← 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: -11.4%. 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 →

#2744 · Flow: Range flow

Full-history NAV৳12,981

Net return -87.0% · drawdown 89.5% · 295 closed positions

2024 onward NAV৳49,798

Net return -50.2% · drawdown 58.4% · 58 closed positions

2024 stress NAV৳32,156

Net return -67.8% · drawdown 71.4% · 41 closed positions

Variant 0; fixed stop 8.0%; maximum 30 sessions; gate None; fresh signal only; exit EMA 200 break; trailing arms at 5.0%, distance 2.0%; partial sale at 20.0% (0 = off).

Account reconciliation

Cash৳113
Unsettled৳0
Holdings৳12,868
NAV৳12,981
Realized P&L৳-86,756
Unrealized P&L৳-262
Fees৳120,175
Friction৳55,573

NAV = cash + unsettled proceeds + marked holdings. Maximum reconciliation error: ৳8.37e-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 #2744

592 fills, including partial sales. Page 5.

DateSideSharesPriceFeesFrictionCash flowRealized P&L
2020-02-25SELL96292123.3456.3627,852.3799.86
2020-03-09BUY105262.1121.0955.32-27,696.910
2020-03-12SELL105258.5119.4354.5526,968.53-728.39
2020-03-22BUY112239117.7853.8-26,939.580
2020-05-31SELL112239.1117.8354.0426,607.34-332.24
2020-07-13BUY109244.2117.1254.62-26,789.540
2020-07-16SELL109248118.9455.0426,858.0268.48
2020-07-23BUY108246.1116.9553.76-26,749.510
2020-07-28SELL108255121.1855.5527,363.27613.76
2020-08-10BUY100271.5119.4654.59-27,324.050
2020-08-16SELL100294129.3659.1129,211.531,887.48
2020-08-19BUY101286.9127.558.23-29,162.620
2020-09-02SELL101318.6141.5864.6431,972.172,809.55
2020-09-08BUY97326.9139.5263.7-31,912.520
2020-09-13SELL97347.6148.3667.7733,501.081,588.56
2020-09-24BUY99337.8147.1567.28-33,656.620
2020-11-08SELL99336.2146.4567.5633,069.79-586.83
2020-11-18BUY100329.7145.0767.09-33,182.160
2020-12-17SELL100350.74154.3371.0434,848.841,666.68
2020-12-22BUY101341.4151.7269.8-34,702.920
2021-01-05SELL101368.48163.7575.1636,977.572,274.66
2021-01-11BUY98373.6161.173.85-36,847.740
2021-02-22SELL98343.71148.2168.0133,467.55-3,380.19
2021-03-03BUY98341.5147.2567.57-33,681.830
2021-03-10SELL98351.82151.769.6534,257.01575.18
2021-03-23BUY99341.7148.8468.52-34,045.670
2021-04-01SELL99330143.7566.2332,460.02-1,585.64
2021-04-07BUY96336.5142.1465.43-32,511.570
2021-04-12SELL96330139.3964.4131,476.19-1,035.38
2021-04-26BUY92339137.2363.63-31,388.860
2021-06-10SELL92347.1140.5164.7831,727.91339.05
2021-06-23BUY92345.2139.7464.48-31,962.620
2021-08-02SELL92372.4150.7569.4234,040.642,078.02
2021-08-12BUY92366148.1667.96-33,888.120
2021-09-09SELL92380.14153.8870.7234,748.46860.34
2021-09-14BUY90385.2152.5470.11-34,890.650
2021-10-26SELL90354.38140.3464.4731,689.76-3,200.9
2021-11-09BUY88355.5137.6563.51-31,485.160
2021-12-01SELL8835913965.231,387.8-97.36
