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Strategies

Work with AI agents to define an edge, write strategy code, and keep a record of what was tested and why.

Frozen Daily Donor-Pattern Transfer to Unseen Hyperliquid Alts

Outcome: Abandoned

FrozenDailyDonorPatternTransfer

After three iterations, the strategy tested frozen Binance donor patterns on three Hyperliquid targets. The full backtest produced 5.40% net return and Sharpe 0.341 across 658 closed positions. The decisive……Show moreShow less

After three iterations, the strategy tested frozen Binance donor patterns on three Hyperliquid targets. The full backtest produced 5.40% net return and Sharpe 0.341 across 658 closed positions. The decisive development-period review abandoned it because average net notional trade return was only 0.0161% across 434 positions, below the 0.15% floor. No optimization or withheld-period result was assessed, so the rejection concerns this specific operationalization and basket.

Sharpe
0.34
Total return
5.40%
Max drawdown
10.46%
Trades
658

Myquant AR_MA_STOCK CNEQ: Frozen AR/SMA Rules with Next-Session-Open Execution

Outcome: Abandoned

MyquantArMaStockCneqNextOpen

This execution-adapted Myquant reproduction retained frozen AR/SMA rules while moving orders to subsequent session opens on CNEQ. An initial review recommended frozen-rule validation, but the later assessment found……Show moreShow less

This execution-adapted Myquant reproduction retained frozen AR/SMA rules while moving orders to subsequent session opens on CNEQ. An initial review recommended frozen-rule validation, but the later assessment found losses across 457 closed trades and 42.919% drawdown against a 25% limit. All 13 training windows were risk-inadmissible, leaving no strategy OOS evidence from the flat fallback, while holdout results were inconclusive. After four iterations it was abandoned before risk review; the verdict applies to this platform operationalization, with coverage, dividend and account-sizing limitations, rather than the source strategy under its original assumptions.

Sharpe
0.09
Total return
-0.13%
Max drawdown
42.92%
Trades
457

Knowledge library article: (同花顺量化)高点为两日最高_、深证主板中市盈率0-29

Outcome: Abandoned

data_unavailable: no usable source for N1 (no candidate covers the need in full / only partial coverage from: 深圳证券交易所股票列表及历史披露, 巨潮资讯公开公告查询及公告原件, BaoStock免费A股估值、证券资料和季频财务, 东方财富历史估值公开数据中心, Tushare Pro daily_basic + income/balancesheet + stock_basic + suspend_d + stk_limit)

Declined: next session open fill support

Outcome: Abandoned

data_unavailable: no usable source for N1 (no candidate covers the need in full / only partial coverage from: Existing USEQ Yahoo Finance daily bars, Quantiacs original NASDAQ-100 panel, anonymous REST access, Alpaca……Show moreShow less

data_unavailable: no usable source for N1 (no candidate covers the need in full / only partial coverage from: Existing USEQ Yahoo Finance daily bars, Quantiacs original NASDAQ-100 panel, anonymous REST access, Alpaca bars via held platform credential, Nasdaq Global Index Watch constituents and corporate actions, Norgate US Stocks Platinum)

Pre-FOMC Announcement Drift on SPY: Long Into Scheduled FOMC Statements, Flat Otherwise (USEQ 1-DAY, hard-coded 1994-2026 scheduled FOMC calendar, ~8 trades/yr, long-only, 2 tunables)

Outcome: Abandoned

PreFomcDriftSpyUseqDaily

PreFomcDriftSpyUseqDaily tested whether SPY's documented drift before scheduled FOMC statements could be traded on daily bars, holding for one session into each of about 8 events a year and staying flat otherwise. Over……Show moreShow less

PreFomcDriftSpyUseqDaily tested whether SPY's documented drift before scheduled FOMC statements could be traded on daily bars, holding for one session into each of about 8 events a year and staying flat otherwise. Over the full 1993-2026 history it cleared the cost floor (0.161% per trade over 262 trades, Sharpe 0.41, max drawdown 10.7%) with almost no market beta, and the backtest review sent it on to optimization. The same review found that nearly all of the edge came from before 2016: after 2015 the mean per-trade return was 0.051% with t=0.59, consistent with the attenuation reported in the literature. The analyst abandoned the strategy after one iteration, and it never reached risk review or paper trading.

