Yunus - Copy Trader - Quant
Systematic edge in crypto — algo strategies, ML signals & quantitative research. Building alpha in public.
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Live $BTC system update:
Signal fired: momentum exhaustion long.
Entry: structural confirmation triggered.
Initial position: 0.5x normal size (drawdown regime active).
Not every signal gets full size.
Context determines allocation.
This is systematic risk management, not fear.
Following rules under pressure is the actual edge.
#Bitcoin #AlgoTrading #BuildingInPublic #CryptoTrading
Signal fired: momentum exhaustion long.
Entry: structural confirmation triggered.
Initial position: 0.5x normal size (drawdown regime active).
Not every signal gets full size.
Context determines allocation.
This is systematic risk management, not fear.
Following rules under pressure is the actual edge.
#Bitcoin #AlgoTrading #BuildingInPublic #CryptoTrading
What separates a 1.5 Sharpe system from a 3.0 Sharpe system:
Not the entry.
Not the indicator.
Exit logic.
Position sizing.
Drawdown regime rules.
Entry accounts for maybe 20% of performance.
Most retail traders spend 80% of their time on it.
$BTC $ETH #AlgoTrading #SystematicTrading #QuantTrading
Not the entry.
Not the indicator.
Exit logic.
Position sizing.
Drawdown regime rules.
Entry accounts for maybe 20% of performance.
Most retail traders spend 80% of their time on it.
$BTC $ETH #AlgoTrading #SystematicTrading #QuantTrading
$BTC hourly return distribution is not normal.
Fat tails. Skewed. Kurtosis 4.8.
Strategies that assume normal distribution will underestimate tail risk.
This is why standard stop-loss formulas fail in crypto.
The model needs to know what distribution it's in.
Most don't.
#Bitcoin #AlgoTrading #QuantTrading #CryptoTrading
Fat tails. Skewed. Kurtosis 4.8.
Strategies that assume normal distribution will underestimate tail risk.
This is why standard stop-loss formulas fail in crypto.
The model needs to know what distribution it's in.
Most don't.
#Bitcoin #AlgoTrading #QuantTrading #CryptoTrading
Year 1 of systematic trading:
- 847 trades
- 3 months of drawdown
- Considered quitting twice
Year 2:
- Portfolio Sharpe 2.8
- All 3 systems positive
- Drawdown regime identified and managed
The compounding doesn't start until you stop changing the rules.
$BTC $ETH #AlgoTrading #BuildingInPublic #CryptoTrading
- 847 trades
- 3 months of drawdown
- Considered quitting twice
Year 2:
- Portfolio Sharpe 2.8
- All 3 systems positive
- Drawdown regime identified and managed
The compounding doesn't start until you stop changing the rules.
$BTC $ETH #AlgoTrading #BuildingInPublic #CryptoTrading
Walk-forward validation on BTC momentum:
In-sample (2021-2022): Sharpe 3.87
Out-of-sample (2023-2024): Sharpe 2.89
Degradation: 25%.
Below the 50% industry standard decay.
When out-of-sample is close to in-sample,
you have an edge.
When it's not, you have curve fitting.
$BTC #AlgoTrading #QuantTrading #Bitcoin
In-sample (2021-2022): Sharpe 3.87
Out-of-sample (2023-2024): Sharpe 2.89
Degradation: 25%.
Below the 50% industry standard decay.
When out-of-sample is close to in-sample,
you have an edge.
When it's not, you have curve fitting.
$BTC #AlgoTrading #QuantTrading #Bitcoin
I've seen BD deals at exchanges worth $2M+ monthly to the exchange.
What drives them?
Volume. Consistent volume.
Not price. Not market cap.
The metric exchanges care most about is retained volume.
Systematic traders bring retained volume.
Retail traders bring one-time volume then quit.
This is why exchanges prefer institutional flow.
#CryptoInsider #Bitcoin #AlgoTrading
What drives them?
Volume. Consistent volume.
Not price. Not market cap.
The metric exchanges care most about is retained volume.
Systematic traders bring retained volume.
Retail traders bring one-time volume then quit.
This is why exchanges prefer institutional flow.
#CryptoInsider #Bitcoin #AlgoTrading
Drawdown regime analysis on $BTC momentum system:
Normal regime: max 8% drawdown, recovers in 12 days average
Drawdown regime: max 15.9%, recovery 31 days
Knowing which regime you're in changes position sizing.
Most traders size the same regardless of regime.
That's not systematic. That's lazy.
#Bitcoin #AlgoTrading #RiskManagement
Normal regime: max 8% drawdown, recovers in 12 days average
Drawdown regime: max 15.9%, recovery 31 days
Knowing which regime you're in changes position sizing.
Most traders size the same regardless of regime.
That's not systematic. That's lazy.
#Bitcoin #AlgoTrading #RiskManagement
The 1,895-trade BTC system has a win rate of 49%.
That means 51% of trades are losers.
Still Sharpe 3.14.
Because the winners are 2.3x the size of losers on average.
Win rate is the most overrated stat in retail trading.
Expected value is what matters.
#Bitcoin #AlgoTrading #QuantTrading
That means 51% of trades are losers.
Still Sharpe 3.14.
Because the winners are 2.3x the size of losers on average.
Win rate is the most overrated stat in retail trading.
Expected value is what matters.
#Bitcoin #AlgoTrading #QuantTrading
Copy trading math:
Master account: +18% monthly (exceptional month)
Average: +4-6% monthly
Your cut after platform fees: 3-5%
The math only works if the master is systematic.
