Experimental system · Paper trading phase · Not financial advice · Past performance does not guarantee future results

Backtest Performance

145 symbols · 20,611 total trades · Starting capital $10,000 per symbol

All results are from backtesting on historical data with 0.05% slippage and $1 commission per trade. Past performance does not guarantee future results.

12-Month Window

151 symbols
+29.8%
Median Strategy Return
+32.2%
Mean Alpha vs B&H
61.6%
Symbols Beating B&H
-19.2%
Median Max Drawdown

Top 10 by Value Add ($)

# Symbol Return Alpha End Value Cycles
1
SNDK
+1992.8% +845.1% $209,282 6
2
ONDS
+1511.7% +820.4% $161,172 8
3
TMC
+725.0% +530.5% $82,501 13
4
CIFR
+625.8% +466.1% $72,577 13
5
OPEN
+690.1% +439.4% $79,015 8
6
ASST
+325.2% +362.8% $42,519 3
7
SYM
+405.8% +291.4% $50,578 12
8
JMIA
+450.7% +213.7% $55,068 14
9
WOLF
+370.0% +195.3% $47,001 5
10
APLD
+354.8% +190.1% $45,484 12

Top 10 by Harvestability

# Symbol Return Alpha End Value Harv.
1
ASST
+325.2% +362.8% $42,519 40.9
2
MU
+30.0% -297.3% $12,995 20.8
3
TMC
+725.0% +530.5% $82,501 18.6
4
SIDU
+143.9% +156.2% $24,394 13.7
5
TWLO
+29.7% +33.8% $12,969 13.3
6
OPEN
+690.1% +439.4% $79,015 12.6
7
CIFR
+625.8% +466.1% $72,577 11.2
8
ONDS
+1511.7% +820.4% $161,172 10.7
9
WOLF
+370.0% +195.3% $47,001 10.7
10
IREN
+359.5% +99.1% $45,950 10.6

24-Month Window

151 symbols
+63.2%
Median Strategy Return
+62.9%
Mean Alpha vs B&H
68.9%
Symbols Beating B&H
-33.5%
Median Max Drawdown

Top 10 by Value Add ($)

# Symbol Return Alpha End Value Cycles
1
QBTS
+4150.6% +3299.0% $425,063 26
2
RKLB
+3668.1% +2187.9% $376,808 23
3
RGTI
+2874.7% +2003.4% $297,472 25
4
TMC
+1904.4% +1521.6% $200,443 22
5
ONDS
+1511.7% +807.7% $161,172 8
6
EOSE
+1861.0% +768.1% $196,095 20
7
LUNR
+761.1% +698.2% $86,113 22
8
CIFR
+776.9% +423.2% $87,694 24
9
OPTT
+447.5% +410.8% $54,749 11
10
ARQQ
+400.2% +390.5% $50,015 16

Top 10 by Harvestability

# Symbol Return Alpha End Value Harv.
1
ASST
-77.2% -301.8% $2,282 47.5
2
OKLO
-102.2% -602.1% $-223 21.5
3
SIDU
+42.4% +94.2% $14,243 16.4
4
ARQQ
+400.2% +390.5% $50,015 15.7
5
TMC
+1904.4% +1521.6% $200,443 15.4
6
RGTI
+2874.7% +2003.4% $297,472 14.8
7
PLUG
+23.2% +64.4% $12,320 13.8
8
IREN
+833.9% +313.2% $93,388 12.7
9
LUNR
+761.1% +698.2% $86,113 12.4
10
WOLF
+46.8% +72.4% $14,683 12.0

36-Month Window

151 symbols
+137.5%
Median Strategy Return
+270.7%
Mean Alpha vs B&H
76.8%
Symbols Beating B&H
-37.3%
Median Max Drawdown

Top 10 by Value Add ($)

# Symbol Return Alpha End Value Cycles
1
RGTI
+11605.1% +10126.9% $1,170,512 36
2
TMC
+5362.4% +4835.8% $546,236 30
3
RKLB
+5498.7% +4056.2% $559,874 32
4
ASTS
+3372.0% +2169.3% $347,202 28
5
QBTS
+4150.6% +2131.1% $425,063 26
6
HUT
+2376.6% +1888.0% $247,665 41
7
QUBT
+1804.5% +1394.5% $190,448 16
8
ONDS
+1511.7% +1104.1% $161,172 8
9
HOOD
+1678.7% +1014.4% $177,866 36
10
IONQ
+1571.6% +1006.0% $167,161 31

Top 10 by Harvestability

# Symbol Return Alpha End Value Harv.
1
ASST
-77.2% -77.2% $2,282 47.5
2
RGTI
+11605.1% +10126.9% $1,170,512 19.0
3
SIDU
-69.6% +27.7% $3,037 17.3
4
ARQQ
+131.0% +184.9% $23,100 16.9
5
TMC
+5362.4% +4835.8% $546,236 16.6
6
PLUG
-56.9% +30.3% $4,312 15.3
7
OPTT
+369.2% +399.4% $46,918 14.0
8
EKSO
+127.2% +180.4% $22,718 13.8
9
SMR
+524.7% +493.4% $62,473 13.7
10
IREN
+833.9% -299.8% $93,388 12.7

48-Month Window

151 symbols
+136.2%
Median Strategy Return
+394.1%
Mean Alpha vs B&H
74.8%
Symbols Beating B&H
-40.2%
Median Max Drawdown

Top 10 by Value Add ($)

# Symbol Return Alpha End Value Cycles
1
APLD
+13039.8% +12898.2% $1,313,982 45
2
TMC
+6920.2% +6630.1% $702,021 34
3
SYM
+3306.0% +2860.7% $340,596 47
4
RGTI
+2690.1% +2630.2% $279,006 37
5
APP
+3176.8% +2546.6% $327,678 31
6
ASTS
+3476.8% +2303.0% $357,678 35
7
RKLB
+2626.1% +1936.9% $272,612 35
8
QBTS
+1967.1% +1884.8% $206,708 38
9
NVDA
+2033.3% +1329.6% $213,333 32
10
HUT
+1409.3% +1322.9% $150,933 46

Top 10 by Harvestability

# Symbol Return Alpha End Value Harv.
1
ASST
-77.2% -10.0% $2,282 47.5
2
RGTI
+2690.1% +2630.2% $279,006 19.4
3
TMC
+6920.2% +6630.1% $702,021 17.5
4
OPTT
+136.2% +198.1% $23,622 16.5
5
SIDU
-96.4% +3.2% $358 16.3
6
QBTS
+1967.1% +1884.8% $206,708 16.2
7
ARQQ
-44.7% +51.2% $5,528 15.1
8
OPEN
+168.0% +219.8% $26,797 14.4
9
ONDS
+97.8% -22.6% $19,777 14.2
10
HUT
+1409.3% +1322.9% $150,933 13.4

Drawdown Disclosure

Not all symbols perform equally. Some lose money. The median max drawdown across the universe ranges from 19.2% (12-month) to 40.2% (48-month). Individual symbols can experience drawdowns exceeding 50%.

The engine's edge comes from aggregate compounding across many symbols over many cycles — not from every individual trade being a winner. With a win rate that improves over longer windows, the compounding effect accelerates, but short-term losses are an inherent part of the system.