Sharpe
0.41
Total return
47.71%
Max drawdown
10.74%
Trades
262

Hyperliquid XLM/ETC Single-Excursion Passive Inventory Test

Outcome: Abandoned

HlXlmEtcSingleExcursionPassiveInventory

The strategy tested independent passive excursion books for XLM and ETC with limited inventory, protective stops and larger profit targets. Across 402 closed positions over 849 days, it lost $5,505.90 and recorded……Show moreShow less

The strategy tested independent passive excursion books for XLM and ETC with limited inventory, protective stops and larger profit targets. Across 402 closed positions over 849 days, it lost $5,505.90 and recorded Sharpe -0.6786. Modeled impact overwhelmed its positive pre-impact result, prompting abandonment at backtest review before optimization. This rejects the tested implementation at registered sizing without resolving the source author's broader grid question.

Sharpe
-0.68
Total return
-5.51%
Max drawdown
8.86%
Trades
402

BNB 1H Volume-Confirmed Strong-Close 3-Day-High Break, Fixed 24h Clock, Long-Only, Flat ~84% of the Time (BNBUSDT.BINANCE, pure OHLCV, single leg)

Outcome: Abandoned

BnbStrongCloseVolume3DayHighBreakLong

After three iterations, the BNB volume-confirmed breakout reached a full-history backtest and received an optimize verdict. Its 399 trades produced a 137.13% return and Sharpe 0.540, but fixed 90% equity deployment……Show moreShow less

After three iterations, the BNB volume-confirmed breakout reached a full-history backtest and received an optimize verdict. Its 399 trades produced a 137.13% return and Sharpe 0.540, but fixed 90% equity deployment incurred 47.11% drawdown. The analyst reported no risk-admissible candidate across nine search windows and only three profitable years out of seven, leading to abandonment before risk review.

Sharpe
0.54
Total return
137.13%
Max drawdown
47.11%
Trades
399

Hyperliquid ATOM–ALGO–ETC Supertrend with a Causal Shadow-Equity Gate

Outcome: Abandoned

HyperliquidPanelSupertrendShadowGate

Across three iterations, this strategy tested a causal shadow-equity gate on a three-leg Hyperliquid Supertrend portfolio. The baseline earned 1.0786%, but its Sharpe was 0.1373 and drawdown reached 38.0872%. Backtest……Show moreShow less

Across three iterations, this strategy tested a causal shadow-equity gate on a three-leg Hyperliquid Supertrend portfolio. The baseline earned 1.0786%, but its Sharpe was 0.1373 and drawdown reached 38.0872%. Backtest review authorized optimization, which found a risk-admissible candidate in only one of five windows, and that candidate lost out of sample. The analyst abandoned this specific operationalization for risk and persistence failures; risk review was not reached.

Sharpe
0.14
Total return
1.08%
Max drawdown
38.09%
Trades
210

Hyperliquid Intrabar Recycling versus Persistent Repricing: Balanced Altcoin Basket

Outcome: Abandoned

HyperliquidRangeVarianceBalancedBasket

After two iterations, HyperliquidRangeVarianceBalancedBasket tested a weekly balanced long-short basket based on intrabar recycling versus persistent repricing. Its 12 closed legs across three basket episodes lost……Show moreShow less

After two iterations, HyperliquidRangeVarianceBalancedBasket tested a weekly balanced long-short basket based on intrabar recycling versus persistent repricing. Its 12 closed legs across three basket episodes lost $160.47 (-0.16048%), with Sharpe -0.053 and average net leg return -0.21761%. Funding was credited and accounting reconciled, but modeled impact overwhelmed the small pre-impact surplus, leading to abandonment at backtest review before optimization or risk review. The decision rejected advancing this baseline without establishing that the broader conjecture was false.

Sharpe
-0.05
Total return
-0.16%
Max drawdown
1.83%
Trades
12

XRP–XLM Relative-Jump Exhaustion Across Hyperliquid and OKX

Outcome: Abandoned

XrpXlmRelativeJumpExhaustion

XrpXlmRelativeJumpExhaustion tested whether large relative moves between XRP and XLM would partially unwind after reversal confirmation. In one iteration, 73 synchronized paired episodes returned -11.275% net with a……Show moreShow less

XrpXlmRelativeJumpExhaustion tested whether large relative moves between XRP and XLM would partially unwind after reversal confirmation. In one iteration, 73 synchronized paired episodes returned -11.275% net with a Sharpe of -1.389, despite reconciled accounting and credited funding. Backtest review abandoned the baseline because losses persisted before execution costs and no evidence-backed improvement region warranted optimization. Optimization, post-optimization analysis, and risk review were not reached.

