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: -5.8%. 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

#2176 · Flow: Chaikin Oscillator

Full-history NAV৳36,370

Net return -63.6% · drawdown 64.2% · 131 closed positions

2024 onward NAV৳89,984

Net return -10.0% · drawdown 30.4% · 23 closed positions

2024 stress NAV৳76,457

Net return -23.5% · drawdown 41.3% · 19 closed positions

Variant 0; fixed stop 4.0%; maximum 15 sessions; gate EMA 50; continuous signal; exit EMA 200 break; trailing arms at 18.0%, distance 6.0%; partial sale at 0.0% (0 = off).

Account reconciliation

Cash৳36,370

Unsettled৳0

Holdings৳0

NAV৳36,370

Realized P&L৳-63,630

Unrealized P&L৳0

Fees৳63,195

Friction৳29,251

NAV = cash + unsettled proceeds + marked holdings. Maximum reconciliation error: ৳1.46e-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 #2176

262 fills, including partial sales. Page 1.

Date	Side	Shares	Price	Fees	Friction	Cash flow	Realized P&L
2011-01-04	BUY	420	236.5	437.05	199.95	-99,967	0
2011-01-09	SELL	420	232.2	429.11	196.28	96,898.61	-3,068.39
2011-01-13	BUY	410	234.8	423.58	193.62	-96,885.19	0
2011-01-18	SELL	410	228.7	412.57	188.62	93,165.81	-3,719.39
2011-02-02	BUY	405	228.3	406.83	186.52	-93,054.86	0
2011-02-07	SELL	405	209.7	373.69	171.13	84,383.69	-8,671.17
2011-08-01	BUY	462	181.6	369.16	168.73	-84,437.08	0
2011-08-04	SELL	462	178.5	362.85	165.84	81,938.31	-2,498.78
2011-08-09	BUY	465	175.1	358.25	163.74	-81,943.49	0
2011-08-14	SELL	465	183.6	375.65	171.74	84,826.62	2,883.12
2011-08-18	BUY	466	180.7	370.51	169.43	-84,746.14	0
2011-08-24	SELL	466	177	362.92	166.25	81,952.82	-2,793.32
2011-09-04	BUY	1	177.8	0.78	0.36	-178.94	0
2011-09-07	SELL	1	173.1	0.76	0.35	171.99	-6.95
2011-11-20	BUY	489	166.6	358.46	165.49	-81,991.35	0
2011-11-23	SELL	489	163.7	352.22	162.17	79,534.91	-2,456.44
2011-11-28	BUY	488	162.2	348.28	160.19	-79,662.07	0
2011-12-01	SELL	488	161.6	346.99	159.83	78,353.98	-1,308.09
2012-01-18	BUY	475	163.6	341.92	157.37	-78,209.29	0
2012-01-23	SELL	475	161	336.49	154.75	75,983.76	-2,225.53
2012-05-03	BUY	349	216.5	332.46	151.86	-76,042.82	0
2012-05-09	SELL	349	200.4	307.73	140.51	69,491.35	-6,551.46
2012-05-14	BUY	331	208.5	303.66	138.73	-69,455.88	0
2012-05-28	SELL	331	200.16	291.51	133.84	65,827.61	-3,628.28
2012-05-31	BUY	317	206.4	287.89	132.45	-65,849.14	0
2012-06-18	SELL	317	198.14	276.37	127.74	62,407.54	-3,441.6
2012-06-21	BUY	313	197.9	272.55	126.21	-62,341.46	0
2012-07-11	SELL	313	189.98	261.65	120.81	59,082.54	-3,258.92
2012-07-22	BUY	295	199.4	258.82	119.24	-59,201.06	0
2012-07-25	SELL	295	205.5	266.74	122.78	60,232.98	1,031.92
2012-07-30	BUY	292	204.8	263.13	121.18	-60,185.91	0
2012-08-05	SELL	292	189.1	242.96	111.66	54,862.59	-5,323.32
2013-01-01	BUY	316	172.6	239.98	112.55	-54,894.13	0
2013-01-06	SELL	316	172.4	239.7	112.66	54,126.04	-768.09
2013-01-09	BUY	315	170.9	236.87	111.38	-54,181.75	0
2013-01-14	SELL	315	170.1	235.76	110.86	53,234.88	-946.87
2013-02-07	BUY	311	170.1	232.76	109.08	-53,242.95	0
2013-02-12	SELL	311	165.1	225.92	105.17	51,015	-2,227.94
2013-06-16	BUY	283	178.8	222.64	102.73	-50,925.77	0
2013-07-10	SELL	283	220.7	274.82	126.31	62,056.97	11,131.2
2013-07-22	BUY	341	180.9	271.42	123.92	-62,082.24	0
