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.

Initial search Robust search Recent stress search Exhaustive parameter grid All 51 indicator families

Full historical period: 2009-11-16 → 2026-10-13 (16.9 years). Selected finalist annualized return: -8.3%. 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

Family	Maximum historical NAV	Closed positions	Same setting: recent stress NAV	Profitable settings	Inspect
Flow: Ease of Movement	৳450,033	8	৳127,183	30,526 / 184,320	Rules & fills →
Flow: NVI	৳390,127	11	৳105,747	43,689 / 184,320	Rules & fills →
Flow: Accumulation persistence	৳359,224	41	৳120,380	32,640 / 184,320	Rules & fills →
Flow: RVOL percentile	৳353,244	13	৳162,508	18,868 / 184,320	Rules & fills →
Volume confirmation	৳347,781	15	৳129,339	9,274 / 184,320	Rules & fills →
Flow: Breakout confirmation	৳337,452	42	৳110,700	11,997 / 184,320	Rules & fills →
Bollinger breakout	৳315,960	14	৳116,346	11,999 / 184,320	Rules & fills →
Flow: OBV slope	৳301,207	30	৳140,577	15,991 / 184,320	Rules & fills →
Flow: Signed imbalance	৳301,207	30	৳140,577	15,991 / 184,320	Rules & fills →
Flow: Turnover shock	৳297,222	42	৳89,713	13,754 / 184,320	Rules & fills →
Flow: Volume z-score	৳292,518	34	৳95,596	14,055 / 184,320	Rules & fills →
Flow: VWAP pressure	৳291,657	9	৳101,364	69,788 / 184,320	Rules & fills →
Flow: Price-volume divergence	৳289,526	28	৳113,668	18,692 / 184,320	Rules & fills →
Support rebound	৳283,535	22	৳80,645	42,237 / 184,320	Rules & fills →
Flow: Force Index	৳279,669	35	৳105,558	18,844 / 184,320	Rules & fills →
Flow: RVOL	৳277,160	35	৳96,502	11,370 / 184,320	Rules & fills →
RSI corridor	৳275,883	38	৳133,936	25,111 / 184,320	Rules & fills →
Flow: Traded value	৳275,366	17	৳101,299	21,390 / 184,320	Rules & fills →
Flow: VPT	৳271,295	24	৳114,099	12,350 / 184,320	Rules & fills →
Flow: Volume Profile POC	৳270,864	13	৳92,249	17,592 / 184,320	Rules & fills →
Flow: Amihud	৳268,877	43	৳69,586	38,276 / 184,320	Rules & fills →
Flow: OBV	৳264,873	29	৳145,581	14,391 / 184,320	Rules & fills →
