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SMAOG Strategy: The "Three-Layer Bulletproof Vest" Upgraded Dip-Buyer

Nickname: Bulletproof Dip-Buyer, OG Veteran Occupation: Steady dip-buyer with three layers of protection Timeframe: 5 minutes (suitable for day trading)

I. What Is This Strategy?​

Simply put, SMAOG is a strategy that:

  • Added "three layers of bulletproof vest" on top of SMAIP3v2
  • More "picky" when selling, only sells when momentum weakens
  • Uses "progressive take-profit," the longer you hold, the lower the target

Like an "enhanced version" of SMAIP3v2, wearing three more layers of bulletproof vests, more cautious when buying dips, smarter when selling 🛡️

II. Core Configuration: Basically "Run When You've Made Enough"​

Take-Profit Rules (ROI Table)​

Just entered       → Run when 10% profit
After 30 minutes   → Run when 5% profit
After 60 minutes   → Run when 2% profit

Translation: Target is high when just entering (10%), but gets more "impatient" over time, eventually running at 2%. This design is pretty smart - don't let capital get locked up too long.

Stop Loss Rules​

Lose 23% → Admit defeat and exit
Profit reaches 2% → Start trailing stop, pull back 0.5% and run

Translation:

  • Stop loss same as SMAIP3v2, quite "generous"
  • But trailing stop is more sensitive (0.5% vs SMAIP3v2's 0.3%), locks in profits faster

III. 1 Buy Condition: But Protection Is Thick​

This strategy also has 1 buy signal, but more protection mechanisms:

🎯 Core Buy: Trend Up + Price Pullback + No Crash (Three-Layer Detection)​

Plain English:

"Major trend is up (EMA50 > EMA200), price is above long-term moving average, now pulled back below buy line, and - here's the key - no crash in the past 10 minutes, 1 hour, or 12 hours, then I buy!"

Code Translation:

EMA50 > EMA200                    # Medium-term trend up
Price > EMA200                     # Long-term trend also up
pair_is_bad < 1                   # Three-layer crash detection all untriggered
Price < buy threshold(MA × 0.968) # Pullback in place
Has volume                         # Not a dead coin
→ Buy!

IV. Protection Mechanism: 3 Layers of "Crash Protection Net"​

SMAOG has one more layer of long-term protection than SMAIP3v2, and uses rolling method:

Protection LayerTime RangeThresholdPlain English
Layer 110 minutes (2 candles)19.8%"Just crashed 20%, don't touch!"
Layer 21 hour (12 candles)17.2%"Crashed 17% this hour, wait a bit!"
Layer 312 hours (144 candles)55.5%"Crashed 55% today, this coin has problems!"

This design is more comprehensive than SMAIP3v2 - short, medium, long-term all have protection, preventing you from "catching falling knives" at various time scales 🛡️

V. Sell Logic: More "Picky" Than Buying​

5.1 Basic Sell: Above Line + Momentum Weakening​

Price > sell threshold(EMA × 0.985)
AND (any one of the following)
  - Open lower than previous candle (price weakening)
  - RSI < 50 (momentum insufficient)
  - RSI declining (momentum decaying)
→ Sell

Plain English:

"Price above sell line? Wait, let me check momentum... hmm, open is lower / RSI weak / RSI dropping, okay then, time to sell."

This is different from SMAIP3v2 - SMAIP3v2 sells when price reaches the line, SMAOG checks momentum again, keeps holding if strong 😎

5.2 Comparison: SMAIP3v2 vs SMAOG​

DimensionSMAIP3v2SMAOG
Crash Protection Layers2 layers3 layers (added 12 hours)
Protection MethodFixed shift candlesRolling sliding window
Sell Momentum FilterNoneYes (3 conditions)
Smart Exit RejectionYesNo
ROI DesignFixed 2.6%Progressive (10%/5%/2%)

One Sentence: SMAOG is more "cautious," has more protection, but lost SMAIP3v2's "smart exit rejection" feature.

