← 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: 5.5%. 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 →

#229 · Volume confirmation

Full-history NAV৳248,900

Net return 148.9% · drawdown 38.5% · 70 closed positions

2024 onward NAV৳147,207

Net return 47.2% · drawdown 12.9% · 11 closed positions

2024 stress NAV৳121,502

Net return 21.5% · drawdown 17.5% · 11 closed positions

Variant 0; fixed stop 4.0%; maximum 30 sessions; gate None; fresh signal only; exit stop/time only; trailing arms at 0.0%, distance 0.0%; partial sale at 0.0% (0 = off).

Account reconciliation

Cash৳248,900
Unsettled৳0
Holdings৳0
NAV৳248,900
Realized P&L৳148,900
Unrealized P&L৳0
Fees৳87,611
Friction৳42,564

NAV = cash + unsettled proceeds + marked holdings. Maximum reconciliation error: ৳5.82e-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 #229

143 fills, including partial sales. Page 1.

DateSideSharesPriceFeesFrictionCash flowRealized P&L
2011-01-27BUY437227.1436.67200.65-99,880.020
2011-02-06SELL437213409.56187.7492,483.71-7,396.31
2011-06-01BUY630145.9404.43191.85-92,513.290
2011-06-12SELL630140.06388.26183.9487,668.12-4,845.16
2011-09-27BUY528164.9383.1178.68-87,628.970
2011-10-04SELL528157.1364.97170.1882,413.65-5,215.32
2011-10-27BUY503162.8360.31167.03-82,415.740
2011-11-01SELL503164.5364.07168.4182,211.01-204.73
2011-11-24BUY491166.3359.27165.33-82,177.910
2011-11-29SELL491160345.6615978,055.33-4,122.57
2012-01-10BUY450172.5341.55157.55-78,124.10
2012-01-18SELL450163.6323.93148.9973,147.09-4,977.02
2012-02-14BUY469154.9319.65147.19-73,114.940
2012-02-22SELL469148.2305.83140.6969,059.28-4,055.66
2012-03-27BUY372184.3301.66138.8-69,000.060
2012-05-10SELL372208.6341.44155.9977,101.788,101.71
2012-06-28BUY367208.8337.17156.53-77,123.30
2012-07-04SELL367200.45323.68150.0373,090.7-4,032.6
2012-07-26BUY350207.9320.17147.66-73,232.830
2012-08-05SELL350189.1291.21134.1365,759.66-7,473.17
2012-12-23BUY384169.9287.06136.4-65,665.060
2013-02-05SELL384174.9295.51140.6766,725.421,060.36
2013-04-03BUY446148.6291.61142.73-66,709.940
2013-05-19SELL446165.6324.97159.8473,372.786,662.85
2013-05-30BUY420173.7321152.17-73,427.170
2013-07-15SELL420229.9424.86195.3595,937.822,510.63
2013-08-26BUY453210.5419.57193.28-95,969.340
2013-09-09SELL453202.08402.79184.6990,954.76-5,014.58
2013-10-28BUY477189.3397.3189.11-90,882.510
2013-12-09SELL477204.7429.62198.9997,013.286,130.77
2014-01-06BUY467206.4424.11199.39-97,012.30
2014-01-09SELL467208.7428.84201.6796,832.4-179.9
2014-01-23BUY454212.1423.69198.28-96,915.370
2014-02-11SELL454203.62406.74188.5491,846.38-5,068.99
2014-02-26BUY433210.4400.85185.64-91,689.690
2014-04-13SELL433260.7496.69228.85112,157.5620,467.87
2014-07-23BUY374297.7489.9226.82-112,056.520
2014-09-11SELL374337.8555.88256.1125,525.2213,468.7
2014-09-23BUY328380.7549.43252.98-125,6720
2014-11-03SELL328361.6521.86239.7117,843.24-7,828.76