Discretionary traders have 3x the variance.
Good copy trading is finding a system, not a person.
$BTC #CopyTrading #Binance #AlgoTrading
Master account: +18% monthly (exceptional month)
Average: +4-6% monthly
Your cut after platform fees: 3-5%
The math only works if the master is systematic.
Discretionary traders have 3x the variance.
Good copy trading is finding a system, not a person.
$BTC #CopyTrading #Binance #AlgoTrading
I asked 50 traders at my exchange:
"What's your maximum drawdown rule?"
47 said: "I don't have one."
A strategy with Sharpe 2.0 and no drawdown rule
will eventually hit a drawdown that ends the account.
Max drawdown is not just a stat.
It's a survival parameter.
$BTC $ETH #RiskManagement #AlgoTrading #CryptoTrading
"What's your maximum drawdown rule?"
47 said: "I don't have one."
A strategy with Sharpe 2.0 and no drawdown rule
will eventually hit a drawdown that ends the account.
Max drawdown is not just a stat.
It's a survival parameter.
$BTC $ETH #RiskManagement #AlgoTrading #CryptoTrading
Orderflow participation asymmetry signals.
68% of configurations: positive expectation.
32%: flat or negative.
The system only trades the 68%.
Sounds obvious.
Almost no retail trader applies a filter this strict.
They trade every setup.
Then wonder why the equity curve doesn't go up.
#AlgoTrading #Bitcoin #CryptoTrading
68% of configurations: positive expectation.
32%: flat or negative.
The system only trades the 68%.
Sounds obvious.
Almost no retail trader applies a filter this strict.
They trade every setup.
Then wonder why the equity curve doesn't go up.
#AlgoTrading #Bitcoin #CryptoTrading
3 uncorrelated instruments.
$BTC momentum.
$ETH structural.
ES scalper.
Single-instrument risk: concentrated.
Multi-instrument: participation asymmetry in your favor.
When BTC mean-reverts, ES might trend.
The portfolio doesn't stop working.
Uncorrelated is the most underrated concept in retail trading.
#AlgoTrading #QuantTrading #CryptoTrading
$BTC momentum.
$ETH structural.
ES scalper.
Single-instrument risk: concentrated.
Multi-instrument: participation asymmetry in your favor.
When BTC mean-reverts, ES might trend.
The portfolio doesn't stop working.
Uncorrelated is the most underrated concept in retail trading.
#AlgoTrading #QuantTrading #CryptoTrading
Volatility compression lasted 11 sessions.
Historical data: 73% of similar setups resolved upward within 48 hours.
I had no position.
Waiting for structural confirmation before entry is not weakness.
It's the edge.
Most traders feel they need to always be in.
That feeling costs them money.
$BTC #Bitcoin #AlgoTrading #SystematicTrading
Historical data: 73% of similar setups resolved upward within 48 hours.
I had no position.
Waiting for structural confirmation before entry is not weakness.
It's the edge.
Most traders feel they need to always be in.
That feeling costs them money.
$BTC #Bitcoin #AlgoTrading #SystematicTrading
Most $BTC traders are long-biased.
Structurally. Emotionally. Permanently.
A momentum exhaustion signal fired short last week.
I took it.
Being right isn't the goal.
Following the signal is.
The P&L follows that, not the other way around.
#Bitcoin #AlgoTrading #CryptoTrading
Structurally. Emotionally. Permanently.
A momentum exhaustion signal fired short last week.
I took it.
Being right isn't the goal.
Following the signal is.
The P&L follows that, not the other way around.
#Bitcoin #AlgoTrading #CryptoTrading
ES Scalper system. 6 months. 847 trades.
Sharpe 2.43.
Win rate 65.2%.
Profit factor 1.70.
+1,050 ticks total.
1.7 ticks per trade average.
Doesn't sound exciting.
Compounded over 847 trades, it is.
#Futures #AlgoTrading #SystematicTrading #ES
Sharpe 2.43.
Win rate 65.2%.
Profit factor 1.70.
+1,050 ticks total.
1.7 ticks per trade average.
Doesn't sound exciting.
Compounded over 847 trades, it is.
#Futures #AlgoTrading #SystematicTrading #ES
I see liquidity reports before they're public.
What I've learned:
Exchanges move price to hunt stops before big orders.
This is not conspiracy. It's market structure.
Systematic models don't have a stop at the "obvious" level.
That's not an accident.
$BTC $ETH #CryptoInsider #Bitcoin #AlgoTrading
What I've learned:
Exchanges move price to hunt stops before big orders.
This is not conspiracy. It's market structure.
Systematic models don't have a stop at the "obvious" level.
That's not an accident.
$BTC $ETH #CryptoInsider #Bitcoin #AlgoTrading
Backtest Sharpe 3.14 does not mean live Sharpe 3.14.
Industry standard decay: ~50%.
Realistic live expectation: 1.0 to 1.8.
That's still 3x better than most hedge funds.
The mistake is expecting backtest = live.
The discipline is building with decay already priced in.
#AlgoTrading #QuantTrading #Bitcoin
Industry standard decay: ~50%.
Realistic live expectation: 1.0 to 1.8.
That's still 3x better than most hedge funds.
The mistake is expecting backtest = live.
The discipline is building with decay already priced in.
#AlgoTrading #QuantTrading #Bitcoin
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