Donchian breakout	৳260,346	39	৳123,361	37,063 / 184,320	Rules & fills →
Flow: VWAP	৳255,905	34	৳111,052	9,010 / 184,320	Rules & fills →
Flow: Gap pressure	৳250,903	13	৳118,607	9,064 / 184,320	Rules & fills →
Flow: Klinger Oscillator	৳244,058	35	৳101,202	4,692 / 184,320	Rules & fills →
Flow: Accumulation streak	৳241,061	41	৳88,569	12,536 / 184,320	Rules & fills →
Flow: PVI	৳239,641	25	৳119,995	10,240 / 184,320	Rules & fills →
Flow: CMF	৳239,186	43	৳150,064	10,679 / 184,320	Rules & fills →
Flow: OBV divergence	৳238,331	63	৳88,804	11,528 / 184,320	Rules & fills →
MFI corridor	৳234,740	53	৳106,779	4,697 / 184,320	Rules & fills →
EMA 50/200	৳231,496	21	৳108,899	21,101 / 184,320	Rules & fills →
EMA 8/128	৳226,697	20	৳110,141	8,947 / 184,320	Rules & fills →
MACD	৳221,598	38	৳122,159	10,659 / 184,320	Rules & fills →
Flow: Volume concentration	৳213,153	17	৳77,565	12,055 / 184,320	Rules & fills →
Flow: Anchored VWAP	৳210,429	44	৳114,992	5,071 / 184,320	Rules & fills →
Flow: VPT acceleration	৳210,385	42	৳96,266	6,600 / 184,320	Rules & fills →
Flow: ADL slope	৳204,898	11	৳121,869	7,206 / 184,320	Rules & fills →
Flow: Chaikin Oscillator	৳202,030	57	৳99,688	8,676 / 184,320	Rules & fills →
Flow: Pressure regime	৳200,557	30	৳106,827	1,588 / 184,320	Rules & fills →
Flow: MFI	৳199,751	30	৳62,478	7,420 / 184,320	Rules & fills →
Compression breakout	৳199,439	9	৳90,494	50,276 / 184,320	Rules & fills →
Flow: Volatility adjusted flow	৳198,613	66	৳84,315	3,069 / 184,320	Rules & fills →
Custom DMI	৳197,471	58	৳123,087	13,788 / 184,320	Rules & fills →
Flow: Range flow	৳192,201	45	৳105,294	19,188 / 184,320	Rules & fills →
AO momentum	৳188,232	26	৳125,538	11,268 / 184,320	Rules & fills →
Kalman milestone	৳180,095	71	৳114,169	11,008 / 184,320	Rules & fills →
Candle confirmation	৳171,372	23	৳81,231	5,016 / 184,320	Rules & fills →
Five-year profile POC	৳151,274	7	৳75,618	10,384 / 184,320	Rules & fills →
Flow: ADL	৳143,854	24	৳85,551	2,441 / 184,320	Rules & fills →
Confluence	৳100,000	0	৳100,000	0 / 184,320	Rules & 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.

