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: -7.6%. 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

#2400 · Flow: Force Index

Full-history NAV৳26,243

Net return -73.8% · drawdown 75.3% · 212 closed positions

2024 onward NAV৳93,427

Net return -6.6% · drawdown 30.4% · 28 closed positions

2024 stress NAV৳75,655

Net return -24.3% · drawdown 41.0% · 26 closed positions

Variant 0; fixed stop 8.0%; maximum 10 sessions; gate None; continuous signal; exit any bearish; trailing arms at 5.0%, distance 2.0%; partial sale at 15.0% (0 = off).

Account reconciliation

Cash৳30

Unsettled৳0

Holdings৳26,213

NAV৳26,243

Realized P&L৳-73,177

Unrealized P&L৳-580

Fees৳88,385

Friction৳40,898

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 #2400

426 fills, including partial sales. Page 4.

Date	Side	Shares	Price	Fees	Friction	Cash flow	Realized P&L
2020-08-09	SELL	128	255	143.62	65.73	32,430.66	-418.85
2020-08-13	BUY	111	290	141.64	64.76	-32,396.4	0
2020-08-27	SELL	111	317	154.82	70.74	34,961.43	2,565.03
2020-09-02	BUY	108	322	153.01	69.88	-34,998.9	0
2020-09-09	SELL	108	337.12	160.2	73.19	36,175.58	1,176.68
2020-09-14	BUY	101	354	157.32	71.89	-35,983.21	0
2020-09-17	SELL	101	340.7	151.41	69.21	34,190.09	-1,793.12
2020-12-08	BUY	104	327.8	150	69.35	-34,310.55	0
2020-12-17	SELL	104	350.74	160.5	73.91	36,242.75	1,932.2
2020-12-22	BUY	105	341.4	157.73	72.6	-36,077.32	0
2021-01-05	SELL	105	368.48	170.24	78.16	38,442	2,364.68
2021-01-10	BUY	104	366.3	167.62	76.86	-38,339.68	0
2021-01-19	SELL	104	383.18	175.34	80.37	39,595	1,255.33
2021-01-24	BUY	105	375	173.25	79.38	-39,627.63	0
2021-01-27	SELL	105	365.2	168.72	77.34	38,099.94	-1,527.7
2021-02-07	BUY	99	385	167.71	76.97	-38,359.68	0
2021-02-10	SELL	99	377.7	164.53	75.5	37,152.28	-1,207.4
2021-03-09	BUY	104	355	162.45	74.66	-37,157.11	0
2021-03-14	SELL	104	346.7	158.65	72.9	35,825.25	-1,331.87
2021-04-20	BUY	105	336.3	155.37	72.07	-35,538.94	0
2021-04-25	SELL	105	337.3	155.83	72.4	35,188.27	-350.67
2021-04-28	BUY	104	338.8	155.03	72.1	-35,462.34	0
2021-05-09	SELL	104	335	153.3	71.38	34,615.33	-847.01
2021-05-16	BUY	99	346.6	150.98	70.05	-34,534.43	0
2021-05-31	SELL	99	345.5	150.5	69.49	33,984.51	-549.92
2021-06-03	BUY	97	346.9	148.06	68.28	-33,865.64	0
2021-06-17	SELL	97	343.6	146.65	67.67	33,114.88	-750.76
2021-06-22	BUY	96	344.9	145.69	67.28	-33,323.37	0
2021-07-08	SELL	96	350	147.84	68.34	33,383.82	60.46
2021-07-14	BUY	92	358.2	145	66.94	-33,166.33	0
2021-08-02	SELL	92	372.4	150.75	69.42	34,040.64	874.3
2021-08-24	BUY	93	365	149.36	68.54	-34,162.89	0
2021-08-29	SELL	93	367	150.18	68.95	33,911.87	-251.03
2021-09-06	BUY	91	369.9	148.11	68.02	-33,877.03	0
2021-09-13	SELL	91	388.86	155.7	71.59	35,159.33	1,282.3
2021-09-19	BUY	91	384.9	154.11	70.73	-35,250.75	0
2021-09-26	SELL	91	381	152.55	69.98	34,448.47	-802.28
2021-12-14	BUY	95	358	149.64	70.27	-34,229.91	0
2021-12-20	SELL	95	353.2	147.64	69.2	33,337.17	-892.75
2021-12-26	BUY	95	350	146.3	68.25	-33,464.55	0
2022-01-09	SELL	95	350.1	146.34	68.22	33,044.94	-419.61
2022-01-12	BUY	93	354	144.86	67.42	-33,134.28	0
