← 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: -16.0%. 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 →

#3065 · Flow: Pressure regime

Full-history NAV৳5,218

Net return -94.8% · drawdown 94.9% · 251 closed positions

2024 onward NAV৳39,501

Net return -60.5% · drawdown 60.5% · 53 closed positions

2024 stress NAV৳29,747

Net return -70.3% · drawdown 70.3% · 32 closed positions

Variant 0; fixed stop 4.0%; maximum 120 sessions; gate None; continuous signal; exit EMA 200 break; trailing arms at 18.0%, distance 6.0%; partial sale at 20.0% (0 = off).

Account reconciliation

Cash৳213
Unsettled৳0
Holdings৳5,004
NAV৳5,218
Realized P&L৳-94,680
Unrealized P&L৳-102
Fees৳59,646
Friction৳27,415

NAV = cash + unsettled proceeds + marked holdings. Maximum reconciliation error: ৳1.36e-10. 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 #3065

513 fills, including partial sales. Page 3.

DateSideSharesPriceFeesFrictionCash flowRealized P&L
2015-11-26BUY108253.1120.2755.54-27,510.610
2015-12-01SELL108267.9127.3158.9128,746.981,236.37
2015-12-06BUY105272125.6658.06-28,743.730
2015-12-09SELL105257.6119.0154.8626,874.13-1,869.6
2016-01-17BUY104257117.654.77-26,900.370
2016-01-20SELL104274125.3858.0528,312.571,412.2
2016-01-25BUY105266.2122.9856.79-28,130.780
2016-01-28SELL105265122.4356.527,646.07-484.71
2016-02-11BUY107257.8121.3755.93-27,761.90
2016-02-16SELL107258121.475627,428.53-333.36
2016-02-23BUY105259119.6655.36-27,370.010
2016-02-28SELL105256.2118.3654.7326,727.91-642.11
2016-03-10BUY109244117.0253.88-26,766.910
2016-03-15SELL109242.1116.1153.526,219.29-547.62
2016-03-21BUY108240.5114.2952.68-26,140.960
2016-03-24SELL108235.2111.7751.5325,238.3-902.66
2016-03-29BUY109230.4110.550.99-25,275.090
2016-04-03SELL109227108.8750.6324,583.5-691.6
2016-04-06BUY105232.5107.4250.11-24,570.030
2016-04-11SELL105234.5108.3450.5824,463.58-106.45
2016-04-17BUY104234107.0850.12-24,493.20
2016-04-20SELL104237108.4550.7424,488.8-4.39
2016-04-25BUY98250107.850.17-24,657.970
2016-04-28SELL98250.5108.0250.124,390.88-267.08
2016-05-04BUY98246106.0849.21-24,263.290
2016-05-09SELL98249.8107.7149.9224,322.7759.48
2016-05-12BUY96251.1106.0649.05-24,260.710
2016-05-17SELL96252.2106.5349.2424,055.43-205.28
2016-05-22BUY94255.2105.5548.8-24,143.150
2016-05-26SELL94254105.0548.6223,722.33-420.83
2016-06-29BUY93253.9103.948.23-23,764.830
2016-07-11SELL93253103.5347.9523,377.52-387.31
2016-07-20BUY88263101.8347.02-23,292.850
2016-09-20SELL88262101.4547.0422,907.52-385.34
2016-09-26BUY85268.1100.2746.52-22,935.280
2017-03-20SELL85317118.5654.426,772.043,836.75
2017-03-23BUY84317117.1653.82-26,798.990
2017-07-27SELL42380.470.332.0315,874.482,474.98
2017-09-18SELL42408.975.5634.4717,063.773,664.27
2017-09-28BUY79415144.2565.98-32,995.240
2017-11-14SELL3949885.4638.9919,297.553,008.77
2017-11-16SELL40476.4983.8638.2318,937.352,230.9
2017-11-19BUY3948983.9138.25-19,193.160
2017-11-28SELL39469.4480.5636.7118,190.89-1,002.27
2017-12-05BUY76484161.8573.91-37,019.760
2017-12-20SELL76464.64155.3871.135,086.16-1,933.6
2018-01-01BUY74471153.3670.21-35,077.560
2018-05-16SELL74452.16147.2267.4333,245.18-1,832.38
2018-05-21BUY76433144.866.28-33,119.070
2018-05-24SELL76429.9143.7665.7932,462.85-656.22
2018-05-29BUY75432142.5665.35-32,607.910
2018-06-03SELL75415.2137.0262.8230,940.16-1,667.75
2018-06-06BUY76407136.162.42-31,130.520
2018-06-11SELL76394.1131.7960.3929,759.42-1,371.1
2018-06-24BUY73405130.0959.46-29,754.540
2018-06-27SELL73400128.4858.6829,012.84-741.7
2018-07-08BUY74387126.0157.54-28,821.550
2018-07-11SELL74380123.7356.5127,939.76-881.79
2018-07-16BUY71390121.8455.65-27,867.480
2018-07-19SELL71401.5125.4357.328,323.77456.29
2018-07-24BUY71395.4123.5256.49-28,253.410
2018-07-29SELL71386.2120.6555.2327,244.32-1,009.09
2018-08-01BUY69392.9119.2854.64-27,284.030
2018-08-07SELL69376114.1552.2725,777.58-1,506.45
2018-08-19BUY69375113.8552.18-26,041.030
2018-08-27SELL69377.7114.6752.6525,893.98-147.05
2018-08-30BUY67385.2113.5652.14-25,974.10
2018-09-05SELL67389114.6852.6525,895.67-78.43
2018-09-27BUY70366.2112.7951.8-25,798.590
2018-10-02SELL70372114.5852.6325,872.874.21
2018-10-16BUY71362.6113.2851.96-25,909.840
2018-10-21SELL71363.2113.4652.1225,621.61-288.22
2018-10-24BUY68372111.351.14-25,458.440
2018-10-29SELL68384114.8952.7425,944.37485.92
2018-11-01BUY68379.1113.4352.06-25,944.290
2018-11-06SELL68376112.551.7325,403.77-540.52
2018-11-12BUY67379111.7351.43-25,556.160
2018-11-15SELL67368108.4949.9224,497.6-1,058.56
2018-11-25BUY66364.5105.8548.64-24,211.490
2018-11-28SELL66366.2106.3448.9424,013.91-197.57
2018-12-03BUY67360.2106.1948.9-24,288.490
2018-12-06SELL67362106.7249.1424,098.15-190.34
2018-12-20BUY67356104.9548.37-24,005.320
2018-12-26SELL67360.5106.2849.1223,998.11-7.21
2019-01-10BUY62383.2104.5448-23,910.940
2019-01-15SELL62390106.3948.7824,024.82113.89
2019-01-27BUY60397104.8147.96-23,972.770
2019-02-13SELL60388102.4346.7323,130.83-841.93
2019-02-20BUY61379.5101.8646.45-23,297.810
2019-02-26SELL61397.6106.7248.6724,098.21800.4
2019-03-04BUY61389104.4147.64-23,881.050
2019-03-07SELL61390104.6847.8123,637.51-243.54
2019-03-27BUY58410.1104.6647.87-23,938.330
2019-04-04SELL58393.7100.4745.9222,687.97-1,250.35
2019-04-21BUY61368.598.9145.16-22,622.560
2019-04-25SELL6137199.5845.4922,485.94-136.62
2019-05-06BUY62362.198.7845.21-22,594.190
2019-05-09SELL62358.797.8544.8522,096.7-497.49
2019-05-15BUY6334695.9144.11-21,938.020
2019-05-20SELL63350.197.0544.6821,914.57-23.45