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 positions	Full-history NAV	Recent stress NAV	Inspect
465	৳479	৳19,237	Rules & trades →
459	৳570	৳19,289	Rules & trades →
455	৳608	৳30,525	Rules & trades →
454	৳696	৳29,045	Rules & trades →
452	৳696	৳19,289	Rules & trades →
427	৳787	৳25,792	Rules & trades →
424	৳1,097	৳25,792	Rules & trades →
421	৳1,228	৳25,792	Rules & trades →
413	৳1,783	৳23,499	Rules & trades →
407	৳2,302	৳23,499	Rules & trades →
406	৳2,320	৳23,499	Rules & trades →
404	৳2,549	৳23,499	Rules & trades →
403	৳2,646	৳23,499	Rules & trades →
401	৳2,945	৳23,499	Rules & trades →
399	৳3,250	৳23,499	Rules & trades →
393	৳3,275	৳23,499	Rules & trades →
381	৳3,641	৳29,502	Rules & trades →
379	৳3,718	৳27,745	Rules & trades →
373	৳3,724	৳30,351	Rules & trades →
371	৳3,732	৳28,986	Rules & trades →
370	৳3,748	৳28,986	Rules & trades →
369	৳4,354	৳28,986	Rules & trades →
368	৳4,894	৳30,824	Rules & trades →
365	৳4,990	৳32,033	Rules & trades →
357	৳4,997	৳32,033	Rules & trades →
356	৳5,218	৳28,837	Rules & trades →
354	৳5,221	৳25,150	Rules & trades →
334	৳5,329	৳30,036	Rules & trades →
333	৳5,419	৳36,559	Rules & trades →
332	৳5,784	৳36,559	Rules & trades →
330	৳6,774	৳24,060	Rules & trades →
322	৳8,326	৳23,926	Rules & trades →
318	৳9,371	৳58,936	Rules & trades →
310	৳10,141	৳51,727	Rules & trades →
307	৳10,511	৳51,727	Rules & trades →
304	৳15,178	৳58,936	Rules & trades →
279	৳20,779	৳54,998	Rules & trades →
278	৳21,564	৳54,275	Rules & trades →
275	৳21,636	৳63,154	Rules & trades →
274	৳26,273	৳63,206	Rules & trades →
273	৳29,419	৳62,712	Rules & trades →
256	৳29,590	৳55,742	Rules & trades →
255	৳31,882	৳55,742	Rules & trades →
254	৳33,027	৳71,757	Rules & trades →
253	৳43,846	৳60,759	Rules & trades →
243	৳50,962	৳61,920	Rules & trades →
222	৳51,791	৳67,184	Rules & trades →
211	৳53,155	৳38,370	Rules & trades →
182	৳53,269	৳73,871	Rules & trades →
180	৳57,215	৳80,303	Rules & trades →
179	৳61,425	৳67,612	Rules & trades →
178	৳64,345	৳78,839	Rules & trades →
174	৳71,910	৳75,863	Rules & trades →
168	৳76,436	৳74,795	Rules & trades →
164	৳76,786	৳83,870	Rules & trades →
151	৳78,693	৳48,065	Rules & trades →
149	৳81,870	৳48,065	Rules & trades →
147	৳83,715	৳51,784	Rules & trades →
146	৳84,726	৳50,158	Rules & trades →
145	৳85,728	৳51,194	Rules & trades →
144	৳91,007	৳49,551	Rules & trades →
143	৳96,356	৳49,551	Rules & trades →
129	৳99,944	৳52,622	Rules & trades →
128	৳100,941	৳52,622	Rules & trades →
122	৳102,600	৳91,283	Rules & trades →
120	৳105,023	৳82,755	Rules & trades →
117	৳110,155	৳49,557	Rules & trades →
114	৳112,924	৳52,842	Rules & trades →
113	৳126,750	৳90,739	Rules & trades →
109	৳138,974	৳102,356	Rules & trades →
106	৳146,851	৳95,338	Rules & trades →
105	৳153,643	৳95,031	Rules & trades →
104	৳160,541	৳98,869	Rules & trades →
103	৳163,825	৳101,081	Rules & trades →
100	৳171,166	৳100,173	Rules & trades →
99	৳174,900	৳102,408	Rules & trades →
93	৳176,438	৳104,720	Rules & trades →
91	৳185,425	৳103,784	Rules & trades →
89	৳203,081	৳106,103	Rules & trades →
78	৳216,647	৳117,604	Rules & trades →
72	৳219,750	৳116,611	Rules & trades →
70	৳248,900	৳121,502	Rules & trades →
57	৳287,506	৳123,512	Rules & trades →
47	৳307,724	৳112,431	Rules & trades →
44	৳310,063	৳67,382	Rules & trades →
43	৳336,818	৳116,030	Rules & trades →
42	৳337,452	৳110,700	Rules & trades →
41	৳359,224	৳120,380	Rules & trades →
20	৳361,179	৳129,192	Rules & trades →
18	৳364,644	৳142,912	Rules & trades →
17	৳388,758	৳142,912	Rules & trades →
16	৳401,243	৳142,912	Rules & trades →
8	৳450,033	৳127,183	Rules & trades →

