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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.

Hyperliquid Scheduled Residual-Risk Allocation: Seven-Day Long–Short Cohorts

Outcome: Abandoned

HyperliquidScheduledResidualRisk

HyperliquidScheduledResidualRisk tested scheduled long–short residual-volatility allocations across a six-name candidate panel and underwent four iterations. The supplied backtest returned -3.68% with a -0.41 Sharpe……Show moreShow less

HyperliquidScheduledResidualRisk tested scheduled long–short residual-volatility allocations across a six-name candidate panel and underwent four iterations. The supplied backtest returned -3.68% with a -0.41 Sharpe across 264 closed positions, while the development-period review separately reported losses across 51 cohorts with both longs and shorts losing money. The strategy was abandoned at backtest review because negative expectancy lacked an evidence-supported repair, so optimization and later stages were not reached. The rejection applied to this tested operationalization, with no conclusion about the source author's unspecified strategy or the withheld holdout.

Sharpe
-0.41
Total return
-3.68%
Max drawdown
9.24%
Trades
264

Hyperliquid Volatility-Feedback Transitions on XLM, ETC, TRX and XMR

Outcome: Abandoned

HyperliquidVolatilityFeedbackTransitions

After one iteration, the strategy tested asymmetric volatility transitions across four Hyperliquid perpetuals. The supplied backtest lost 14.05% with a Sharpe of -2.45 across 97 closed positions. The abandonment review……Show moreShow less

After one iteration, the strategy tested asymmetric volatility transitions across four Hyperliquid perpetuals. The supplied backtest lost 14.05% with a Sharpe of -2.45 across 97 closed positions. The abandonment review cited a different 78-trade sample and found losses across all instruments and both directions, with no supported repair. The strategy was abandoned before optimization or later reviews.

Sharpe
-2.45
Total return
-14.05%
Max drawdown
14.25%
Trades
97

Hyperliquid Sequential Drift-Change Events: CUSUM Persistence on APT, ICP, FIL and INJ

Outcome: Abandoned

HyperliquidSequentialDriftPanel

HyperliquidSequentialDriftPanel tested sequential drift persistence across four perpetuals with a 72-hour holding rule and protective stops, reaching backtest review after one iteration. The supplied backtest returned……Show moreShow less

HyperliquidSequentialDriftPanel tested sequential drift persistence across four perpetuals with a 72-hour holding rule and protective stops, reaching backtest review after one iteration. The supplied backtest returned -33.89% with Sharpe -1.47 across 163 closed trades; the abandonment review cited a different 124-position ledger that also showed negative expectancy. The strategy was abandoned because both directions and all instruments lost without an evidence-supported improvement path. Optimization and later stages were not reached, and no conclusion was drawn about the withheld holdout.

Sharpe
-1.47
Total return
-0.34%
Max drawdown
0.44%
Trades
163

BTC Variance-Risk-Premium Regime Long on the COIN-M Inverse Perp: hold BTCUSD_PERP.BINANCE_CM while Deribit BTC DVOL minus 7-day realized vol is in the top 30% of its trailing year, exit when it falls below the trailing median (1H bars, one decision per day at 00:00 UTC, long-only, flat ~78% of the time)

Outcome: Analyzing

BtcCoinMDvolVrpRegimeLong

The development ledger contains 26 closed longs, all entering and exiting at 00:00 UTC, with 271 aggregate holding days. Direction and timing match the hypothesis; the code implements prior-observation ranking and point-in-time DVOL access.

Sharpe
0.80
Total return
178.53%
Max drawdown
41.38%
Trades
48

Myquant TurtleStrategy: Frozen Startup Channels with Basket-Wide Liquidation on Binance Spot

Outcome: Abandoned

MyquantFrozenTurtleSpotBasket

The strategy attempted frozen-channel breakouts on a DOT/LINK/LTC Binance Spot basket with basket-wide liquidation. After one iteration, it was abandoned because required LINK trade ticks were unavailable locally and……Show moreShow less

The strategy attempted frozen-channel breakouts on a DOT/LINK/LTC Binance Spot basket with basket-wide liquidation. After one iteration, it was abandoned because required LINK trade ticks were unavailable locally and operator policy barred bulk historical backfill. No backtest or optimization results were available, leaving its trading merit unevaluated.

