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: -4.7%. 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

#2020 · Flow: Anchored VWAP

Full-history NAV৳44,453

Net return -55.5% · drawdown 60.4% · 158 closed positions

2024 onward NAV৳102,663

Net return 2.7% · drawdown 35.9% · 21 closed positions

2024 stress NAV৳92,803

Net return -7.2% · drawdown 39.2% · 19 closed positions

Variant 0; fixed stop 4.0%; maximum 60 sessions; gate None; continuous signal; exit any bearish; trailing arms at 0.0%, distance 0.0%; partial sale at 20.0% (0 = off).

Account reconciliation

Cash৳129

Unsettled৳0

Holdings৳44,324

NAV৳44,453

Realized P&L৳-54,621

Unrealized P&L৳-927

Fees৳88,153

Friction৳40,966

NAV = cash + unsettled proceeds + marked holdings. Maximum reconciliation error: ৳4.37e-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 #2020

326 fills, including partial sales. Page 2.

Date	Side	Shares	Price	Fees	Friction	Cash flow	Realized P&L
2014-02-27	BUY	373	214	351.22	162.24	-80,335.45	0
2014-03-04	SELL	373	214.2	351.55	162.02	79,383.03	-952.42
2014-03-09	BUY	361	218.3	346.75	159.79	-79,312.84	0
2014-03-20	SELL	361	211.7	336.26	154.98	75,932.45	-3,380.39
2014-03-30	BUY	357	211.8	332.7	153.57	-76,098.87	0
2014-04-02	SELL	357	220	345.58	160.08	78,034.34	1,935.48
2014-04-09	BUY	312	247.9	340.32	156.43	-77,841.55	0
2014-05-20	SELL	312	261.3	358.71	164.34	81,002.55	3,160.99
2014-05-28	BUY	299	269.8	354.95	163.2	-81,188.35	0
2014-06-02	SELL	299	281.7	370.6	170.52	83,687.18	2,498.83
2014-06-05	BUY	290	285.9	364.81	167.6	-83,443.41	0
2014-07-03	SELL	290	294.9	376.29	172.7	84,972.01	1,528.6
2014-08-12	BUY	256	330.9	372.73	170.82	-85,253.95	0
2014-08-25	SELL	256	326.8	368.11	168.38	83,124.31	-2,129.64
2014-09-03	BUY	244	337.9	362.77	165.97	-82,976.34	0
2014-09-08	SELL	244	333.2	357.72	163.82	80,779.25	-2,197.09
2014-09-11	BUY	238	337.8	353.74	162.18	-80,912.32	0
2014-09-28	SELL	119	405.36	212.25	96.93	47,928.66	7,472.5
2014-10-02	SELL	119	380.2	199.07	90.83	44,953.89	4,497.73
2014-12-14	BUY	259	355.8	405.47	188.38	-92,746.05	0
2014-12-18	SELL	259	350.8	399.77	185.76	90,271.66	-2,474.39
2014-12-29	BUY	252	356.5	395.29	184.58	-90,417.87	0
2015-01-05	SELL	252	362.5	401.94	187.66	90,760.4	342.53
2015-01-08	BUY	246	365.8	395.94	185.68	-90,568.43	0
2015-01-20	SELL	246	350	378.84	177.89	85,543.27	-5,025.16
2015-01-25	BUY	245	347.2	374.28	175.35	-85,613.63	0
2015-01-28	SELL	245	336	362.21	169.43	81,788.36	-3,825.27
2015-02-04	BUY	241	336.7	357.04	166.87	-81,668.6	0
2015-02-22	SELL	241	333.1	353.22	164.49	79,759.4	-1,909.21
2015-02-25	BUY	233	340	348.57	162.26	-79,730.83	0
2015-03-02	SELL	233	334.6	343.03	159.77	77,459	-2,271.83
2015-03-18	BUY	227	340	339.59	157.78	-77,677.37	0
2015-04-20	SELL	227	340	339.59	156.45	76,683.96	-993.42
2015-05-19	BUY	228	333.8	334.87	155.6	-76,596.87	0
2015-05-24	SELL	228	326	327.04	151.81	73,849.15	-2,747.72
2015-05-27	BUY	222	329.9	322.25	149.4	-73,709.44	0
2015-06-01	SELL	222	325	317.46	146.59	71,685.95	-2,023.5
2015-06-07	BUY	217	328.5	313.65	144.45	-71,742.6	0
2015-06-10	SELL	217	322.8	308.21	141.91	69,597.48	-2,145.12
2015-06-15	BUY	206	336	304.55	139.9	-69,660.45	0
2015-06-23	SELL	206	326.3	295.76	135.82	66,786.22	-2,874.23
