← Strategy Research Lab
Experiment log · GP

Searching for profit that survives costs

9,400,320 unique configurations in this batch; 3315 finalists received full and recent stress replays. Starting cash: ৳100,000. Data through 2026-10-13. Compute: local connected computer, 4 CPU threads.

Full historical period: 2009-11-16 → 2026-10-13 (16.9 years). Selected finalist annualized return: -14.9%. This annualized figure describes the historical raw-price simulation.

All settings were tested for 51 fixed rule sets in the declared grid. The maximum is proven only within that finite historical grid. Full and recent-period results were used to select finalists, so those returns are in-sample. No global maximum across all possible strategies has been established. Corporate-action adjustments remain incomplete.

Every individual rule family

Which indicators produce the strongest historical settings?

51/51 families complete · 184,320 parameter configurations per family · full declared single-rule grid finished

Grid complete
FamilyMaximum historical NAVClosed positionsSame setting: recent stress NAVProfitable settingsInspect
Flow: Ease of Movement৳450,0338৳127,18330,526 / 184,320Rules & fills →
Flow: NVI৳390,12711৳105,74743,689 / 184,320Rules & fills →
Flow: Accumulation persistence৳359,22441৳120,38032,640 / 184,320Rules & fills →
Flow: RVOL percentile৳353,24413৳162,50818,868 / 184,320Rules & fills →
Volume confirmation৳347,78115৳129,3399,274 / 184,320Rules & fills →
Flow: Breakout confirmation৳337,45242৳110,70011,997 / 184,320Rules & fills →
Bollinger breakout৳315,96014৳116,34611,999 / 184,320Rules & fills →
Flow: OBV slope৳301,20730৳140,57715,991 / 184,320Rules & fills →
Flow: Signed imbalance৳301,20730৳140,57715,991 / 184,320Rules & fills →
Flow: Turnover shock৳297,22242৳89,71313,754 / 184,320Rules & fills →
Flow: Volume z-score৳292,51834৳95,59614,055 / 184,320Rules & fills →
Flow: VWAP pressure৳291,6579৳101,36469,788 / 184,320Rules & fills →
Flow: Price-volume divergence৳289,52628৳113,66818,692 / 184,320Rules & fills →
Support rebound৳283,53522৳80,64542,237 / 184,320Rules & fills →
Flow: Force Index৳279,66935৳105,55818,844 / 184,320Rules & fills →
Flow: RVOL৳277,16035৳96,50211,370 / 184,320Rules & fills →
RSI corridor৳275,88338৳133,93625,111 / 184,320Rules & fills →
Flow: Traded value৳275,36617৳101,29921,390 / 184,320Rules & fills →
Flow: VPT৳271,29524৳114,09912,350 / 184,320Rules & fills →
Flow: Volume Profile POC৳270,86413৳92,24917,592 / 184,320Rules & fills →
Flow: Amihud৳268,87743৳69,58638,276 / 184,320Rules & fills →
Flow: OBV৳264,87329৳145,58114,391 / 184,320Rules & fills →
Donchian breakout৳260,34639৳123,36137,063 / 184,320Rules & fills →
Flow: VWAP৳255,90534৳111,0529,010 / 184,320Rules & fills →
Flow: Gap pressure৳250,90313৳118,6079,064 / 184,320Rules & fills →
Flow: Klinger Oscillator৳244,05835৳101,2024,692 / 184,320Rules & fills →
Flow: Accumulation streak৳241,06141৳88,56912,536 / 184,320Rules & fills →
Flow: PVI৳239,64125৳119,99510,240 / 184,320Rules & fills →
Flow: CMF৳239,18643৳150,06410,679 / 184,320Rules & fills →
Flow: OBV divergence৳238,33163৳88,80411,528 / 184,320Rules & fills →
MFI corridor৳234,74053৳106,7794,697 / 184,320Rules & fills →
EMA 50/200৳231,49621৳108,89921,101 / 184,320Rules & fills →
EMA 8/128৳226,69720৳110,1418,947 / 184,320Rules & fills →
MACD৳221,59838৳122,15910,659 / 184,320Rules & fills →
Flow: Volume concentration৳213,15317৳77,56512,055 / 184,320Rules & fills →
Flow: Anchored VWAP৳210,42944৳114,9925,071 / 184,320Rules & fills →
Flow: VPT acceleration৳210,38542৳96,2666,600 / 184,320Rules & fills →
Flow: ADL slope৳204,89811৳121,8697,206 / 184,320Rules & fills →
Flow: Chaikin Oscillator৳202,03057৳99,6888,676 / 184,320Rules & fills →
Flow: Pressure regime৳200,55730৳106,8271,588 / 184,320Rules & fills →
Flow: MFI৳199,75130৳62,4787,420 / 184,320Rules & fills →
Compression breakout৳199,4399৳90,49450,276 / 184,320Rules & fills →
Flow: Volatility adjusted flow৳198,61366৳84,3153,069 / 184,320Rules & fills →
Custom DMI৳197,47158৳123,08713,788 / 184,320Rules & fills →
Flow: Range flow৳192,20145৳105,29419,188 / 184,320Rules & fills →
AO momentum৳188,23226৳125,53811,268 / 184,320Rules & fills →
Kalman milestone৳180,09571৳114,16911,008 / 184,320Rules & fills →
Candle confirmation৳171,37223৳81,2315,016 / 184,320Rules & fills →
Five-year profile POC৳151,2747৳75,61810,384 / 184,320Rules & fills →
Flow: ADL৳143,85424৳85,5512,441 / 184,320Rules & fills →
Confluence৳100,0000৳100,0000 / 184,320Rules & fills →

