← 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: -1.1%. 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 →

#1468 · Flow: Signed imbalance

Full-history NAV৳82,624

Net return -17.4% · drawdown 53.7% · 46 closed positions

2024 onward NAV৳164,112

Net return 64.1% · drawdown 4.6% · 3 closed positions

2024 stress NAV৳157,890

Net return 57.9% · drawdown 5.7% · 3 closed positions

Variant 2; fixed stop 18.0%; maximum 60 sessions; gate EMA 50; fresh signal only; exit any bearish; trailing arms at 12.0%, distance 4.5%; partial sale at 0.0% (0 = off).

Account reconciliation

Cash৳82,624
Unsettled৳0
Holdings৳0
NAV৳82,624
Realized P&L৳-17,376
Unrealized P&L৳0
Fees৳27,547
Friction৳12,819

NAV = cash + unsettled proceeds + marked holdings. Maximum reconciliation error: ৳2.91e-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 #1468

92 fills, including partial sales. Page 1.

DateSideSharesPriceFeesFrictionCash flowRealized P&L
2011-07-25BUY483205.6436.94200.23-99,941.970
2011-08-08SELL483177.7377.65172.6385,278.82-14,663.16
2011-10-27BUY520162.8372.49172.79-85,201.280
2012-01-23SELL520161368.37169.683,182.03-2,019.25
2012-04-16BUY390212.1363.96166.53-83,249.490
2012-05-13SELL390205.2352.12160.9679,514.92-3,734.57
2012-06-11BUY388203.4347.24161.04-79,427.480
2012-07-17SELL388194.4331.88153.6674,941.66-4,485.82
2012-12-27BUY426174.8327.65156.01-74,948.450
2013-01-15SELL426170318.65151.6971,949.67-2,998.79
2013-02-07BUY421170.1315.09149.24-72,076.430
2013-02-25SELL421150.6278.97129.9862,993.65-9,082.78
2013-05-30BUY360173.7275.14129.67-62,936.810
2013-06-23SELL360189299.38138.8567,601.784,664.97
2013-08-21BUY342196.1295.09135.13-67,496.430
2013-08-26SELL342210.1316.16145.1671,392.883,896.45
2013-11-05BUY365194.6312.53146.99-71,488.520
2013-11-24SELL365206.6331.8153.1774,924.033,435.52
2013-12-12BUY368202.1327.24150.9-74,850.940
2013-12-26SELL368199.8323.52150.5973,052.29-1,798.64
2014-01-07BUY350207.7319.86149.24-73,164.10
2014-02-09SELL350207.9320.17147.9272,296.91-867.19
2014-02-27BUY335214315.44145.47-72,150.910
2014-03-27SELL335214.5316.17145.7371,395.6-755.31
2014-08-04BUY228310.8311.79143.15-71,317.340
2014-08-19SELL228334.63335.7153.5775,806.834,489.48
2014-12-11BUY208363.1332.31153.71-76,010.820
2015-01-20SELL208350320.32149.6772,330.01-3,680.81
2015-03-30BUY200358.7315.66145.8-72,201.460
2015-04-16SELL200343.6302.37138.9768,278.66-3,922.8
2015-06-14BUY203335299.22137.5-68,441.720
2015-08-11SELL203324.8290.11133.0765,511.22-2,930.5
2016-01-19BUY247263.3286.15136.94-65,458.190
2016-02-03SELL247260.7283.33133.1663,976.41-1,481.78
2016-05-10BUY251253.4279.85133.3-64,016.550
2016-06-14SELL251255.7282.4135.0163,763.3-253.26
2016-07-14BUY246257278.18133.31-63,633.490
2016-08-30SELL246264.7286.51134.5164,695.181,061.69
2016-10-03BUY239268.8282.67136-64,661.870
2016-12-05SELL239284298.65138.8167,438.542,776.66
2017-01-25BUY219306.3295.15136.47-67,511.320
2017-02-01SELL219301290.04133.8865,495.08-2,016.25
2017-02-15BUY203320285.82132.07-65,377.90
2017-02-27SELL203315.1281.45130.3363,553.52-1,824.38
2017-03-15BUY199317.8278.27128.79-63,649.260
2017-04-19SELL199333291.57135.2165,840.222,190.96
2017-06-28BUY192340287.23134.39-65,701.620
2017-09-12SELL192415.42350.95162.3179,248.3413,546.72
2017-10-12BUY183430346.24160.22-79,196.460
2017-11-08SELL183442355.9164.9580,365.151,168.7
2017-11-14BUY162493.8351.98162.46-80,510.040
2017-11-29SELL162466332.16152.675,007.23-5,502.8
2017-12-06BUY153487327.85150.4-74,989.250
2017-12-18SELL153469.4316145.5971,356.61-3,632.64
2018-01-24BUY141503.8312.56144.05-71,492.410
2018-02-07SELL141496307.72141.2969,486.99-2,005.42
2018-03-11BUY141488302.76139.99-69,250.740
2018-03-27SELL141468.1290.41135.4265,576.27-3,674.48
2018-04-12BUY135484.1287.56133.42-65,774.480
2018-04-26SELL135476.9283.28130.8763,967.35-1,807.12
2018-10-25BUY167381279.96130.56-64,037.520
2018-11-11SELL167376.7276.8129.7662,502.34-1,535.18
2019-01-09BUY162382272.29127.42-62,283.710
2019-03-14SELL162385274.43126.4861,969.09-314.62
2019-03-25BUY154401.4271.99125.81-62,213.40
2019-04-08SELL154376254.78117.2857,531.94-4,681.45
2019-06-12BUY156365250.54118.3-57,308.830
2019-07-16SELL156329225.83105.2450,992.94-6,315.9
2019-11-20BUY157323.1223.2103.88-51,053.770
2019-12-08SELL157309.8214.0198.9348,325.66-2,728.11
2020-02-20BUY172280211.997.64-48,469.540
2020-02-25SELL172292220.99101.449,901.611,432.07
2020-08-16BUY168294217.3299.66-49,708.980
2020-09-20SELL168338.74250.4114.8656,542.816,833.83
2020-12-10BUY168334.9247.56115.49-56,626.250
2021-01-06SELL168370.54273.9126.461,850.425,224.17
2021-04-20BUY183336.3270.79127.48-61,941.170
2021-05-09SELL183335269.74127.8660,907.39-1,033.78
2021-05-25BUY177341.1265.65124.32-60,764.670
2021-06-28SELL177345268.69125.6860,670.63-94.03
2021-07-14BUY168358.2264.78123.78-60,566.160
2021-09-26SELL168381281.64130.1863,596.183,030.02
2022-01-16BUY176359.9278.71132.11-63,753.210
2022-02-22SELL176355.8275.53131.9962,213.27-1,539.94
2022-08-03BUY205301.2271.68126.39-62,144.070
2024-03-04SELL205246.3222.16113.0950,156.25-11,987.82
2024-06-27BUY211236.2219.29104.79-50,162.280
2024-08-15SELL211381353.72162.179,875.1829,712.9
2024-11-12BUY244325.7349.67162.58-79,983.050
2025-02-09SELL244337.3362.13168.9181,770.161,787.11
2025-07-22BUY262310.1357.48172.03-81,775.710
2025-08-10SELL262317365.44171.7682,516.8741.09