Strategies
LINK Hyperliquid Dual-Timeframe Momentum Confluence — Long-Short 4H Trend Aligned with the Daily Trend, Flat on Disagreement, ATR Trailing Exit (Volatility-Scaled, 3-Parameter)
Outcome: Abandoned
LinkHyperliquidDualTimeframeMomentumConfluenceLS
Outcome Summary
LinkHyperliquidDualTimeframeMomentumConfluenceLS was the faithful port of the factory's one survivor — 4H+1D momentum confluence, flat on disagreement, ATR-trailed — onto LINK, chosen for higher-beta trends without memecoin fat tails. It delivered the best shape of its batch: +59.3%, PF 1.60, 1.25% per trade, an 8.7% drawdown, decorrelated alpha, and a genuinely distributed, every-year-positive return rather than the outlier mirages that had sunk its siblings. But the edge was not statistically established — Sharpe 0.46 with a confidence interval straddling zero deeply over only ~2.5 years of single-regime, thin Hyperliquid LINK history in the 0/97-survival directional class. The analyst abandoned it at backtest review, judging that optimization could not clear deflated Sharpe from so weak and short a base; it never reached optimization, analysis, or risk review.
Hypothesis
Implementation
Long-short, single-leg momentum-confluence trend follower on LINKUSD.HYPERLIQUID perpetual, 4H primary bars with 1-DAY trend confirmation. Fast leg = (EMA12 - EMA30)/ATR14 on 4H bars (continuous, volatility-scaled, recomputed incrementally every bar); slow leg = sign of the 15-day daily return, read from LINKUSD.HYPERLIQUID-1-DAY bars in on_extra_bar. LONG only when the 4H spread is positive AND the daily trend is up, SHORT only when both are negative, FLAT on any disagreement. Exits on (a) a 3x-ATR trailing stop from the best close since entry, (b) the daily trend flipping against the position, or (c) the 4H spread flipping. Risk-first sizing: qty = equity * 1.5% / (3 * ATR) so the trailing-stop distance risks ~1.5% of equity per trade, capped at 25% of equity * 2x leverage (= 50% of equity notional). Three tunables: ema_ratio, daily_lookback, trail_atr_mult.
Verification Results
Real capacity/impact limit: impact_cost_pct 25.04%, capacity_usd ~$1.59M on thin LINK-HL. The +9.66% already absorbs the 25% impact drag (folded); edge doesn't scale past ~$1.6M. Small-book strategy — risk-officer call, not a code bug.
Pure-OHLCV trend book, 77 trades, Sharpe CI straddles zero — but return_kurtosis only 4.3 (not outlier-carried), so the hypothesis's non-fat-tailed claim holds. Needs walk-forward OOS confirmation; better-behaved than the other trend candidates.
Backtest Review
- Sharpe
- 0.46
- Total return
- 59.30%
- Max drawdown
- 8.69%
- Trades
- 195
- Win rate
- 43.1%
- Profit factor
- 1.60
Genuinely distributed edge, NOT an outlier mirage: return_kurtosis 7.68, skew 0.22 — the best shape of the marginal directional candidates
Positive every year (2024 +17.9%, 2025 +26.7%, 2026 +6.4%), max_drawdown only 8.7%, PF 1.60, decorrelated alpha 0.13, 195 trades; correct port of the proven dual-TF mechanism
Edge not significant: Sharpe 0.46 with CI [-0.60, 1.48] straddling zero deeply (widest straddle of the batch), over a short ~2.5-year single-regime window (LINK-HL 4H starts 2024-01)
Thin-market drag: impact_cost_pct 13.4% of gross PnL, capacity only ~$5.6M — partly a small-scale artifact
Hyperliquid directional trend is the 0/97 class (L41); near-identical ETH-HL Donchian (Sharpe 0.49, CI-low -0.38) just abandoned, and this is weaker on significance
Recent softness: rolling_sharpe negative in mid-2026 (-2.4 to -3.3) before recovering to ~0; 2026 weaker than prior years
Outcome Summary
A distributed, every-year-positive edge with a low drawdown is still not promotable when its Sharpe CI straddles zero over a short single-regime history — a correct port of a proven mechanism needs a long, multi-regime, liquid track record to establish significance, which thin ~2.5-year Hyperliquid LINK data cannot provide.
The analyst abandoned it at backtest review: the profile was the best-shaped of the marginal directional candidates but the edge is not statistically established — the widest Sharpe CI straddle of the batch over a short ~2.5-year, single-regime (all-bullish) LINK-HL history, in the 0/97-survival Hyperliquid directional-trend class, thin enough that impact is partly a small-scale artifact. Best-of-N over ~225 optimization trials on a Sharpe-0.46 base would not clear deflated Sharpe, as every directional sibling from higher base Sharpes had already failed.
A long-short, single-instrument dual-timeframe momentum-confluence trend follower on LINKUSD.HYPERLIQUID (4H primary + 1D confirmation, 3 parameters) that went long/short only when the ATR-normalized 4H EMA spread agreed with the daily trend, stood flat on disagreement, and trailed winners with an ATR stop — a faithful port of the factory's one paper-stage survivor (BTC dual-TF momentum) to a new venue and major.
The backtest (LINKUSD.HYPERLIQUID 4H, 924 data days from 2024-01) returned +59.3% over 195 balanced trades (100L/95S) with profit factor 1.60, avg_trade_return_pct 1.25%, an 8.7% max drawdown, decorrelated alpha 0.13, and — notably — a genuinely distributed edge (kurtosis 7.68, skew 0.22, positive every year: 2024 +17.9%, 2025 +26.7%, 2026 +6.4%). But Sharpe was only 0.46 with a CI [-0.60, 1.48] straddling zero deeply, impact cost was 13.4% of gross PnL, and capacity was thin (~$5.6M).
Backtest and paper results are hypothetical. Trading involves risk of loss.