Each family is ranked using its own maximum full-history NAV. These settings were chosen retrospectively. The count of profitable settings is not a probability of future profit. Combination strategies are a separate search space.

Verification and duplicate signals

9,400,320 stored configurations checked across 51 families. 509 selected configurations were replayed serially; maximum difference: 0. All 3,315 detailed finalist ledgers reconciled. Recorded failures: 0.

The 51 catalog families produced 50 distinct GP signal-mask sets. Flow: OBV slope = Flow: Signed imbalance had identical observed signals. Parameter counts are not counts of independent ideas.

Challenge the profit leader

Flow: Ease of Movement: how concentrated are the gains?

Completed positions8
Largest win: share of realized gains34.9%
Top three wins: share of realized gains78.5%

Shares use the sum of realized gains on winning positions; they do not describe the return of a strategy with those trades removed. All diagnostics reuse the exposed historical data.

full normal৳450,033Drawdown 35.9%
full double costs / T+5৳414,663Drawdown 35.9%
full triple costs / T+5৳381,630Drawdown 36.1%
full half participation cap৳386,768Drawdown 35.9%
recent normal৳128,853Drawdown 28.5%
recent double costs / T+5৳127,183Drawdown 28.4%
full extra-session signal delay৳449,962Drawdown 35.9%
What if you started later?

Each row starts a separate ৳100,000 account and ends on 13 October 2026. The rows cannot be added into one portfolio.

Start 2009-11-16৳450,0338 closed positions
Start 2012-01-01৳383,4147 closed positions
Start 2015-01-01৳217,0005 closed positions
Start 2018-01-01৳125,9183 closed positions
Start 2021-01-03৳122,4972 closed positions
Start 2024-01-01৳128,8531 closed positions

Choose profit with more trades

Jump to the highest historical NAV that meets a minimum completed-position count. The saved frontier covers this trade-off.

Profit versus completed positions

Each dot is a finalist. Horizontal = full-history completed positions; vertical = full-history net return. Select a dot to inspect it.

0% return350.0% net return0 positions465 positions

Teal: positive recent stress return. Rose: zero or negative recent stress return.

The trade count–profit frontier

These 93 grid candidates cannot be beaten on both historical NAV and completed positions by another grid candidate. More positions often reduce profit.