Sharpe
-1.39
Total return
-11.28%
Max drawdown
12.06%
Trades
146

Hyperliquid Funding-Crowding Stall Breaks: HBAR, FIL and RENDER Long/Short

Outcome: Abandoned

HyperliquidFundingCrowdingStallBreaks

The strategy tested whether funding-crowded positioning unwinds when stalled prices break against the paying side across HBAR, FIL and RENDER. Its backtest generated 24 trades and a 0.8989% return with Sharpe of……Show moreShow less

The strategy tested whether funding-crowded positioning unwinds when stalled prices break against the paying side across HBAR, FIL and RENDER. Its backtest generated 24 trades and a 0.8989% return with Sharpe of 0.1086, while average net trade return was -0.3438%. Larger FIL winners outweighed losses in HBAR and RENDER, but removing the largest winner left a loss. Backtest review abandoned this baseline before optimization because weak typical-trade economics and concentrated gains lacked a concrete improvement hypothesis; the verdict did not establish that the broader thesis lacks an edge.

Sharpe
0.11
Total return
0.90%
Max drawdown
4.93%
Trades
24

Myquant ATR_STOCK CNEQ daily expansion: explicitly bounded next-open IOC entry

Outcome: Abandoned

MyquantAtrStockBoundedCneq

Across six iterations, MyquantAtrStockBoundedCneq tested an amended A-share ATR expansion port with bounded next-open entries. Its baseline produced 35.64% net return across 634 closed trades with Sharpe 0.326, but……Show moreShow less

Across six iterations, MyquantAtrStockBoundedCneq tested an amended A-share ATR expansion port with bounded next-open entries. Its baseline produced 35.64% net return across 634 closed trades with Sharpe 0.326, but maximum drawdown reached 29.37% against a declared 20% limit. Backtest review recommended optimization, and the analyst reported completed all-fixed validation with inconclusive statistical and holdout evidence. The run was abandoned for the enforced calendar-year persistence failure—5 of 9 years positive versus 60% required—before risk review.

Sharpe
0.33
Total return
35.64%
Max drawdown
29.37%
Trades
634

SuperMind 非科创 A 股:日振幅大于 1%与已完成周线 MA5/MA10 金叉

Outcome: Abandoned

SuperMindCompletedWeekCneqBasket

SuperMindCompletedWeekCneqBasket operationalized the amplitude and completed-week MA5/MA10 screen on eight non-STAR A-shares, adding exits and equity-relative sizing. The baseline earned 2.581% with Sharpe 0.147 over……Show moreShow less

SuperMindCompletedWeekCneqBasket operationalized the amplitude and completed-week MA5/MA10 screen on eight non-STAR A-shares, adding exits and equity-relative sizing. The baseline earned 2.581% with Sharpe 0.147 over 115 closed trades and received an optimize verdict; final parameters improved return to 3.843% and Sharpe to 0.191 over 116 trades. The analyst then abandoned it because 55.6% of exposed years were positive against a mandatory 60% requirement, despite adequate average trade economics and drawdown. This outcome rejects the measured persistence of this fixed-basket implementation, not the source screen or weekly crosses generally.

Sharpe
0.15
Total return
2.58%
Max drawdown
5.94%
Trades
115

ATOM OKX 4H Partial-Information Kalman Drift Filter: Trade the Filtered Ornstein-Uhlenbeck Trend with Log-Optimal (Half-Kelly) Sizing Set at Entry, Flat When the Filtered Drift Is Inside One Posterior Std, Long-Short (ATOMUSDT.OKX 4H, pure OHLCV)

Outcome: Abandoned

AtomOkxKalmanOUDriftHalfKellyLS

After two iterations, the strategy tested a price-only Kalman drift filter on ATOMUSDT.OKX 4H with long-short positions and half-Kelly sizing fixed at entry. Its 82 closed trades over 6.4 years produced a -36.54%……Show moreShow less

After two iterations, the strategy tested a price-only Kalman drift filter on ATOMUSDT.OKX 4H with long-short positions and half-Kelly sizing fixed at entry. Its 82 closed trades over 6.4 years produced a -36.54% return, Sharpe -0.024 and 65.85% maximum drawdown. Backtest review abandoned this discrete implementation because costs overwhelmed positive aggregate pre-cost profit and average net trade return was -0.209%; no measured viable parameter region supported optimization. Optimization and later reviews were not reached.