Inspect finalist

#2474 · Flow: PVI

Full-history NAV৳23,219

Net return -76.8% · drawdown 81.7% · 219 closed positions

2024 onward NAV৳93,452

Net return -6.5% · drawdown 27.4% · 35 closed positions

2024 stress NAV৳38,864

Net return -61.1% · drawdown 61.4% · 29 closed positions

Variant 0; fixed stop 4.0%; maximum 10 sessions; gate None; continuous signal; exit EMA 200 break; trailing arms at 0.0%, distance 0.0%; partial sale at 0.0% (0 = off).

Account reconciliation

Cash৳23,219

Unsettled৳0

Holdings৳0

NAV৳23,219

Realized P&L৳-76,781

Unrealized P&L৳0

Fees৳102,492

Friction৳47,447

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 #2474

438 fills, including partial sales. Page 3.

Date	Side	Shares	Price	Fees	Friction	Cash flow	Realized P&L
2016-07-12	BUY	193	255.8	217.23	102.73	-49,689.36	0
2016-07-16	SELL	193	257	218.24	103.31	49,279.45	-409.91
2016-07-19	BUY	189	259.4	215.72	101.57	-49,343.89	0
2016-08-02	SELL	189	275.5	229.11	105.8	51,734.6	2,390.7
2016-08-07	BUY	185	277.4	225.8	104.22	-51,649.02	0
2016-08-10	SELL	185	267.9	218.07	100.5	49,242.93	-2,406.09
2016-08-16	BUY	180	271	214.63	98.86	-49,093.49	0
2016-08-31	SELL	180	262	207.5	96.82	46,855.68	-2,237.82
2016-09-05	BUY	174	268	205.18	95.94	-46,933.12	0
2016-09-20	SELL	174	262	200.59	94.8	45,292.62	-1,640.5
2016-09-24	BUY	171	263.7	198.41	93.76	-45,384.87	0
2016-10-06	SELL	171	272	204.65	96.39	46,210.96	826.09
2016-10-13	BUY	170	269	201.21	94.71	-46,025.92	0
2016-10-27	SELL	170	279.9	209.37	97.5	47,276.14	1,250.22
2016-11-01	BUY	173	273	207.81	96.73	-47,533.53	0
2016-11-15	SELL	173	279.1	212.45	98.57	47,973.28	439.74
2016-11-20	BUY	168	282.5	208.82	96.75	-47,765.57	0
2016-12-04	SELL	168	283.3	209.42	96.7	47,288.29	-477.29
2016-12-07	BUY	164	286.2	206.52	95.33	-47,238.65	0
2016-12-22	SELL	164	286.1	206.45	95.59	46,618.36	-620.3
2016-12-28	BUY	164	283	204.21	94.71	-46,710.93	0
2017-01-11	SELL	164	288	207.82	96.22	46,927.96	217.03
2017-01-16	BUY	161	290	205.44	94.99	-46,990.42	0
2017-01-30	SELL	161	303	214.65	98.63	48,469.72	1,479.3
2017-02-02	BUY	157	306.5	211.73	97.34	-48,429.57	0
2017-02-16	SELL	157	318	219.67	101.13	49,605.19	1,175.62
2017-02-26	BUY	156	315.2	216.35	99.67	-49,487.23	0
2017-03-12	SELL	156	318.7	218.76	100.85	49,397.59	-89.63
2017-03-15	BUY	155	317.8	216.74	99.92	-49,575.66	0
2017-03-30	SELL	155	330	225.06	104.38	50,820.56	1,244.9
2017-04-04	BUY	144	349.9	221.7	102.37	-50,709.67	0
2017-04-17	SELL	144	335.9	212.83	98.16	48,059.19	-2,650.47
2017-04-20	BUY	142	336.9	210.5	97.12	-48,147.42	0
2017-05-07	SELL	142	340	212.43	99.1	47,968.47	-178.95
2017-05-11	BUY	141	338	209.7	97.89	-47,965.58	0
2017-05-25	SELL	141	331.1	205.41	96.3	46,383.38	-1,582.2
2017-05-30	BUY	139	331.5	202.75	95.35	-46,376.6	0
2017-06-13	SELL	139	331.1	202.5	94.59	45,725.81	-650.79
2017-06-18	BUY	137	331.1	199.59	93.14	-45,653.43	0
2017-07-05	SELL	137	355	213.99	98.79	48,322.22	2,668.79
2017-07-10	BUY	141	340	210.94	97.01	-48,247.94	0
2017-07-24	SELL	141	367	227.69	104.28	51,415.03	3,167.09
2017-07-27	BUY	136	375.5	224.7	102.88	-51,395.58	0
2017-08-10	SELL	136	376.2	225.12	103.13	50,834.95	-560.63
