Strategies
Hyperliquid ETH 1-Hour Mean-Reversion to VWAP/EMA, LONG/SHORT (Single-Instrument HYPERLIQUID Perp, Pure OHLCV, Two-Sided Fade With EXPLICIT Target>Stop Geometry Gate Fixing the Recurring Inverted-MR Trap, Flip-Via-Flat, Regime-Gated, Highest-Holdout-Density Non-Sub-Hourly Cadence, Hard 1H-DATA-DEPTH Kill-Switch — Mechanism-Matched ETH Complement to the Pending BTC-1H-Momentum Probe, Fills Long-Short + HL Venue, Tail-Safe, Low-Parameter)
Outcome: Abandoned
EthHyperliquid1hVwapMeanReversionLongShort
Outcome Summary
Hypothesis
Implementation
Backtest Review
- Sharpe
- -2.26
- Total return
- -36.61%
- Max drawdown
- 48.69%
- Trades
- 277
- Win rate
- 47.3%
- Profit factor
- 0.84
Code runs and trades both sides cleanly (277 trades, 133 long / 144 short, metrics_reliable=true); sizing roughly in range (avg_position_pct 108.2%, modest MTM drift, no impossible jumps).
Correctly identifies 1H as the highest-holdout-density non-sub-hourly cadence and is mechanism-matched (reversion on choppy ETH) — the design logic is sound; only data length and realized exit geometry defeat it.
DATA-DEPTH KILL-SWITCH FAILED: 1H HL ETH data spans only ~7 months (2025-10-11 to 2026-05-20, 5244 bars) vs the required ~2 years — single-regime, cannot power a 3-window walk-forward. Identical to the BTC-1H sibling: the 1H catalog is unbackfilled.
GEOMETRY GATE FAILED in realized terms: avg_win $1466 < avg_loss $1564 despite the explicit geom_mult entry gate — the inverted-MR trap persists because entry-geometry gating does not control EXIT geometry (24-bar time stop, % stop, and VWAP mean drifting to price truncate winners while losers run to the ATR stop).
Catastrophic performance: total_return -15.3%, Sharpe -2.26, Sortino -3.09, profit_factor 0.84, avg_trade_return -$131 (negative), win_rate 47%. Fee drag 12.58% of gross.
Outcome Summary
Gating entry geometry does not guarantee realized avg_win>avg_loss because exits truncate winners — a 24-bar time stop, a % stop, and a VWAP mean drifting toward price all close winners early while losers run to the fixed ATR stop — so reversion books must redesign the exit path, not just the entry filter; separately, 1H HL data is unbackfilled (~7 months) for both majors, so deep-history HL work must use 4H or daily until backfill.
The analyst abandoned and escalated at the backtest-review gate on two independent pre-registered failures: the data-depth kill-switch (1H HL ETH spans only ~7 months / 5,244 bars, far short of ~2 years, so a 3-window walk-forward cannot be powered — identical to the BTC 1H sibling) and the geometry gate (realized avg_win < avg_loss despite the explicit entry filter).
A long/short, single-instrument, OHLCV-only 1-hour two-sided mean-reversion-to-VWAP strategy on ETHUSD.HYPERLIQUID (regime-gated, flip-via-flat, leverage 1.0) built around an explicit entry-time geometry gate — only fading when the reversion-target distance is >= geom_mult x the stop distance — intended to fix the recurring inverted-MR trap, as the mechanism-matched ETH complement to the BTC 1H momentum probe at the highest-holdout-density non-sub-hourly cadence.
It was a catastrophic loser over the available ~7-month window and 277 trades (133 long, 144 short): -15.3% total return, Sharpe -2.26, Sortino -3.09, profit factor 0.84, 47% win rate, avg_trade_return -$131, fees 12.58% of gross — and critically the geometry gate failed in realized terms (avg_win $1,466 < avg_loss $1,564); sizing roughly passed (avg_position_pct 108.2%, metrics_reliable=true).
Backtest and paper results are hypothetical. Trading involves risk of loss.