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: -4.5%. 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

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

#1996 · Flow: Klinger Oscillator

Full-history NAV৳45,845

Net return -54.2% · drawdown 74.5% · 157 closed positions

2024 onward NAV৳57,920

Net return -42.1% · drawdown 42.1% · 43 closed positions

2024 stress NAV৳42,469

Net return -57.5% · drawdown 57.5% · 28 closed positions

Variant 1; fixed stop 10.0%; maximum 120 sessions; gate None; continuous signal; exit EMA 200 break; trailing arms at 0.0%, distance 0.0%; partial sale at 20.0% (0 = off).

Account reconciliation

Cash৳167

Unsettled৳45,678

Holdings৳0

NAV৳45,845

Realized P&L৳-54,155

Unrealized P&L৳0

Fees৳128,559

Friction৳61,264

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 #1996

323 fills, including partial sales. Page 3.

Date	Side	Shares	Price	Fees	Friction	Cash flow	Realized P&L
2020-07-29	SELL	374	255	419.63	196.13	94,754.24	272.84
2020-08-10	BUY	347	271.5	414.53	191.88	-94,816.91	0
2020-08-16	SELL	347	294	448.88	207.75	101,361.37	6,544.46
2020-08-31	BUY	319	315	442.13	203.9	-101,131.03	0
2021-01-05	SELL	159	378	264.45	122.09	59,715.46	9,308.46
2021-02-22	SELL	160	359.7	253.23	116.99	57,181.78	6,457.76
2021-03-10	BUY	330	352	511.1	240.18	-116,911.28	0
2021-04-01	SELL	330	330	479.16	227.66	108,193.18	-8,718.1
2021-04-07	BUY	320	336.5	473.79	224.53	-108,378.33	0
2021-04-12	SELL	320	330	464.64	222.92	104,912.44	-3,465.88
2021-04-18	BUY	303	343.9	458.49	220.51	-104,880.7	0
2021-10-24	SELL	303	363.8	485.02	228.44	109,517.95	4,637.24
2021-10-27	BUY	306	356	479.32	225.85	-109,641.16	0
2021-11-04	SELL	306	352.2	474.2	225.04	107,073.95	-2,567.21
2021-11-09	BUY	299	355.5	467.7	223.52	-106,985.72	0
2021-12-01	SELL	299	359	472.3	237.9	106,630.8	-354.92
2021-12-07	BUY	292	361.9	464.97	232.29	-106,372.06	0
2021-12-15	SELL	292	357.3	459.06	229.54	103,643	-2,729.06
2022-01-16	BUY	287	359.9	454.48	221	-103,966.78	0
2022-01-30	SELL	287	352	444.51	216.1	100,363.39	-3,603.39
2022-02-07	BUY	280	355.3	437.73	215.82	-100,137.55	0
2022-02-22	SELL	280	355.8	438.35	216.34	98,969.32	-1,168.23
2022-03-24	BUY	303	325.1	433.42	209.54	-99,148.26	0
2022-03-29	SELL	303	330.9	441.16	214.84	99,606.71	458.45
2022-04-03	BUY	301	328.9	435.6	213.01	-99,647.5	0
2022-04-06	SELL	301	323.3	428.18	212.19	96,672.93	-2,974.57
2022-04-17	BUY	299	320.6	421.78	211.76	-96,492.94	0
2022-04-20	SELL	299	322.8	424.68	210.02	95,882.5	-610.43
2022-04-25	BUY	291	327.2	418.95	206.73	-95,840.88	0
2022-04-28	SELL	291	322.9	413.44	201.97	93,348.49	-2,492.39
2022-05-30	BUY	300	310	409.2	195.68	-93,604.88	0
2022-06-02	SELL	300	309.5	408.54	196.26	92,245.2	-1,359.68
2022-06-07	BUY	298	307.3	402.93	193.09	-92,171.42	0
2022-06-12	SELL	298	306	401.23	193.4	90,593.37	-1,578.05
2022-06-15	BUY	292	307.8	395.46	193.32	-90,466.38	0
2022-06-20	SELL	292	306	393.15	192.98	88,765.87	-1,700.51
2022-07-06	BUY	302	292	388.01	184.56	-88,756.57	0
2022-07-13	SELL	302	290	385.35	181.99	87,012.66	-1,743.91
2022-08-04	BUY	289	299.1	380.34	178.34	-86,998.58	0
2022-08-14	SELL	289	288	366.22	172.69	82,693.09	-4,305.48
2022-09-20	BUY	286	287.2	361.41	171.56	-82,672.17	0