2017-08-17	BUY	130	388	221.94	101.83	-50,763.77	0
2017-08-31	SELL	130	391	223.65	102.9	50,503.45	-260.32
2017-09-06	BUY	125	401.7	220.94	101.82	-50,535.25	0
2017-09-20	SELL	125	412	226.6	104.05	51,169.35	634.1
2017-09-25	BUY	124	410.4	223.91	102.84	-51,216.35	0
2017-10-10	SELL	124	422	230.24	105.87	51,991.89	775.53
2017-10-15	BUY	121	429	228.4	105.14	-52,242.53	0
2017-10-29	SELL	121	445.3	237.08	109.11	53,535.11	1,292.58
2017-11-01	BUY	121	439.8	234.15	107.84	-53,557.79	0
2017-11-15	SELL	121	500	266.2	122.22	60,111.58	6,553.8
2017-11-20	BUY	122	489.5	262.76	120.48	-60,102.24	0
2017-11-28	SELL	122	469.92	252.25	115.61	56,962.38	-3,139.87
2017-12-03	BUY	119	472.1	247.19	113.23	-56,540.32	0
2017-12-17	SELL	119	467.5	244.78	112.4	55,275.32	-1,265
2017-12-20	BUY	118	469	243.5	111.86	-55,697.37	0
2018-01-07	SELL	118	477.2	247.76	114.15	55,947.69	250.32
2018-01-10	BUY	117	472	242.99	111.88	-55,578.86	0
2018-01-24	SELL	117	503.8	259.36	119.25	58,565.99	2,987.13
2018-01-29	BUY	115	505.3	255.68	117.35	-58,482.53	0
2018-02-12	SELL	115	509.7	257.91	118.18	58,239.41	-243.12
2018-02-15	BUY	115	507	256.54	117.6	-58,679.14	0
2018-02-22	SELL	115	486.72	246.28	112.86	55,613.66	-3,065.48
2018-03-07	BUY	113	487.9	242.58	111.74	-55,487.02	0
2018-03-22	SELL	113	477	237.16	109.78	53,554.06	-1,932.96
2018-04-11	BUY	110	483.2	233.87	108.13	-53,493.99	0
2018-04-25	SELL	110	474.9	229.85	106.06	51,903.09	-1,590.91
2018-10-25	BUY	135	381	226.31	105.03	-51,766.35	0
2018-10-30	SELL	135	383	227.5	105.45	51,372.05	-394.3
2018-11-04	BUY	134	382	225.23	104.45	-51,517.68	0
2018-11-07	SELL	134	375	221.1	102.83	49,926.07	-1,591.6
2018-11-12	BUY	131	379	218.46	101.76	-49,969.22	0
2018-11-15	SELL	131	368	212.12	98.72	47,897.16	-2,072.05
2019-01-29	BUY	116	411	209.77	96.38	-47,982.16	0
2019-02-03	SELL	116	398.2	203.24	93.13	45,894.83	-2,087.33
2019-03-21	BUY	114	399	200.14	92.01	-45,778.15	0
2019-04-07	SELL	114	385	193.12	88.67	43,608.22	-2,169.94
2019-04-10	BUY	119	363	190.07	87.15	-43,474.22	0
2019-04-16	SELL	119	378.9	198.39	90.99	44,799.72	1,325.5
2019-06-12	BUY	122	365	195.93	91.76	-44,817.69	0
2019-06-17	SELL	122	358.1	192.23	89.84	43,406.13	-1,411.56
2019-06-20	BUY	120	360.4	190.29	89.08	-43,527.37	0
2019-06-25	SELL	120	360.9	190.56	89.17	43,028.28	-499.09
2019-06-30	BUY	117	365	187.9	87.59	-42,980.49	0
2019-07-04	SELL	117	364	187.39	87.32	42,313.3	-667.19
2019-09-23	BUY	117	361	185.84	85.82	-42,508.66	0
2019-09-26	SELL	117	360	185.33	85.33	41,849.34	-659.33
2019-10-01	BUY	118	352.4	182.97	84.15	-41,850.32	0
2019-10-06	SELL	118	347	180.16	82.91	40,682.93	-1,167.39
2019-10-10	BUY	121	333.5	177.56	81.73	-40,612.78	0
2019-10-15	SELL	121	324.5	172.76	79.49	39,012.24	-1,600.54
2019-10-20	BUY	122	317	170.17	78.25	-38,922.41	0
2019-10-23	SELL	122	321.6	172.63	79.77	38,982.79	60.38
2019-10-28	BUY	119	326	170.69	78.97	-39,043.67	0
2019-10-31	SELL	119	319.6	167.34	77.53	37,787.53	-1,256.14
2019-11-05	BUY	120	313.1	165.32	76.61	-37,813.93	0
2019-11-11	SELL	120	315.9	166.8	77.38	37,663.82	-150.1

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