Compare every trade-off and open its fills
Completed positionsFull-history NAVRecent stress NAVInspect
465৳479৳19,237Rules & trades →
459৳570৳19,289Rules & trades →
455৳608৳30,525Rules & trades →
454৳696৳29,045Rules & trades →
452৳696৳19,289Rules & trades →
427৳787৳25,792Rules & trades →
424৳1,097৳25,792Rules & trades →
421৳1,228৳25,792Rules & trades →
413৳1,783৳23,499Rules & trades →
407৳2,302৳23,499Rules & trades →
406৳2,320৳23,499Rules & trades →
404৳2,549৳23,499Rules & trades →
403৳2,646৳23,499Rules & trades →
401৳2,945৳23,499Rules & trades →
399৳3,250৳23,499Rules & trades →
393৳3,275৳23,499Rules & trades →
381৳3,641৳29,502Rules & trades →
379৳3,718৳27,745Rules & trades →
373৳3,724৳30,351Rules & trades →
371৳3,732৳28,986Rules & trades →
370৳3,748৳28,986Rules & trades →
369৳4,354৳28,986Rules & trades →
368৳4,894৳30,824Rules & trades →
365৳4,990৳32,033Rules & trades →
357৳4,997৳32,033Rules & trades →
356৳5,218৳28,837Rules & trades →
354৳5,221৳25,150Rules & trades →
334৳5,329৳30,036Rules & trades →
333৳5,419৳36,559Rules & trades →
332৳5,784৳36,559Rules & trades →
330৳6,774৳24,060Rules & trades →
322৳8,326৳23,926Rules & trades →
318৳9,371৳58,936Rules & trades →
310৳10,141৳51,727Rules & trades →
307৳10,511৳51,727Rules & trades →
304৳15,178৳58,936Rules & trades →
279৳20,779৳54,998Rules & trades →
278৳21,564৳54,275Rules & trades →
275৳21,636৳63,154Rules & trades →
274৳26,273৳63,206Rules & trades →
273৳29,419৳62,712Rules & trades →
256৳29,590৳55,742Rules & trades →
255৳31,882৳55,742Rules & trades →
254৳33,027৳71,757Rules & trades →
253৳43,846৳60,759Rules & trades →
243৳50,962৳61,920Rules & trades →
222৳51,791৳67,184Rules & trades →
211৳53,155৳38,370Rules & trades →
182৳53,269৳73,871Rules & trades →
180৳57,215৳80,303Rules & trades →
179৳61,425৳67,612Rules & trades →
178৳64,345৳78,839Rules & trades →
174৳71,910৳75,863Rules & trades →
168৳76,436৳74,795Rules & trades →
164৳76,786৳83,870Rules & trades →
151৳78,693৳48,065Rules & trades →
149৳81,870৳48,065Rules & trades →
147৳83,715৳51,784Rules & trades →
146৳84,726৳50,158Rules & trades →
145৳85,728৳51,194Rules & trades →
144৳91,007৳49,551Rules & trades →
143৳96,356৳49,551Rules & trades →
129৳99,944৳52,622Rules & trades →
128৳100,941৳52,622Rules & trades →
122৳102,600৳91,283Rules & trades →
120৳105,023৳82,755Rules & trades →
117৳110,155৳49,557Rules & trades →
114৳112,924৳52,842Rules & trades →
113৳126,750৳90,739Rules & trades →
109৳138,974৳102,356Rules & trades →
106৳146,851৳95,338Rules & trades →
105৳153,643৳95,031Rules & trades →
104৳160,541৳98,869Rules & trades →
103৳163,825৳101,081Rules & trades →
100৳171,166৳100,173Rules & trades →
99৳174,900৳102,408Rules & trades →
93৳176,438৳104,720Rules & trades →
91৳185,425৳103,784Rules & trades →
89৳203,081৳106,103Rules & trades →
78৳216,647৳117,604Rules & trades →
72৳219,750৳116,611Rules & trades →
70৳248,900৳121,502Rules & trades →
57৳287,506৳123,512Rules & trades →
47৳307,724৳112,431Rules & trades →
44৳310,063৳67,382Rules & trades →
43৳336,818৳116,030Rules & trades →
42৳337,452৳110,700Rules & trades →
41৳359,224৳120,380Rules & trades →
20৳361,179৳129,192Rules & trades →
18৳364,644৳142,912Rules & trades →
17৳388,758৳142,912Rules & trades →
16৳401,243৳142,912Rules & trades →
8৳450,033৳127,183Rules & trades →

