← 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: -4.1%. 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 →

#1946 · MACD

Full-history NAV৳48,899

Net return -51.1% · drawdown 63.5% · 94 closed positions

2024 onward NAV৳125,944

Net return 25.9% · drawdown 20.5% · 12 closed positions

2024 stress NAV৳149,510

Net return 49.5% · drawdown 12.6% · 10 closed positions

Variant 0; fixed stop 12.0%; maximum 20 sessions; gate EMA 50; continuous signal; exit stop/time only; trailing arms at 8.0%, distance 3.5%; partial sale at 0.0% (0 = off).

Account reconciliation

Cash৳48,899
Unsettled৳0
Holdings৳0
NAV৳48,899
Realized P&L৳-51,101
Unrealized P&L৳0
Fees৳44,860
Friction৳20,739

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 #1946

188 fills, including partial sales. Page 2.

DateSideSharesPriceFeesFrictionCash flowRealized P&L
2017-03-30BUY152330220.7102.32-50,483.020
2017-04-27SELL152339.9227.33105.151,332.37849.35
2017-06-05BUY152336224.72105.62-51,402.330
2017-07-06SELL152355.4237.69109.8753,673.242,270.9
2017-07-11BUY153348.3234.48107.91-53,632.280
2017-08-08SELL153377253.8116.3657,310.843,678.56
2017-08-20BUY145391.6249.84114.76-57,146.60
2017-09-11SELL145419.78267.82123.4160,476.153,329.55
2017-09-14BUY142423.1264.35121.61-60,466.160
2017-10-15SELL142429268.04123.6560,526.3160.15
2017-10-25BUY137440265.23122.22-60,667.450
2017-11-15SELL137489.16294.86135.5266,584.335,916.88
2017-11-20BUY135489.5290.76133.44-66,506.710
2017-12-18SELL135469.4278.82128.2662,961.92-3,544.79
2018-01-03BUY130481275.13126.81-62,931.950
2018-01-31SELL130506.9289.95133.0965,473.972,542.02
2018-02-05BUY131496285.89131.19-65,393.080
2018-03-06SELL131481.8277.71128.1962,709.9-2,683.18
2018-04-11BUY129483.2274.26127.17-62,734.240
2018-05-14SELL129465.6264.27121.7159,676.41-3,057.82
2018-10-25BUY156381261.52121.76-59,819.280
2018-11-25SELL156364.5250.19116.6556,495.16-3,324.12
2019-01-01BUY152370247.46116.53-56,603.980
2019-01-29SELL152411274.88126.7162,070.415,466.43
2019-02-03BUY155398.2271.57124.77-62,117.350
2019-03-05SELL155394268.71123.4260,677.87-1,439.47
2019-03-21BUY151399265.1122.32-60,636.420
2019-04-23SELL151372.4247.42113.7955,871.19-4,765.23
2019-06-12BUY152365244.11115.15-55,839.270
2019-07-11SELL152333222.71104.1650,289.13-5,550.14
2019-09-23BUY138361219.2101.51-50,138.710
2019-10-14SELL138317.68192.988.8943,558.05-6,580.66
2019-11-20BUY134323.1190.588.36-43,574.260
2019-12-19SELL134291.1171.6379.3538,756.42-4,817.84
2020-02-20BUY138280170.0278.13-38,888.150
2020-02-25SELL138292177.381.240,037.491,149.35
2020-07-21BUY162245.9175.2881.25-40,092.330
2020-08-09SELL162255181.7683.3441,044.9952.57
2020-08-13BUY140290178.6481.81-40,860.450
2020-09-13SELL140347.6214.1298.0248,351.867,491.4
2020-09-16BUY13934521196.64-48,262.640
2020-10-14SELL139333203.6694.0745,989.26-2,273.37
2020-11-10BUY138333202.293.89-46,250.090
2020-12-08SELL138327.8199.0492.5244,944.84-1,305.25
2020-12-13BUY130343196.290.93-44,877.130
2021-01-06SELL130374.42214.1798.5148,361.923,484.8
2021-01-11BUY128373.6210.4196.7-48,127.910
2021-02-08SELL128376.8212.2197.6347,920.55-207.36
2021-04-20BUY142336.3210.1298.16-48,062.880
2021-05-20SELL142343214.3199.8248,391.88329
2021-05-25BUY141341.1211.6298.45-48,405.170
2021-06-23SELL141345.2214.1699.648,359.43-45.74
2021-07-05BUY138349.4212.1698.69-48,528.050
2021-08-03SELL138366.7222.66102.9850,278.961,750.91
2021-09-07BUY134372.5219.63101.44-50,236.070
2021-10-05SELL134378.2222.99102.6650,353.16117.09
2021-12-06BUY138362.8220.29104.79-50,391.490
2022-01-04SELL138347.8211.18100.1747,685.04-2,706.44
2022-01-13BUY132357.1207.497.37-47,441.980
2022-02-10SELL132357207.3598.4246,818.23-623.75
2022-02-15BUY130358204.7897.41-46,842.190
2022-03-08SELL130315.04180.284.0640,690.93-6,151.26
2022-08-03BUY135301.2178.9182.58-40,923.490
2022-09-05SELL135288.7171.4979.138,723.91-2,199.58
2024-06-27BUY162236.2168.3679.54-38,512.310
2024-07-24SELL162248.2176.9282.6539,948.831,436.53
2024-07-29BUY155257175.2781.76-40,092.030
2024-08-15SELL155381259.84118.8258,676.3418,584.31
2024-08-20BUY165353256.28116.98-58,618.250
2024-09-19SELL165328.6238.56109.0253,871.42-4,746.83
2024-11-12BUY164325.7235.03108.47-53,758.30
2024-12-10SELL164319.9230.84107.1452,125.62-1,632.68
2024-12-18BUY162320228.1106.3-52,174.40
2025-01-19SELL162332.8237.22109.8653,566.521,392.12
2025-01-22BUY158336.9234.21108.66-53,573.080
2025-02-19SELL158343.7238.94110.353,955.36382.29
2025-02-24BUY155346235.97108.58-53,974.550
2025-03-24SELL155319.9218.17101.3849,264.95-4,709.6
2025-06-29BUY162302.7215.76105.49-49,358.660
2025-07-29SELL162320228.1106.3751,505.532,146.87
2025-08-03BUY163313.5224.84104.67-51,430.010
2025-09-01SELL163311223.05104.3550,365.6-1,064.41
2025-09-04BUY162309220.26102.98-50,381.230
2025-10-06SELL162302215.27104.5648,604.18-1,777.05
2026-01-27BUY181267.1212.7299.85-48,657.670
2026-03-01SELL181262208.6697.0947,116.25-1,541.42
2026-06-08BUY190246.8206.3297.89-47,196.220
2026-07-07SELL190259216.52100.7648,892.711,696.5