2022-09-25	SELL	286	286.6	360.66	171.53	81,435.41	-1,236.76
2024-03-24	BUY	332	243.9	356.29	167.65	-81,498.74	0
2024-03-28	SELL	332	238.7	348.69	163.62	78,736.09	-2,762.65
2024-04-02	BUY	332	235.5	344.02	160.96	-78,690.97	0
2024-04-08	SELL	332	242.4	354.1	167.94	79,954.76	1,263.78
2024-04-16	BUY	334	238.5	350.5	167.71	-80,177.21	0
2024-04-21	SELL	313	234.7	323.23	156.27	72,981.6	-2,154.52
2024-04-22	SELL	21	237.4	21.94	10.02	4,953.45	-87.63
2024-04-24	BUY	311	232.5	318.15	155.39	-72,781.04	0
2024-04-29	SELL	311	244	333.89	163.32	75,386.8	2,605.75
2024-04-30	BUY	21	239	22.08	10.09	-5,051.17	0
2024-05-06	SELL	21	241.9	22.35	10.22	5,047.33	-3.84
2024-05-07	BUY	310	241.8	329.82	161.01	-75,448.83	0
2024-05-12	SELL	310	239	326	157.18	73,606.82	-1,842.01
2024-05-13	BUY	21	237.2	21.92	10	-5,013.12	0
2024-05-16	SELL	21	233.6	21.58	9.85	4,874.16	-138.96
2024-06-30	BUY	325	240.1	343.34	168.14	-78,543.98	0
2024-07-04	SELL	325	240.2	343.49	167.04	77,554.47	-989.51
2024-08-15	BUY	202	381	338.63	155.13	-77,455.76	0
2024-08-21	SELL	202	342.9	304.77	139.17	68,821.86	-8,633.9
2024-11-12	BUY	210	325.7	300.95	139.49	-68,837.44	0
2025-04-28	SELL	210	309.7	286.16	138.28	64,612.56	-4,224.88
2025-05-12	BUY	215	298.1	282	135.94	-64,509.45	0
2025-05-15	SELL	215	295.4	279.45	134.84	63,096.72	-1,412.73
2025-05-19	BUY	211	297	275.73	133.41	-63,076.15	0
2025-05-22	SELL	211	293.1	272.11	131.76	61,440.23	-1,635.92
2025-05-26	BUY	226	270.1	268.59	131.29	-61,442.48	0
2025-05-29	SELL	226	275.5	273.96	135.2	61,853.85	411.36
2025-06-03	BUY	213	288.2	270.1	133.31	-61,790.01	0
2025-06-16	SELL	213	285.1	267.2	132.9	60,326.21	-1,463.81
2025-06-17	BUY	1	286.6	1.26	0.57	-288.43	0
2025-06-22	SELL	1	294	1.29	0.59	292.12	3.68
2025-06-23	BUY	206	290.2	263.04	131.08	-60,175.32	0
2025-06-26	SELL	206	297.3	269.47	134.5	60,839.83	664.51
2025-06-29	BUY	1	302.7	1.33	0.61	-304.64	0
2025-07-03	SELL	1	300	1.32	0.6	298.08	-6.56
2025-07-23	BUY	194	313.2	267.35	126.6	-61,154.75	0
2025-08-17	SELL	194	306	261.2	121.42	58,981.38	-2,173.37
2025-10-23	BUY	204	286.5	257.16	128.42	-58,831.58	0
2025-10-28	SELL	204	282.7	253.75	126.7	57,290.35	-1,541.23
2025-11-02	BUY	201	283.4	250.64	126.34	-57,340.38	0
2025-11-05	SELL	201	286	252.94	129.38	57,103.68	-236.7
2025-11-10	BUY	202	281.1	249.84	128.87	-57,160.91	0
2025-11-13	SELL	202	279	247.98	128.2	55,981.82	-1,179.09
2025-11-18	BUY	202	276	245.31	124.58	-56,121.89	0
2025-11-23	SELL	202	273.3	242.91	122.37	54,841.32	-1,280.57
2025-11-26	BUY	196	277.5	239.32	120.72	-54,750.04	0
2025-12-01	SELL	196	279	240.61	121.68	54,321.71	-428.33
2025-12-29	BUY	207	260.3	237.08	115.27	-54,234.45	0
2026-01-04	SELL	207	256.4	233.53	112.99	52,728.29	-1,506.16
2026-01-08	BUY	207	254	231.34	110.64	-52,919.99	0
2026-01-13	SELL	207	251.2	228.79	109.31	51,660.3	-1,259.69
2026-01-18	BUY	199	257	225.03	107.83	-51,475.86	0
2026-01-21	SELL	199	264.7	231.77	109.89	52,333.63	857.78
2026-01-26	BUY	197	264.7	229.44	108.09	-52,483.44	0
2026-01-29	SELL	197	271.5	235.34	110.54	53,139.62	656.19
2026-03-12	BUY	211	250	232.1	108.11	-53,090.21	0
2026-03-24	SELL	211	254.5	236.28	110.49	53,352.73	262.52
2026-03-30	BUY	214	248	233.52	109.38	-53,414.9	0

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