2015-06-29	BUY	204	325.8	292.44	134.48	-66,890.12	0
2015-08-02	SELL	204	330	296.21	135.92	66,887.88	-2.24
2015-10-04	BUY	232	286	291.95	135.37	-66,779.32	0
2015-10-07	SELL	232	274.56	280.27	129.62	63,288.03	-3,491.29
2015-10-12	BUY	236	267	277.25	128.03	-63,417.28	0
2015-10-15	SELL	236	254.9	264.69	122.24	59,769.47	-3,647.81
2015-10-21	BUY	229	258.9	260.87	120.33	-59,669.3	0
2015-10-27	SELL	229	250	251.9	116.17	56,881.93	-2,787.37
2015-11-01	BUY	225	250.8	248.29	114.79	-56,793.08	0
2016-01-25	SELL	225	266.2	263.54	123.87	59,507.59	2,714.51
2016-01-28	BUY	223	265	260.02	122.04	-59,477.06	0
2016-02-02	SELL	223	256.3	251.48	117.73	56,785.69	-2,691.37
2016-02-03	BUY	1	260.7	1.15	0.52	-262.37	0
2016-02-08	SELL	1	260	1.14	0.52	258.34	-4.03
2016-04-04	BUY	243	233.1	249.23	119.57	-57,012.1	0
2016-06-20	SELL	243	252	269.44	128.27	60,838.29	3,826.19
2016-07-21	BUY	225	268	265.32	125.04	-60,690.36	0
2016-07-26	SELL	225	269.1	266.41	124.85	60,156.25	-534.12
2016-07-31	BUY	216	276.5	262.79	121.59	-60,108.38	0
2016-08-03	SELL	216	276.3	262.6	121.54	59,296.67	-811.71
2016-10-03	BUY	220	268.8	260.2	124.64	-59,520.84	0
2016-10-10	SELL	220	269.8	261.17	124.18	58,970.65	-550.19
2016-10-19	BUY	213	275	257.73	122.14	-58,954.87	0
2016-11-01	SELL	213	273	255.86	119.74	57,773.41	-1,181.46
2016-11-06	BUY	205	279.9	252.47	118.14	-57,750.11	0
2016-12-27	SELL	205	283.7	255.9	119.28	57,783.32	33.21
2017-01-09	BUY	198	290	252.65	117.51	-57,790.16	0
2017-01-12	SELL	198	290.7	253.26	117.71	57,187.63	-602.53
2017-01-17	BUY	194	292.1	249.34	115.5	-57,032.24	0
2017-03-01	SELL	194	309.2	263.93	122.08	59,598.79	2,566.55
2017-03-06	BUY	191	309.5	260.1	120.42	-59,495.02	0
2017-04-03	SELL	191	338.3	284.31	132.19	64,198.81	4,703.78
2017-06-21	BUY	190	335.8	280.73	132	-64,214.72	0
2017-07-09	SELL	190	340.5	284.66	131.6	64,278.74	64.01
2017-07-12	BUY	184	348.5	282.15	130.17	-64,536.31	0
2017-09-10	SELL	92	418.2	169.29	77.71	38,227.41	5,959.25
2017-10-03	SELL	92	410	165.97	75.98	37,478.05	5,209.9
2017-11-09	BUY	164	457	329.77	152.43	-75,430.2	0
2017-11-14	SELL	164	493.8	356.33	164.49	80,462.38	5,032.18
2017-11-19	BUY	164	489	352.86	162.25	-80,711.12	0
2017-11-22	SELL	164	473.5	341.68	157.09	77,155.24	-3,555.88
2017-12-05	BUY	158	484	336.48	154.42	-76,962.9	0
2017-12-10	SELL	158	478.3	332.51	152.67	75,086.22	-1,876.68
2018-01-23	BUY	150	496	327.36	151.31	-74,878.67	0
2018-01-31	SELL	150	506.9	334.55	153.79	75,546.65	667.98
2018-02-12	BUY	148	509.7	331.92	152.45	-75,919.97	0
2018-02-22	SELL	148	494.9	322.28	148.06	72,774.86	-3,145.1
2018-04-02	BUY	152	474.9	317.61	147.9	-72,650.31	0
2018-04-09	SELL	152	477	319.02	148.61	72,036.37	-613.94
2018-04-12	BUY	148	484.1	315.25	146.56	-72,108.6	0
2018-04-25	SELL	148	474.9	309.25	143.43	69,832.51	-2,276.09
2018-07-03	BUY	182	381	305.1	140.22	-69,787.32	0
2018-08-09	SELL	182	365.76	292.9	135.6	66,139.82	-3,647.5
2018-08-16	BUY	178	369.5	289.39	134.12	-66,194.51	0
2018-09-16	SELL	178	373	292.13	136.61	65,965.26	-229.25
2018-10-02	BUY	176	372	288.08	134.4	-65,894.48	0
2018-10-07	SELL	176	365.1	282.73	131.78	63,843.08	-2,051.4
2018-10-10	BUY	175	363	279.51	130.02	-63,934.53	0
2018-11-15	SELL	175	368	283.36	132.92	63,983.72	49.2

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