2013-07-25	SELL	341	178.4	267.67	122.19	60,444.54	-1,637.7
2013-09-09	BUY	294	204.3	264.28	120.82	-60,449.3	0
2013-09-12	SELL	294	196.13	253.71	115.91	57,292.01	-3,157.29
2013-09-17	BUY	291	195.3	250.06	114.21	-57,196.57	0
2013-09-23	SELL	291	186.5	238.79	109.1	53,923.61	-3,272.97
2013-11-07	BUY	265	202.4	236	109.98	-53,981.98	0
2013-11-13	SELL	265	194.3	226.56	104.9	51,159.1	-2,822.88
2013-11-18	BUY	254	199.9	223.41	103.18	-51,101.19	0
2013-12-09	SELL	254	204.7	228.77	105.04	51,659.99	558.8
2013-12-17	BUY	257	200.2	226.39	103.98	-51,781.77	0
2014-01-12	SELL	257	209.9	237.35	109.94	53,597	1,815.23
2014-01-16	BUY	258	206	233.85	108.22	-53,490.08	0
2014-02-06	SELL	258	210	238.39	109.7	53,831.91	341.83
2014-02-11	BUY	256	209.3	235.76	108.39	-53,924.95	0
2014-02-16	SELL	256	205.6	231.59	106.4	52,295.61	-1,629.34
2014-03-31	BUY	243	213.8	228.59	105.05	-52,287.05	0
2014-04-16	SELL	243	255.68	273.37	125.09	61,731.78	9,444.73
2014-04-30	BUY	228	268.9	269.76	123.16	-61,702.12	0
2014-05-22	SELL	228	255.3	256.12	117.1	57,835.18	-3,866.94
2014-05-27	BUY	216	266	252.81	115.82	-57,824.62	0
2014-06-17	SELL	216	303.7	288.64	132.17	65,178.39	7,353.77
2014-06-22	BUY	218	296.5	284.4	130.17	-65,051.57	0
2014-07-14	SELL	218	295.7	283.64	130.21	64,048.76	-1,002.81
2014-07-17	BUY	224	285.1	280.99	129.12	-64,272.51	0
2014-08-14	SELL	224	344.2	339.24	155.28	76,606.28	12,333.76
2014-08-20	BUY	228	333.6	334.67	153.05	-76,548.52	0
2014-08-26	SELL	228	317.4	318.42	145.52	71,903.26	-4,645.26
2014-08-31	BUY	220	323.7	313.34	143.19	-71,670.53	0
2014-09-21	SELL	220	377.9	365.81	167.81	82,604.38	10,933.85
2014-10-01	BUY	214	384.2	361.76	165.62	-82,746.18	0
2014-10-20	SELL	214	368.83	347.29	158.78	78,423.98	-4,322.2
2014-10-23	BUY	208	374.8	343.02	156.87	-78,458.28	0
2014-11-05	SELL	208	358.5	328.1	150.13	74,089.78	-4,368.51
2015-02-12	BUY	209	352.5	324.16	150.83	-74,147.49	0
2015-02-22	SELL	209	333.1	306.32	142.19	69,169.39	-4,978.11
2015-03-29	BUY	197	348	301.65	139.45	-68,997.09	0
2015-04-20	SELL	197	340	294.71	135.53	66,549.75	-2,447.34
2015-07-05	BUY	198	334.4	291.33	134.04	-66,636.57	0
2015-07-08	SELL	198	328	285.75	131.44	64,526.81	-2,109.77
2015-07-13	BUY	185	346.9	282.38	129.81	-64,588.69	0
2015-07-22	SELL	185	335.2	272.85	125.29	61,613.85	-2,974.83
2015-07-27	BUY	181	338.6	269.66	123.69	-61,679.95	0
2015-08-02	SELL	181	325.06	258.87	118.64	58,457.62	-3,222.34
2015-12-01	BUY	216	267.9	254.61	119.92	-58,240.93	0
2015-12-06	SELL	216	272	258.51	121.49	58,372	131.07
2016-01-18	BUY	224	259.5	255.76	121.98	-58,505.74	0
2016-01-21	SELL	224	269.8	265.91	125.35	60,043.94	1,538.2
2016-01-26	BUY	224	266.5	262.66	123.42	-60,082.08	0
2016-01-31	SELL	224	262.5	258.72	121.35	58,419.93	-1,662.15
2016-02-03	BUY	222	260.7	254.65	119.29	-58,249.34	0
2016-02-08	SELL	222	260	253.97	118.98	57,347.05	-902.28
2016-04-24	BUY	230	248.6	251.58	121.01	-57,550.59	0
2016-04-27	SELL	230	251	254.01	121.17	57,354.82	-195.77
2016-05-03	BUY	230	247	249.96	119.29	-57,179.26	0
2016-05-08	SELL	230	247	249.96	118.86	56,441.17	-738.08
2016-05-11	BUY	223	252.1	247.36	116.99	-56,582.65	0
2016-05-16	SELL	223	252	247.26	116.85	55,831.88	-750.77
2016-05-19	BUY	218	254.6	244.21	115.38	-55,862.4	0
2016-05-25	SELL	218	256.6	246.13	116.43	55,576.24	-286.16