2022-01-26	SELL	93	356	145.68	67.8	32,894.52	-239.76
2022-02-01	BUY	91	356.9	142.9	66.46	-32,687.27	0
2022-02-15	SELL	91	358	143.34	67.28	32,367.38	-319.89
2022-02-20	BUY	90	358.8	142.08	66.43	-32,500.52	0
2022-02-27	SELL	90	345	136.62	63.58	30,849.8	-1,650.72
2022-03-16	BUY	93	330.1	135.08	62.5	-30,896.88	0
2022-03-22	SELL	93	327	133.81	62	30,215.19	-681.68
2022-03-27	BUY	92	325.8	131.88	61.16	-30,166.65	0
2022-04-07	SELL	92	320.4	129.7	60.64	29,286.46	-880.19
2022-04-12	BUY	90	321.6	127.35	59.76	-29,131.11	0
2022-04-18	SELL	90	323.1	127.95	60.11	28,890.94	-240.17
2022-04-19	BUY	1	320	1.41	0.64	-322.05	0
2022-04-28	SELL	1	322.9	1.42	0.65	320.83	-1.21
2022-05-30	BUY	93	310	126.85	58.59	-29,015.44	0
2022-06-13	SELL	93	307	125.62	58.28	28,367.09	-648.35
2022-06-16	BUY	93	304.5	124.6	58.05	-28,501.15	0
2022-06-28	SELL	93	303.1	124.03	57.66	28,006.62	-494.54
2022-07-06	BUY	95	292	122.06	56.29	-27,918.35	0
2022-07-24	SELL	95	289.5	121.01	55.56	27,325.92	-592.42
2022-07-27	BUY	95	286	119.55	54.87	-27,344.42	0
2022-08-07	SELL	95	295.47	123.51	56.85	27,889.3	544.88
2022-08-30	BUY	94	295.2	122.09	56.09	-27,926.99	0
2022-09-04	SELL	94	295	122.01	56.04	27,551.95	-375.04
2022-09-18	BUY	95	288.4	120.55	55.58	-27,574.13	0
2022-10-02	SELL	95	286.6	119.8	55.45	27,051.76	-522.37
2024-04-02	BUY	114	235.5	118.13	54.23	-27,019.36	0
2024-04-22	SELL	114	237.4	119.08	55.47	26,889.05	-130.31
2024-04-25	BUY	115	232.5	117.65	54.97	-26,910.11	0
2024-05-12	SELL	115	239	120.93	56.21	27,307.86	397.74
2024-05-15	BUY	114	238.5	119.63	55.65	-27,364.29	0
2024-05-30	SELL	114	228	114.36	53.21	25,824.42	-1,539.86
2024-06-04	BUY	112	228	112.36	52.36	-25,700.72	0
2024-06-23	SELL	112	228.8	112.75	52.77	25,460.08	-240.64
2024-06-26	BUY	110	229.9	111.27	51.99	-25,452.26	0
2024-07-02	SELL	110	247.6	119.84	55.86	27,060.3	1,608.04
2024-07-07	BUY	111	243	118.68	55.22	-27,146.9	0
2024-07-24	SELL	111	248.2	121.22	56.15	27,372.83	225.93
2024-07-29	BUY	106	257	119.86	55.46	-27,417.33	0
2024-08-11	SELL	106	345.6	161.19	74.78	36,397.63	8,980.3
2024-08-15	BUY	94	381	157.58	71.89	-36,043.47	0
2024-08-20	SELL	94	350.52	144.98	66.05	32,737.85	-3,305.62
2024-08-21	BUY	1	344.3	1.51	0.69	-346.5	0
2024-09-05	SELL	1	343	1.51	0.69	340.8	-5.7
2024-12-19	BUY	101	324.5	144.21	66.57	-32,985.28	0
2025-01-06	SELL	101	325.6	144.7	67	32,673.91	-311.37
2025-01-09	BUY	99	327.8	142.79	66.07	-32,661.06	0
2025-01-23	SELL	99	335.9	146.32	67.36	33,040.42	379.36
2025-02-03	BUY	99	332	144.62	66.51	-33,079.13	0
2025-02-06	SELL	99	338	147.23	67.6	33,247.17	168.04
2025-02-18	BUY	95	347.9	145.42	66.76	-33,262.68	0
2025-03-02	SELL	95	327.4	136.85	62.61	30,903.54	-2,359.14
2025-06-01	BUY	107	286	134.65	63.76	-30,800.41	0
2025-06-23	SELL	107	290.2	136.63	65.21	30,849.56	49.15
2025-06-26	BUY	103	297.3	134.74	64.25	-30,820.88	0
2025-07-14	SELL	103	298.6	135.33	63.82	30,556.66	-264.23
2025-07-17	BUY	102	298.9	134.15	62.91	-30,684.86	0
2025-07-22	SELL	102	309.19	138.76	64.51	31,334.1	649.25
2025-07-27	BUY	97	319	136.15	62.91	-31,142.06	0

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