arXiv paper: Asset Pricing in Pre-trained Transformer

Outcome: Abandoned

data_unavailable: no usable source for N1 (no candidate covers the need in full / only partial coverage from: Chen and Zimmermann Open Source Asset Pricing, Obscura OpenAP Signals); N2 (no candidate covers the need in……Show moreShow less

data_unavailable: no usable source for N1 (no candidate covers the need in full / only partial coverage from: Chen and Zimmermann Open Source Asset Pricing, Obscura OpenAP Signals); N2 (no candidate covers the need in full / only partial coverage from: Kenneth French monthly RF and historical factor archives, Federal Reserve H.15 via FRED TB3MS — alternative only)

Inverse-Collateral Forced-Selling Absorption on COIN-M: buy a Binance COIN-M alt inverse perp at the close of a <=-2-sigma UTC day ONLY when its COIN-M premium sank >=1 sigma below the same coin's USD-M premium that day (the selling came from coin-margined longs), fixed 3-day clock (19 pre-2022 USD_PERP alts, 1-DAY, long-only event panel, 10% per leg, max 6 concurrent, flat ~97% per name)

Outcome: Verifying

CoinMInverseCollateralForcedSellingAbsorption

Inverse-Collateral Forced-Selling Absorption on COIN-M: buy a Binance COIN-M alt inverse perp at the close of a <=-2-sigma UTC day ONLY when its COIN-M premium sank >=1 sigma below the same coin's USD-M premium that……Show moreShow less

Inverse-Collateral Forced-Selling Absorption on COIN-M: buy a Binance COIN-M alt inverse perp at the close of a <=-2-sigma UTC day ONLY when its COIN-M premium sank >=1 sigma below the same coin's USD-M premium that day (the selling came from coin-margined longs), fixed 3-day clock (19 pre-2022 USD_PERP alts, 1-DAY, long-only event panel, 10% per leg, max 6 concurrent, flat ~97% per name)

DOGE Open-Interest-Confirmed Trend Continuation, Long-Short (Single-Instrument DOGEUSDT.BINANCE USD-M, 4H Primary + 1D Trend Confirm, Trade Directional Trend ONLY When Open Interest Is EXPANDING With the Move = Fresh Capital, Flat/Exit When OI Contracts = Short-Covering Exhaustion, ATR-Trailing, 3-Parameter)

Outcome: Paper Trading

DogeOpenInterestConfirmedTrendContinuationLS

This strategy tested whether DOGE 4H trends confirmed by the daily trend continue when open interest expands with them, and fade when it contracts. The default backtest was profitable: 382 trades, 0.50% per trade,……Show moreShow less

This strategy tested whether DOGE 4H trends confirmed by the daily trend continue when open interest expands with them, and fade when it contracts. The default backtest was profitable: 382 trades, 0.50% per trade, Sharpe 0.60. Optimization raised the full-history figures to Sharpe 1.07 and 0.83% per trade, with positive walk-forward OOS (Sharpe 0.77 over 11 windows) and a marginally positive holdout that was consistent with OOS. The analyst recommended promotion despite inconclusive significance (t 1.39) and parameter instability, and the strategy is now in paper trading.

Sharpe
0.60
Total return
42.61%
Max drawdown
14.52%
Trades
382

Dual-Timeframe Momentum Confluence on Six Untested OKX USDT Swaps (LTC/BCH/ETC/FIL/XLM/UNI): long-short per name when the 4H and 1D momentum signs agree, flat on disagreement, intrabar 3-ATR trailing stop, vol-scaled equal-risk panel (OKX 4H + 1D)

Outcome: Abandoned

OkxSixNameDualTfMomentumConfluencePanelLS

This hypothesis tried the factory's most often promoted directional idea, 4H/1D momentum confluence with a flat state when the timeframes disagree, as a fresh long-short test on six OKX swaps that had never had a……Show moreShow less

This hypothesis tried the factory's most often promoted directional idea, 4H/1D momentum confluence with a flat state when the timeframes disagree, as a fresh long-short test on six OKX swaps that had never had a confluence test. The unweighted average trade cleared the 0.15% floor, but each dollar traded earned only about 0.055%, and commissions were larger than the net profit. One XLM trade accounted for all of the gains, the drawdown was about 64-67%, and three of the six names lost money. The analyst abandoned it at the backtest review after one iteration, and it never reached optimization.

