%
2. Run at least 60 trading pairs to diversify risk
3. Test with small capital for at least 1 month first
4. Observe live vs backtest differences, adjust expectations
Remember: Mosquito blood-sucking strategy—sucking a lot can fill you up, but only if you survive without getting swatted! 🙏
Final Reminder: No matter how good the strategy, when the market teaches you a lesson, it doesn't give notice. Test with small positions—staying alive is most important!