2015-02-03BUY355330515.46243.88-117,909.340
2015-03-18SELL355340531.08249.77119,919.152,009.81
2015-03-29BUY342348523.67245.07-119,784.740
2015-04-20SELL342334.08502.72233.09113,519.54-6,265.2
2015-05-20BUY337335496.74232.98-113,624.720
2015-05-28SELL337321.6476.87222.79107,679.54-5,945.18
2015-06-02BUY325329.5471.19218.68-107,777.370
2015-07-22SELL325335.2479.34221.8108,238.87461.5
2015-12-01BUY401267.9472.68229.29-108,129.870
2015-12-07SELL401257.18453.78218.59102,458.42-5,671.45
2016-01-12BUY394258.5448.14223.18-102,520.310
2016-02-24SELL394256.5444.67214.91100,401.43-2,118.89
2016-04-20BUY421237439.02223.28-100,439.30
2016-06-05SELL421255.2472.73233.65106,732.826,293.52
2016-06-29BUY417253.9465.86232.02-106,574.180
2016-08-17SELL417272499.07233.86112,691.086,116.9
2016-09-26BUY418268.1493.09246.82-112,805.710
2016-11-09SELL418281.3517.37248116,818.034,012.32
2016-11-17BUY412281.8510.85244.59-116,857.040
2017-01-02SELL412282511.21245.43115,427.37-1,429.67
2017-01-15BUY394291504.48238.65-115,397.130
2017-02-27SELL394315.1546.26257.35123,345.797,948.66
2017-03-22BUY390314538.82256.18-123,2550
2017-05-07SELL390340583.44284.33131,732.238,477.23
2017-06-05BUY389336575.1284.15-131,563.250
2017-07-20SELL389370633.29294.09143,002.6211,439.37
2017-08-17BUY367388626.54292.38-143,314.920
2017-10-02SELL367412.3665.78311.25150,337.077,022.15
2017-10-23BUY345431.9655.62309.84-149,970.970
2017-12-04SELL345477724.09336.37163,504.5513,533.58
2017-12-19BUY347468.2714.85334.45-163,514.70
2018-02-01SELL347504769.51358.81173,759.6910,244.99
2018-04-11BUY358483.2761.14365.27-174,1120
2018-05-03SELL358463.87730.69344.93164,990.56-9,121.45
2018-06-19BUY428382.6720.51339.52-164,812.830
2018-08-01SELL428392.9739.91352.63167,068.662,255.83
2018-09-24BUY451368730.26354.47-167,052.730
2018-11-05SELL451380754.07366.73170,259.23,206.47
2018-12-26BUY469360.5743.93377.93-170,196.360
2019-02-10SELL469405.7837.2392.74189,043.3618,847
2019-02-20BUY495379.5826.55385.73-189,064.780
2019-04-09SELL495373812.39383.44183,439.16-5,625.62
2019-05-29BUY521350802.34405.58-183,557.920
2019-07-10SELL521336770.25385.78173,899.97-9,657.95
2019-09-11BUY557309.9759.5373.72-173,747.520
2019-09-16SELL557306.6751.42371.63169,653.16-4,094.36
2019-09-23BUY467361741.78358.64-169,687.420
2019-10-02SELL467346.56712.11338.9160,792.51-8,894.91
2019-10-24BUY493324702.82341.13-160,775.950
2019-11-13SELL493311.04674.71332.3152,335.71-8,440.24
2019-11-20BUY469323.1666.75324.7-152,525.340
2019-11-25SELL469312643.84309.76145,374.39-7,150.95
2019-12-24BUY506285634.52316.06-145,160.580
2020-01-06SELL506273.6609.14306.92137,525.53-7,635.05
2020-01-19BUY560244.2601.71296.86-137,650.570
2020-03-01SELL560277.4683.51319.29154,341.216,690.63
2020-07-12BUY636241674.41358.77-154,309.180
2020-08-25SELL636301.7844.28395.06190,641.8736,332.69
2020-12-06BUY592320.1833.8415.62-190,748.610
2021-01-19SELL592384.21,000.76476.78225,968.8635,220.24