#2996 · Flow: Accumulation streak

Full-history NAV৳6,494

Net return -93.5% · drawdown 93.6% · 275 closed positions

2024 onward NAV৳44,487

Net return -55.5% · drawdown 55.5% · 51 closed positions

2024 stress NAV৳43,048

Net return -57.0% · drawdown 62.7% · 39 closed positions

Variant 0; fixed stop 8.0%; maximum 60 sessions; gate None; continuous signal; exit EMA 200 break; trailing arms at 5.0%, distance 2.0%; partial sale at 0.0% (0 = off).

Account reconciliation

Cash৳60
Unsettled৳0
Holdings৳6,434
NAV৳6,494
Realized P&L৳-93,375
Unrealized P&L৳-131
Fees৳86,031
Friction৳39,684

NAV = cash + unsettled proceeds + marked holdings. Maximum reconciliation error: ৳4.27e-11. Normal replay: 0.44% commission plus 0.2% base friction per side, modeled impact and T+3. Stress doubles commission/base friction and uses T+5. These are research assumptions.

All fills for finalist #2996

551 fills, including partial sales. Page 5.

DateSideSharesPriceFeesFrictionCash flowRealized P&L
2021-03-08BUY66343.899.8445.69-22,836.330
2021-04-01SELL6633095.8343.9521,640.21-1,196.12
2021-04-07BUY64336.594.7643.44-21,674.20
2021-04-12SELL6433092.9342.7120,984.36-689.83
2021-04-19BUY61341.991.7742.2-20,989.870
2021-07-14SELL61354.7695.2243.7221,501.42511.55
2021-07-25BUY5936594.7543.48-21,673.240
2021-09-09SELL59380.1498.6845.1822,284.52611.28
2021-09-19BUY57384.996.5344.15-22,079.980
2021-10-26SELL57354.1188.8140.6420,054.71-2,025.27
2021-11-09BUY56355.587.640.2-20,035.790
2021-12-01SELL5635988.4641.0219,974.52-61.27
2021-12-06BUY55362.887.840.65-20,082.450
2021-12-15SELL55357.386.4740.0419,524.99-557.46
2021-12-26BUY5635086.2439.81-19,726.050
2021-12-29SELL5635086.2439.819,473.96-252.09
2022-01-05BUY55350.384.7739.2-19,390.480
2022-01-10SELL55350.184.7239.0619,131.71-258.76
2022-01-13BUY53357.183.2838.35-19,047.930
2022-01-30SELL5335282.0937.7918,536.12-511.81
2022-02-07BUY52355.381.2937.53-18,594.420
2022-02-22SELL52355.881.4137.5918,382.6-211.82
2022-03-14BUY55329.979.8436.68-18,261.010
2022-03-20SELL5532678.8936.2417,814.87-446.14
2022-03-28BUY54329.978.3836.09-17,929.070
2022-03-31SELL54329.778.3436.0817,689.39-239.69
2022-04-10BUY54324.777.1535.71-17,646.650
2022-04-13SELL5432677.4635.9117,490.63-156.02
2022-04-20BUY54322.876.735.42-17,543.310
2022-04-25SELL54327.277.7435.917,555.1611.84
2022-05-23BUY57307.577.1235.37-17,639.990
2022-05-26SELL57300.175.2734.5316,995.9-644.08
2022-06-06BUY54313.474.4634.21-17,032.270
2022-06-09SELL5430873.1833.6116,525.21-507.06
2022-06-19BUY5330771.5933.01-16,375.610
2022-06-22SELL53306.971.5732.9816,161.15-214.45
2022-06-27BUY53305.571.2432.84-16,295.590
2022-06-30SELL53294.968.7731.5915,529.33-766.25