VI. This Strategy's "Personality Traits"​

✅ Pros (Compliment Time)​

  1. Three-Layer Protection in Place: Short, medium, long-term crash detection, more comprehensive falling knife prevention
  2. Smarter Selling: Momentum filter avoids premature selling
  3. Progressive Take-Profit: The longer you hold, the easier to exit, doesn't let capital get locked up
  4. Protection Parameters Optimizable: All three thresholds support Hyperopt optimization

⚠️ Cons (Roast Time)​

  1. Limited Parameter Optimization: Buy/sell core parameters can't be optimized, only protection parameters can
  2. More Computation: 3 rolling windows, older machines might struggle a bit
  3. Protection May Be Too Sensitive: Three layers might miss some opportunities after "fake crashes"

VII. Applicable Scenarios: When to Use It?​

Market EnvironmentRecommended ActionReason
Clear Uptrend🔥 Use it!Three-layer protection safer
High Volatility Market✅ Very suitableCrash detection helps avoid fake pullbacks
Downtrend❌ Don't useTrend filter will block buying
After Extreme Crash⚠️ Use cautiouslyThree-layer protection might all trigger, can't buy

VIII. Summary: How's This Strategy Really?​

One-Sentence Evaluation​

"A dip-buyer wearing three bulletproof vests, more cautious than SMAIP3v2, but might miss some opportunities."

Who Should Use It?​

  • ✅ Trend traders pursuing safety
  • ✅ Victims of "crash dip-buying getting trapped"
  • ✅ People who can accept 23% stop loss
  • ✅ Steady traders doing major coins

Who Shouldn't Use It?​

  • ❌ Short-termers pursuing high-frequency trading
  • ❌ Adventurers wanting to buy crashed coins
  • ❌ Conservatives with strict stop losses (like 5%)
  • ❌ People who don't want to spend time tuning parameters

My Suggestions​

  1. Pick Coins with Moderate Volatility: Three-layer protection might be too sensitive on high volatility coins
  2. Adjust Protection Thresholds: Tune the three thresholds based on coin characteristics
  3. Comparative Testing: Compare with SMAIP3v2, see which fits your trading pairs better
  4. Watch Momentum Exit: Observe if momentum filter effectively avoids premature selling

IX. What Markets Can This Strategy Make Money In?​

9.1 Core Logic: Three-Layer Protection + Momentum Exit​

SMAOG is the "enhanced bulletproof version" of the SMAIP series. Code has three more protection calculations and momentum exit filtering than SMAIP3v2.

Its Money-Making Philosophy:

  • Safety First: Three layers of protection, don't buy crashes
  • Trend is King: EMA50 > EMA200, only trade uptrends
  • Momentum Exit: Don't sell when strong, wait for momentum to weaken

9.2 Performance in Different Markets (Plain English Version)​

Market TypePerformance RatingPlain English Explanation
📈 Clear Uptrend⭐⭐⭐⭐⭐Home field! Three-layer protection helps avoid fake pullbacks
🔄 Oscillating Uptrend⭐⭐⭐⭐☆Still can make money, protection reduces fake signals
📉 Downtrend⭐☆☆☆☆Can't get buy signals, capital sleeps
⚡ High Volatility Sideways⭐⭐☆☆☆Three-layer protection might all trigger, can't buy

One-Sentence Summary: Safer when trends are good, but might miss some opportunities after "fake crashes."

X. Want to Run This Strategy? Check These Configurations First​

10.1 Trading Pair Configuration​

Configuration ItemRecommended ValueCommentary
Number of Pairs5-20 pairsRolling calculation a bit heavy, don't do too many
Coin SelectionMajor coinsAltcoins have high volatility, three-layer protection might all trigger

10.2 Key Configuration File Settings​

# Recommended configuration
timeframe: 5m
stoploss: -0.23  # Or adjust based on risk preference
minimal_roi:
  "0": 0.10    # Just entered target 10%
  "30": 0.05   # After 30 minutes target 5%
  "60": 0.02   # After 60 minutes target 2%