Sharpe
0.24
Total return
5.01%
Max drawdown
66.84%
Trades
4005

Frozen-Rule Hyperliquid Transfer of 4H Volume-Confirmed Capitulation Absorption: buy a Hyperliquid alt perp at the close of a <=-3-sigma, >=1.5-sigma-volume 4H bar, fixed 48h clock, 10% per leg, max 5 concurrent, flat ~90% per name (15 established HL perps, 4-HOUR, long-only event panel, pure OHLCV)

Outcome: Paper Trading

HyperliquidAltPanelCapitulationAbsorption4H

This strategy carried the promoted Bybit 4H volume-confirmed capitulation-absorption rule over unchanged to 15 Hyperliquid alt perps as a fresh test. The backtest reproduced the pre-study: +56.1% over 253 trades,……Show moreShow less

This strategy carried the promoted Bybit 4H volume-confirmed capitulation-absorption rule over unchanged to 15 Hyperliquid alt perps as a fresh test. The backtest reproduced the pre-study: +56.1% over 253 trades, average trade +1.84%, Sharpe 1.47, max drawdown 8.7%, every year positive, and the result did not depend on the two crash days. After one iteration and optimization, the analyst recommended promotion on its economics and OOS/holdout consistency, while noting that statistical significance was not established and that the per-trade edge is decaying in 2026. It has moved to the paper stage.

Sharpe
1.47
Total return
56.09%
Max drawdown
8.71%
Trades
253

High-Volume Return Premium on Point-in-Time S&P 500 Stocks: every 20 sessions, go long the 15 members whose last-5-session share volume most exceeds their own prior 50-session norm and short the 15 with the deepest volume drought, excluding the formation-week return extremes, dollar-neutral, fixed 20-session hold (USEQ 1-DAY, long-short cross-section)

Outcome: Verifying

Sp500HighVolumeReturnPremiumLS

High-Volume Return Premium on Point-in-Time S&P 500 Stocks: every 20 sessions, go long the 15 members whose last-5-session share volume most exceeds their own prior 50-session norm and short the 15 with the deepest……Show moreShow less

High-Volume Return Premium on Point-in-Time S&P 500 Stocks: every 20 sessions, go long the 15 members whose last-5-session share volume most exceeds their own prior 50-session norm and short the 15 with the deepest volume drought, excluding the formation-week return extremes, dollar-neutral, fixed 20-session hold (USEQ 1-DAY, long-short cross-section)

Thermostat (恒温器) Regime-Switching System, Faithful Port on LINK OKX Swap 1H: CMI<20 Chop Mode Trades KD Turns in the Extreme Zones, CMI>=20 Trend Mode Trades Bollinger(50,2) Close Breakouts, Always-Reversible Long/Short, Entry-Regime-Dependent 3%/1% Exits (LINKUSDT.OKX 1-HOUR)

Outcome: Abandoned

ThermostatCmiKdBollReversal

ThermostatCmiKdBollReversal ported the FMZ Thermostat system to LINKUSDT.OKX 1H, changing only the venue, sizing and fees. It switched between KD-turn mean reversion in choppy markets and Bollinger breakouts in……Show moreShow less

ThermostatCmiKdBollReversal ported the FMZ Thermostat system to LINKUSDT.OKX 1H, changing only the venue, sizing and fees. It switched between KD-turn mean reversion in choppy markets and Bollinger breakouts in trending ones, and could always reverse direction. The first backtest was close to a total loss: -98.3% over 1,560 trades, Sharpe -0.92, average trade -0.35% of notional. It lost in 7 of 8 stress windows and in all three volatility regimes. The analyst abandoned it at backtest review for negative gross expectancy, so optimization, the analyst stage after optimization and risk review were never reached.