Sharpe
-0.02
Total return
-36.54%
Max drawdown
65.85%
Trades
82

NEAR OKX MultiTimeframeStrategy Faithful 5m RSI / 15m SMA Port

Outcome: Abandoned

NearOkxMultiTimeframeFaithful

NearOkxMultiTimeframeFaithful preserved the source strategy's 5-minute RSI and 15-minute SMA rules while adapting the instrument and position sizing. After one iteration, its backtest recorded 7,299 closed trades, a……Show moreShow less

NearOkxMultiTimeframeFaithful preserved the source strategy's 5-minute RSI and 15-minute SMA rules while adapting the instrument and position sizing. After one iteration, its backtest recorded 7,299 closed trades, a -98.989% return, Sharpe -10.354 and 99.013% drawdown. Backtest review abandoned it for negative expectancy and the absence of a justified optimization path, so later stages were not reached. The rejection applies to this specified adaptation, without asserting a translation defect or rejecting the original strategy on an unspecified market.

Sharpe
-10.35
Total return
-98.99%
Max drawdown
99.01%
Trades
7299

51bitquant MartingleSpotStrategyV2: Faithful ETC Spot Drawdown-and-Bounce Accumulation

Outcome: Abandoned

EtcMartingleSpotStrategyV2

After two iterations, EtcMartingleSpotStrategyV2 produced 805 closed ETC spot baskets and passed backtest review for frozen evaluation. The final replay returned 36.298% with Sharpe 0.355 and 19.497% maximum drawdown,……Show moreShow less

After two iterations, EtcMartingleSpotStrategyV2 produced 805 closed ETC spot baskets and passed backtest review for frozen evaluation. The final replay returned 36.298% with Sharpe 0.355 and 19.497% maximum drawdown, while a recovering basket remained open for 921 days. The analyst abandoned the faithful port because only 4 of 9 exposed years were profitable, below the enforced 60% requirement, with profits concentrated in 2021. Changing frozen parameters or adding protective rules would alter the requested strategy.

Sharpe
0.35
Total return
35.99%
Max drawdown
19.50%
Trades
805

SuperMind A股选股规则补全:周线MA5金叉MA10、日振幅超过1%、九日K低于20

Outcome: Abandoned

SuperMindCompletedWeekLowK

SuperMindCompletedWeekLowK operationalized three screening conditions on eight A-shares with supplemented holding and exit rules, and the run recorded two iterations. Its backtest produced 12 trades with a reported……Show moreShow less

SuperMindCompletedWeekLowK operationalized three screening conditions on eight A-shares with supplemented holding and exit rules, and the run recorded two iterations. Its backtest produced 12 trades with a reported -0.229% total return, -0.120 Sharpe, and -0.724% average net trade return. Backtest review abandoned it because losses outweighed gains after costs; the thin sample left uncertainty but offered no affirmative case for optimization. Later analysis and risk review were not reached.

Sharpe
-0.12
Total return
-0.23%
Max drawdown
0.68%
Trades
12

BTC Dual-Timeframe Momentum Confluence (Single-Instrument USD-M, Long-Short, 4H Primary + 1D Confirm, Flat on Disagreement, Trailing-Stop Winners)

Outcome: Abandoned

BtcDualTimeframeMomentumConfluenceLS_HL

BtcDualTimeframeMomentumConfluenceLS_HL tried to reproduce the factory's one promoted single-asset survivor by keeping its two-signal confluence with flat-on-disagreement structure while replacing the funding leg with……Show moreShow less

BtcDualTimeframeMomentumConfluenceLS_HL tried to reproduce the factory's one promoted single-asset survivor by keeping its two-signal confluence with flat-on-disagreement structure while replacing the funding leg with a daily momentum leg, trading BTCUSD on Hyperliquid with an ATR trailing stop and only three tunables. The code ran cleanly and generated a decisive sample — 173 trades over 803 days with no dropped orders — but the result was negative in every calendar year: -5.17% total return, Sharpe -0.047, profit factor 0.923, and per-trade return of -0.109% versus the +0.15% floor, with the 93 shorts alone losing $8,293 net and the regime split inverting the trend premise. The analyst abandoned it at backtest review rather than spending optimization hours, noting that gross PnL before any costs was only +$1,136 and that two lookbacks and a trail multiple cannot manufacture information absent from 173 observations. It was the third Hyperliquid run of this structure to die with the same signature, and the recorded takeaway for research is that the collinear slow-momentum leg degenerates the gate into near-always-in TSMOM.