2022-07-06BUY5229266.8130.61-15,281.420
2022-07-13SELL5229066.3530.3614,983.29-298.13
2022-07-18BUY52289.866.3130.33-15,166.240
2022-07-21SELL52287.565.7830.0614,854.16-312.08
2022-07-26BUY51289.464.9429.68-14,854.020
2022-07-31SELL51287.364.4729.4714,558.36-295.66
2022-08-03BUY48301.263.6129.07-14,550.290
2022-08-08SELL48302.963.9729.2714,445.96-104.33
2022-08-30BUY48295.262.3528.49-14,260.440
2022-09-04SELL4829562.328.4714,069.22-191.22
2024-03-05BUY55257.262.2428.82-14,237.060
2024-03-10SELL5525561.7128.3313,934.96-302.1
2024-03-18BUY5824061.2528.03-14,009.280
2024-03-21SELL5824161.528.1313,888.37-120.92
2024-04-03BUY57239.960.1727.51-13,761.980
2024-04-09SELL5724160.4427.713,648.85-113.12
2024-04-28BUY5823559.9727.64-13,717.620
2024-05-02SELL5823660.2327.7613,600.01-117.61
2024-05-14BUY5623958.8927.08-13,469.970
2024-05-19SELL56232.357.2426.3112,925.25-544.71
2024-05-28BUY5623257.1626.28-13,075.440
2024-06-02SELL56226.955.9125.7112,624.79-450.66
2024-06-09BUY55225.654.625.26-12,487.860
2024-06-12SELL5522253.7224.8412,131.44-356.42
2024-06-23BUY53228.853.3624.59-12,204.350
2024-06-26SELL53229.953.6124.712,106.39-97.96
2024-07-02BUY49247.653.3824.54-12,210.320
2024-07-07SELL4924352.3924.0611,830.55-379.78
2024-07-15BUY47245.950.8523.31-11,631.460
2024-07-24SELL47248.251.3323.5211,590.55-40.9
2024-07-29BUY4525750.8923.31-11,639.190
2024-08-01SELL45254.750.4323.111,387.97-251.22
2024-08-15BUY3038150.2922.89-11,503.180
2024-08-20SELL30350.5246.2721.0510,448.28-1,054.89
2024-09-25BUY30347.145.8220.85-10,479.670
2024-10-24SELL30319.3342.1519.199,518.62-961.04
2024-10-30BUY30314.841.5518.93-9,504.480
2024-11-13SELL30326.3443.0819.639,727.49223.01
2024-11-20BUY30321.242.419.32-9,697.720
2025-01-14SELL30333.243.9820.069,931.96234.24
2025-01-20BUY29333.542.5519.41-9,733.470
2025-04-23SELL29319.640.7818.79,208.92-524.55
2025-04-28BUY30309.740.8818.75-9,350.630
2025-05-04SELL30299.639.5518.138,930.32-420.31
2025-05-15BUY30295.438.9917.88-8,918.870
2025-05-19SELL3029739.217.988,852.81-66.06
2025-05-28BUY32274.738.6817.79-8,846.870
2025-06-02SELL32288.540.6218.79,172.68325.82
2025-06-15BUY3228540.1318.49-9,178.620
2025-06-18SELL3228540.1318.539,061.35-117.28
2025-06-24BUY3029739.218.07-8,967.280
2025-06-29SELL30302.739.9618.429,022.6355.35
2025-07-03BUY3030039.618.22-9,057.820
2025-07-09SELL3029939.4718.158,912.38-145.44
2025-07-14BUY30298.639.4218.11-9,015.530
2025-07-17SELL30298.939.4518.18,909.44-106.08
2025-07-22BUY28310.138.217.47-8,738.480
2025-07-28SELL28320.839.5218.058,924.83186.35
2025-07-31BUY29312.739.918.22-9,126.420
2025-08-17SELL2930639.0517.818,817.15-309.27
2025-08-26BUY2929838.0217.36-8,697.390
2025-08-31SELL2930739.1717.98,845.93148.54