Sharpe
-0.92
Total return
-98.31%
Max drawdown
98.79%
Trades
1560

On-Chain Venue Flow Migration Fade: Short a Hyperliquid Alt Perp, BTC-Beta-Hedged, for a Fixed 5 Days After an Up-Day on Which Hyperliquid's Share of Its Perp Volume (HL vs Binance USD-M) Spikes >=2.5 Sigma (25 HL alts + BTC hedge, Binance volume signal-only, 1-DAY, market-neutral event panel, flat most of the time)

Outcome: Backtesting

HlVenueFlowMigrationFadeBtcHedged

On-Chain Venue Flow Migration Fade: Short a Hyperliquid Alt Perp, BTC-Beta-Hedged, for a Fixed 5 Days After an Up-Day on Which Hyperliquid's Share of Its Perp Volume (HL vs Binance USD-M) Spikes >=2.5 Sigma (25 HL alts + BTC hedge, Binance volume signal-only, 1-DAY, market-neutral event panel, flat most of the time)

Spot Gold Overnight-to-New-York Session Momentum Carry-Over: trade XAUUSD.SPOTMETAL in the direction of a >=0.5-sigma Asia+London (18:00->08:00 NY) move from the 08:00 NY open to the 16:00 NY open, flat before the 17:00 financing cut (1-HOUR, long+short, one trade per session at most, no overnight financing)

Outcome: Verifying

XauOvernightToNySessionMomentum

Spot Gold Overnight-to-New-York Session Momentum Carry-Over: trade XAUUSD.SPOTMETAL in the direction of a >=0.5-sigma Asia+London (18:00->08:00 NY) move from the 08:00 NY open to the 16:00 NY open, flat before the 17:00 financing cut (1-HOUR, long+short, one trade per session at most, no overnight financing)

SOL 15-Minute Polymarket Up/Down Fair-Value Lag: Price the Binary From the Binance SOL Perp's Move Since the Window Open and Its Realized Vol, Buy the UP Token Only When Expected Value Net of the Polymarket Taker Fee and Spread Clears a Threshold, Hold to Settlement (POLYMARKET sol-updown-15m + SOLUSDT.BINANCE 1-MINUTE signal leg)

Outcome: Backtesting

PolymarketSol15mFairValueLagUp

SOL 15-Minute Polymarket Up/Down Fair-Value Lag: Price the Binary From the Binance SOL Perp's Move Since the Window Open and Its Realized Vol, Buy the UP Token Only When Expected Value Net of the Polymarket Taker Fee and Spread Clears a Threshold, Hold to Settlement (POLYMARKET sol-updown-15m + SOLUSDT.BINANCE 1-MINUTE signal leg)

Sharpe
-5.46
Total return
-45.17%
Max drawdown
57.39%
Trades
2955

Developed-Market Turn-of-the-Month Flow Window, Disjoint-Universe Replication: long an equal-weight EWG/EWJ/EWU/EFA basket from the open of the month's last NYSE session to the open of the 4th session of the new month, vol-targeted, flat otherwise (USEQ 1-DAY, long-only calendar event, frozen rule)

Outcome: Abandoned

DevelopedEtfTurnOfMonthBasket

DevelopedEtfTurnOfMonthBasket tested the promoted turn-of-the-month flow window on a separate universe: four developed-market country and region ETFs, traded long-only on USEQ daily bars with next-open fills. The……Show moreShow less

DevelopedEtfTurnOfMonthBasket tested the promoted turn-of-the-month flow window on a separate universe: four developed-market country and region ETFs, traded long-only on USEQ daily bars with next-open fills. The pre-study expected +0.215% gross per window. In the backtest the 1996-2020 development period gave only +0.043% per window, an average trade of 0.041%, Sharpe 0.05 and a 35.5% drawdown, with negative windows after 2010. The analyst abandoned it at backtest review after one iteration, before optimization, because the window added no return over simply holding the basket on random days and its expectancy was below the USEQ cost floor.