Sharpe
-0.05
Total return
-5.17%
Max drawdown
12.27%
Trades
173

AVAX Conviction-Gated Momentum, Long-Short (AVAXUSDT.BINANCE, 4H — STRONGER filter: volume surge AND directional close-location)

Outcome: Abandoned

AvaxConvictionGatedMomentumLS

AvaxConvictionGatedMomentumLS gated 4H AVAX momentum by volume surge and directional close-location, taking balanced long and short positions. Its base backtest was viable on cost grounds — 0.53% avg per-trade return……Show moreShow less

AvaxConvictionGatedMomentumLS gated 4H AVAX momentum by volume surge and directional close-location, taking balanced long and short positions. Its base backtest was viable on cost grounds — 0.53% avg per-trade return over 565 trades — so the reviewer sent it to optimization, but the numbers were thin: Sharpe 0.25 rising only to 0.31, with a confidence interval straddling zero. Optimization exposed the strategy as overfit: in-sample Sharpe of 1.22 collapsed to 0.09 out-of-sample, PBO was 0.67, deflated Sharpe was 0.007, and seven parameters sat on cliffs. The analyst abandoned it as an overfit / no-generalization death — part of a repeatedly-failing single-name AVAX momentum family where the base backtest is the ceiling and iteration only curve-fits noise again.

Sharpe
0.25
Total return
41.13%
Max drawdown
36.78%
Trades
565

Hyperliquid BTC Perp Dual-Timeframe Momentum Confluence, Long-Short (BTCUSD.HYPERLIQUID, 4H Primary + 1D Confirm, Flat on Disagreement, ATR Trailing Stop + Slow-TF Regime Break, 3-Parameter) — Venue-Transfer Rehearsal for the First Hyperliquid Live Candidate

Outcome: Abandoned

BtcHyperliquidDualTimeframeMomentumConfluenceLS4H

This run was an execution-readiness rehearsal rather than a new alpha claim — an exact transfer of the factory's #1 Binance survivor onto Hyperliquid's own price series, fees and hourly funding clock, with a……Show moreShow less

This run was an execution-readiness rehearsal rather than a new alpha claim — an exact transfer of the factory's #1 Binance survivor onto Hyperliquid's own price series, fees and hourly funding clock, with a pre-registered bar deliberately set below the source's. The transfer executed cleanly (172 trades, no entry-diagnostic drops, metrics_reliable, and funding actually credited, closing the hypothesis's flagged measurement gap), but the economics did not follow: -2.27% total return, Sharpe -0.137, PF 0.90 and -0.088% per trade, losing in 2024 and 2025 and spending 760 days underwater. The decisive detail was that gross price PnL was roughly zero (+$1,497 over 172 trades) before $3,777 commission and $4,487 funding, with the short leg (-0.744%/trade) erasing a still-working long leg (+0.409%/trade). The analyst abandoned it at backtest review on iteration 1, before spending the 3-phase optimization; the analyst and risk-officer post-optimization stages were never reached.

Sharpe
-0.14
Total return
-2.27%
Max drawdown
10.97%
Trades
172

ETH 1H Volume-Confirmed Momentum, Long-Short (ETHUSDT.BINANCE, 1H — faster horizon of the survivor, stronger surge gate to beat 1H fee drag)

Outcome: Abandoned

EthHourlyVolumeConfirmedMomentumLS

EthHourlyVolumeConfirmedMomentumLS was a faithful, well-engineered 1H port of a promoted 4H volume-confirmed momentum survivor, keeping the same edge but strengthening the surge gate, entry threshold, and trailing……Show moreShow less

EthHourlyVolumeConfirmedMomentumLS was a faithful, well-engineered 1H port of a promoted 4H volume-confirmed momentum survivor, keeping the same edge but strengthening the surge gate, entry threshold, and trailing exits to fight higher 1H fee drag. Across 1192 trades over 6.7 years it made money gross (113.3% total return) but delivered only a 0.285 Sharpe with a confidence interval straddling zero, a 1.061 profit factor, and — decisively — a 0.1475% average per-trade return that fell below the 0.15% Binance fee floor. The backtest-review analyst abandoned it before optimization, judging the per-trade edge smaller than the round-trip taker cost on a sample too large to be noise. This was fee-fragility rather than a broken signal, and it matched the exact abandon condition the hypothesis had pre-registered for itself.

Sharpe
0.29
Total return
113.32%
Max drawdown
44.00%
Trades
1192