2021-12-13BUY87358137.0464.22-31,347.270
2021-12-19SELL87352.8135.0563.1730,495.38-851.89
2021-12-26BUY87350133.9862.37-30,646.350
2021-12-29SELL87350133.9862.3630,253.66-392.69
2022-01-05BUY86350.3132.5561.89-30,320.240
2022-01-10SELL86350.1132.4861.5729,914.55-405.69
2022-01-18BUY82360129.8960.26-29,710.150
2022-01-30SELL8235212758.8828,678.12-1,032.03
2022-02-03BUY80356.9125.6358.37-28,7360
2022-02-22SELL80355.8125.2458.3228,280.44-455.56
2022-03-13BUY87323123.6457.15-28,281.790
2022-03-16SELL87330.1126.3658.428,533.93252.14
2022-03-22BUY87327125.1857.93-28,632.10
2022-03-27SELL87325.8124.7257.7828,162.11-469.99
2022-04-03BUY85328.9123.0157.11-28,136.620
2022-04-06SELL85323.3120.9156.3627,303.22-833.39
2022-04-18BUY84323.1119.4255.98-27,315.80
2022-04-21SELL84322.1119.0555.4826,881.87-433.92
2022-05-23BUY87307.5117.7154.23-26,924.440
2022-05-26SELL87300.1114.8852.9625,940.86-983.58
2022-06-02BUY83309.5113.0352.19-25,853.710
2022-06-07SELL83307.3112.2351.7825,341.89-511.82
2022-06-13BUY82307110.7751.27-25,336.030
2022-06-16SELL82304.5109.8651.0424,808.1-527.93
2022-06-27BUY81305.5108.8850.57-24,904.950
2022-06-30SELL81294.9105.148.5623,733.24-1,171.71
2022-07-17BUY81289.9103.3247.43-23,632.650
2022-07-20SELL81286.3102.0446.7823,041.48-591.17
2022-07-31BUY80287.3101.1346.37-23,131.50
2022-08-03SELL80301.2106.0248.6323,941.34809.85
2022-08-28BUY82289104.2747.83-23,850.10
2022-08-31SELL82295.7106.6948.9424,091.77241.67
2022-09-25BUY84286.6105.9348.8-24,229.130
2022-10-02SELL84286.6105.9348.9223,919.55-309.58
2024-03-05BUY92257.2104.1148.81-23,815.320
2024-03-10SELL92255103.2247.6923,309.08-506.24
2024-03-18BUY97240102.4347.1-23,429.530
2024-03-21SELL97241102.8647.2523,226.9-202.64
2024-04-03BUY96239.9101.3346.52-23,178.250
2024-04-09SELL96241101.846.9222,987.28-190.97
2024-04-28BUY97235100.346.66-22,941.960
2024-05-02SELL97236100.7246.8722,744.41-197.55
2024-05-14BUY9523999.946.3-22,851.20
2024-05-19SELL95232.397.144.9721,926.42-924.78
2024-05-27BUY9622695.4644.17-21,835.630
2024-05-30SELL9622896.3144.6521,747.05-88.58
2024-06-04BUY9522895.344.25-21,799.550
2024-06-09SELL95225.694.344.1921,293.51-506.04
2024-06-23BUY92228.892.6243.12-21,185.340
2024-06-26SELL92229.993.0643.2921,014.45-170.89
2024-07-07BUY8624391.9542.56-21,032.510
2024-07-10SELL8625094.643.6821,361.72329.21
2024-07-15BUY87245.994.1343.44-21,530.870
2024-07-24SELL87248.295.0143.8321,454.56-76.31
2024-08-01BUY83254.793.0242.88-21,2760
2024-08-11SELL83345.6126.2158.328,500.297,224.29
2024-08-15BUY74381124.0556.55-28,374.60
2024-08-20SELL74350.52114.1351.9725,772.38-2,602.23
2024-08-25BUY73354113.751.76-26,007.470
2024-09-15SELL73325.68104.6147.6323,622.4-2,385.07
2024-09-22BUY68346103.5247.17-23,678.690