# Trailing stop
trailing_stop: true
trailing_stop_positive: 0.005
trailing_stop_positive_offset: 0.02

# Protection thresholds (can adjust based on coins)
pair_is_bad_0_threshold: 0.555  # 12 hours
pair_is_bad_1_threshold: 0.172  # 1 hour
pair_is_bad_2_threshold: 0.198  # 10 minutes

10.3 Hardware Requirements​

Number of PairsMinimum MemoryRecommended MemoryExperience
1-10 pairs2GB4GBSmooth
10-50 pairs4GB8GBNormal
50+ pairs8GB16GBRolling calculation has pressure

Note: 3 rolling window calculations are more than SMAIP3v2, older machines might struggle a bit.

10.4 Backtesting vs Live​

Rolling window performance in backtesting and live might differ, suggestions:

Recommended Process:

  1. Backtest and tune parameters first (protection parameters are optimizable)
  2. Run simulation for at least 1 month
  3. Observe actual trigger frequency of three-layer protection
  4. Small capital live test
  5. Gradually increase capital

Don't go all-in right away, three layers of protection is good, but might also miss opportunities!

XI. Bonus: The Strategy Author's "Little Thoughts"​

Looking carefully at the code, you'll find some interesting things:

  1. OG's Meaning: Strategy name SMAOG, might mean "Original Gangster" (veteran level)

    "I'm the enhanced version of SMAIP series, I have bulletproof vests!" 🛡️

  2. Three-Layer Rolling Protection: Uses rolling windows instead of fixed shift

    "No matter when the crash happens, I can detect it!"

  3. Buy Parameters Not Optimized: Core parameters locked, only protection optimized

    "Core logic can't be messed with, but protection thresholds can adjust per coin"

  4. Momentum Exit: More "picky" than SMAIP3v2

    "Above the line isn't enough, I only sell when momentum weakens"

XII. Final Words​

One-Sentence Evaluation​

"A dip-buyer wearing three bulletproof vests, safer but might miss some opportunities."

Who Should Use It?​

  • ✅ Trend traders pursuing safety
  • ✅ Steady traders doing major coins
  • ✅ People who can accept 23% stop loss
  • ✅ People with time to tune parameters

Who Shouldn't Use It?​

  • ❌ Short-termers pursuing high-frequency trading
  • ❌ Adventurers wanting to buy crashed coins
  • ❌ Conservatives with strict stop losses
  • ❌ People who don't want to spend time understanding three-layer protection

Manual Trader Suggestions​

If you're trading manually, you can borrow the core ideas from this strategy:

  • Use EMA50/EMA200 to judge trend
  • Set three-layer crash detection rules (10 minutes, 1 hour, 12 hours)
  • Check momentum when selling, keep holding if strong
  • Use progressive take-profit, the longer you hold, the lower the target

XIII. ⚠️ Risk Re-emphasis (Must Read This Section)​

Backtesting Looks Beautiful, Live Trading Needs Caution​

SMAOG's three-layer protection looks perfect - but be aware:

Three-layer protection might be too sensitive, on high volatility coins might trigger frequently, leading to missed opportunities after some "fake crashes."

Simply put: Wearing too much bulletproof gear, sometimes you can't run fast.

Hidden Risks of Complex Strategies​

Be careful in live trading:

  • Protection Oversensitivity: Three-layer protection might miss some rebounds after "fake crashes"
  • Calculation Delay: Rolling window calculations might have delay in high-frequency situations
  • Parameter Dependency: Protection thresholds have big impact on strategy performance

My Suggestions (Real Talk)​

1. Adjust three-layer protection thresholds based on coins
2. Test with SMAIP3v2 first, then compare with SMAOG
3. Observe actual trigger frequency of three-layer protection
4. Can appropriately relax thresholds for high volatility coins
5. Don't expect protection to stop all crashes

Remember: Three bulletproof vests are good things, but sometimes wearing too much you get hot and can't run. Light position testing, staying alive is most important! 🙏