Sharpe
0.12
Total return
17.66%
Max drawdown
35.46%
Trades
1397

Hummingbot GridStrike port: long-side static grid of 190 post-only buy levels from 0.38 to 0.75, each closed by a post-only take-profit 0.1% above its fill, whole grid flattened at market if mid falls to 0.35, re-armed when price is back in the band (WLDUSDT.OKX USDT swap, 1-MINUTE, net position, 2x margin, 35% of equity grid budget)

Outcome: Abandoned

HummingbotWldOkxSwapGridStrike

HummingbotWldOkxSwapGridStrike ported hummingbot's GridStrike as a long-only 190-level buy grid on WLDUSDT.OKX at 2x leverage, corrected from an earlier attempt that failed on a spot venue. After 3 iterations, the……Show moreShow less

HummingbotWldOkxSwapGridStrike ported hummingbot's GridStrike as a long-only 190-level buy grid on WLDUSDT.OKX at 2x leverage, corrected from an earlier attempt that failed on a spot venue. After 3 iterations, the backtest showed negative expectancy: an average trade return of -0.19% of notional, and in the full report a -15.8% return, Sharpe -0.30 and 39% max drawdown over 426 trades. Most equity swings came from unrealized inventory that tracked WLD's direction rather than from grid profits. The analyst abandoned it at backtest review because the frozen 0.1% take-profit is structurally consumed by costs, so optimization and the later stages (analyst, risk review, promotion) were never reached.

Sharpe
-0.30
Total return
-0.16%
Max drawdown
0.39%
Trades
426

ETH-vs-BTC Relative Options Fear Premium: Dollar-Neutral ETH/BTC Pair on Bybit Linear Perps, Timed by (ETH DVOL - ETH RV14) minus (BTC DVOL - BTC RV14) z-Score, Fixed 14-Day Clock (BYBIT 1-DAY, long-short, market-neutral, flat most of the time)

Outcome: Analyzing

EthBtcRelativeFearPremiumPairBybit

The strategy works as the hypothesis describes. The ledger has 94 closed legs, which make 47 dollar-neutral pairs: each ETH leg is opened the same day as an opposite BTC leg of equal size (0.45 of equity per leg).……Show moreShow less

The strategy works as the hypothesis describes. The ledger has 94 closed legs, which make 47 dollar-neutral pairs: each ETH leg is opened the same day as an opposite BTC leg of equal size (0.45 of equity per leg). There are 26 short-ETH pairs and 21 long-ETH pairs, so both directions trade. Most pairs exit on the 14-day clock and none overlap.

Sharpe
0.45
Total return
48.52%
Max drawdown
18.69%
Trades
128

je-suis-tm Shooting Star, causal port on a point-in-time US large-cap panel: confirmed eight-condition shooting star -> short at next open, exit on a +/-5% close move or after 7 sessions (VOD.USEQ + S&P 500 members as of each bar, 1-DAY, short-only, next-session-open fills)

Outcome: Verifying

PanelCausalShootingStarShort

je-suis-tm Shooting Star, causal port on a point-in-time US large-cap panel: confirmed eight-condition shooting star -> short at next open, exit on a +/-5% close move or after 7 sessions (VOD.USEQ + S&P 500 members as of each bar, 1-DAY, short-only, next-session-open fills)

LTC Spot-Cash Band Rebalancing with Re-arming Sleeve-Drawdown Protection

Outcome: Abandoned

LtcSpotBandRebalanceSleeveDrawdownRearm

This third iteration replaced the earlier inventory stop, which had halted trading for 5.4 years, with a re-arming sleeve-drawdown stop. The band mechanism was finally exercised: 61 fills, within the predicted 30-70.……Show moreShow less

This third iteration replaced the earlier inventory stop, which had halted trading for 5.4 years, with a re-arming sleeve-drawdown stop. The band mechanism was finally exercised: 61 fills, within the predicted 30-70. At the contract defaults it lost 14.1%, essentially market beta (benchmark correlation 0.93, negative alpha). The stop tended to sell near lows and re-buy higher. The optimized +78% came from fitted stop and re-entry timing, with 2020 carrying 44.5% of the profit, every sensitivity point sat within one Sharpe standard error of the baseline, and the holdout was inconclusive. The analyst abandoned the strategy for a hard year-consistency failure and the measured absence of the volatility-harvesting premium.

Sharpe
-0.05
Total return
-14.12%
Max drawdown
39.20%
Trades
9