Strategies
Hyperliquid Cross-Sectional Relative-Strength Long/Short Basket (Dollar-Neutral, 8 Liquid HL Perps, 4H Bars, Single-Lookback Momentum, Beta-Stripped)
Outcome: Abandoned
HyperliquidCrossSectionalRelativeStrengthDollarNeutralBasket4H
Outcome Summary
HyperliquidCrossSectionalRelativeStrengthDollarNeutralBasket4H was deliberately built to avoid the factory's recurring failure mode — single-asset directional clones carrying full market beta — by ranking 8 HL perps on one lookback and holding winners against losers in equal dollar notional. The construction worked exactly as intended (beta -0.025, 85 long and 85 short legs), and the reviewer sent it to optimization on the strength of a clean 170-trade, 879-day sample, but the base edge was essentially absent: Sharpe 0.075, profit factor 0.99, a +5.1% total return of which December 2024 alone supplied over half, and a toy ~$58k capacity. Optimization confirmed the weakness — is_overfitted TRUE, PBO 0.73, four sensitivity cliffs, OOS Sharpe 0.072 and a negative failed holdout at -0.725 — but the analyst never got to rule: the run terminated on token_budget_exceeded. The strategy is recorded as abandoned with the decisive verdict never formally rendered.
Hypothesis
Implementation
Dollar-neutral cross-sectional relative-strength momentum on 8 liquid Hyperliquid perpetuals (BTC, ETH, SOL, AVAX, LINK, ARB, OP, DOGE) using 4H bars. On a calendar-anchored ~weekly grid the basket is ranked by a single 180-bar (~30 day) trailing return; the top 2 are held LONG and the bottom 2 SHORT in equal dollar notional per leg, so long notional equals short notional and the book carries no net crypto beta. Gross exposure is capped at 1x equity, positions resize only on a material (25%) drift to keep turnover low, and a rank flip closes then reopens the leg. Pure OHLCV, single venue, leverage 1.0.
Verification Results
CLEAN RESTART 2026-09-04 — this run's verdict history and learning records were removed and it was restarted from verification. Its previous abandonment came from the pipeline, not from the market: the Layer-2 harness mis-bound @staticmethod helpers (fixed), QA issued terminal performance verdicts on an unoptimized smoke test (removed — QA now judges correctness only), and sandbox timeouts came from backtest-slot starvation (fixed). The hypothesis and the strategy code are unchanged. Verify the code on its merits; performance is decided later by the full backtest and the optimizer.
Backtest Review
- Sharpe
- 0.32
- Total return
- 28.39%
- Max drawdown
- 25.56%
- Trades
- 195
- Win rate
- 48.2%
- Profit factor
- 1.05
Faithfully implemented and genuinely market-neutral (benchmark_meaningful false, low commission 1.35% of gross)
Adequate trade sample (195 trades) with calendar-anchored, restart-safe rebalance and clean HL-native construction
Already abandoned for overfitting on this exact hypothesis (2026-08-04, iteration 2) — no material change
Not significant: Sharpe 0.316 with CI [-0.914, 1.596] straddling zero, PF 1.055, PSR 0.693
Return hinges on a single +60.7% day (2024-12-12) on a dollar-neutral book — artifact/outlier, not dispersion edge; strip it and 2024 is negative
Capacity-dead: impact_cost_pct 40.8%, capacity_usd ~$600k; max_drawdown 25.6% (CI to 77.8%), vol 61.6%
L45/L52 market-neutral cross-sectional momentum basket (0/84) crossed with Hyperliquid (0/128, L82)
Iteration History
Outcome Summary
A structurally sound market-neutral design can still be hollow: near-breakeven base metrics carried by a single month, $58k capacity with impact at 132% of gross, and a failed holdout are all visible pre-analyst signals that the dispersion edge is too thin to be worth further compute.
The backtest reviewer passed it to optimization, but the run was abandoned for token_budget_exceeded before the analyst could issue a verdict — so the final promote/iterate/abandon decision was never reached despite optimization having completed with failing robustness numbers.
A dollar-neutral, long-short cross-sectional momentum basket on 8 liquid Hyperliquid perps (BTC, ETH, SOL, AVAX, LINK, ARB, OP, DOGE) on 4H bars, ranking names by a single trailing-return lookback and holding the strongest against the weakest so the edge comes from cross-coin dispersion rather than market beta.
The base backtest over 879 days produced 170 trades with genuine neutrality (beta -0.025, benchmark correlation -0.06) but essentially no edge: Sharpe 0.075, profit factor 0.99, CAGR -1.24%, +5.14% total return that was outlier-carried (return kurtosis 177, skew 8.3, tail ratio 0.11), and capacity of only ~$58k with impact costs at 132% of gross PnL. Optimization lifted the optimized-backtest Sharpe to 0.225 (302 trades, +23.4% return) but flagged is_overfitted=TRUE, PBO 0.7315, deflated Sharpe 0.2397, 4 sensitivity cliffs, avg OOS Sharpe 0.072, and a failed holdout (holdout_sharpe -0.725, ratio -9.998).
Backtest and paper results are hypothetical. Trading involves risk of loss.