Strategies
DOGE Hyperliquid 4H Keltner ATR-Channel Bidirectional Breakout Long+Short (OHLCV-Only, 3-Parameter, Symmetric Risk)
Outcome: Abandoned
DogeHyperliquidFourHourKeltnerChannelBidirectionalBreakoutLongShort
Outcome Summary
DogeHyperliquidFourHourKeltnerChannelBidirectionalBreakoutLongShort applied a volatility-adaptive Keltner breakout symmetrically to DOGE on Hyperliquid, filling the venue and long/short quotas with a mechanism distinct from the pipeline's Donchian sibling. Its +59% headline dissolved on inspection: the entire edge was 2024 (+131.9%) carried by ~2 pump days (kurtosis 132), with Sharpe just 0.27, a CI low of -1.74, a 50.8% drawdown, and decay to -31.1% by 2026. On top of the outlier dependence, a 43.7% impact cost and $523K capacity made it undeployable at its 55%-equity sizing. On its first iteration the analyst abandoned it at the backtest-review gate, citing the same outlier-luck-plus-decay-plus-capacity signature as the abandoned AVAX Keltner, AVAX/DOGE volume-breakout, and SOL HL Donchian siblings.
Hypothesis
Implementation
Bidirectional Keltner-channel breakout trend-initiation on DOGEUSD.HYPERLIQUID perpetual futures, 4H bars, OHLCV-only. Bands are SMA(20) +/- 2*ATR(20); it enters long when the close breaks above the upper band and short when it breaks below the lower band. A single symmetric locked 3*ATR trailing stop governs both sides: longs track the running peak high and exit on a 3*ATR reversal below it, shorts track the running trough low and exit on a 3*ATR reversal above it. No trend/volume/regime filter. Capital-relative sizing (50% notional), leverage 1.0. Three tunable parameters: keltner_period, keltner_mult, position_pct.
Backtest Review
- Sharpe
- 0.27
- Total return
- 59.08%
- Max drawdown
- 50.83%
- Trades
- 128
- Win rate
- 39.8%
- Profit factor
- 1.11
Clean OHLCV-only implementation; signal fires adequately (128 trades); hits two portfolio gaps (HYPERLIQUID + long-short)
Symmetric risk design with no asymmetric TP<SL trap
Outlier-carried and decaying: total edge is 2024 (+131.9%), itself driven by ~2 pump days (2024-11-16 +58.97%, kurtosis 131.99, skew 9.29, largest_win $88K); then 2025 -5.6%, 2026 -31.1%
No statistical edge: Sharpe 0.27 with sharpe_ci_low -1.74 (CI deep negative), PF 1.11; rolling Sharpe collapses from +4 (2024) to -9 (2026)
Capacity wall: impact_cost_pct 43.7% (impact eats ~44% of gross), capacity_usd only $523K — undeployable at the 55%-equity sizing on DOGE HL liquidity
Severe risk: max_drawdown 50.8% (ci_high 74%), 11 consecutive losses; both legs thin (long_win 0.36, short_win 0.43)
Outcome Summary
A bidirectional channel breakout on a low-liquidity memecoin perp produces a flashy front-loaded Sharpe carried by a handful of bull-year pump days, then decays to deeply negative out-of-sample — and even if the signal had edge, a 44% market-impact wall and ~$500K capacity make it undeployable, a structural instrument/size limit no parameter tuning can fix.
The analyst abandoned it at the backtest-review gate before optimization because it had no robust, deployable edge: an outlier-carried, front-loaded headline with a deeply negative Sharpe CI, rolling Sharpe collapsing from +4 to -9, and a decisive capacity wall — 44% market impact and ~$500K capacity make the 55%-of-equity sizing undeployable beyond toy scale on DOGE's Hyperliquid liquidity.
A bidirectional, OHLCV-only Keltner Channel breakout on DOGEUSD.HYPERLIQUID 4H perpetual — entering long when close broke above the upper band (SMA + N×ATR) and short when it broke below the lower band, with a symmetric 3×ATR trailing stop on both sides, designed to fill the under-represented Hyperliquid-venue and long/short quotas with a volatility-adaptive alternative to Donchian, using 3 parameters.
Over ~2.4 years (2024-2026) and 128 trades (61 long, 67 short), the headline was +59.1% (CAGR 19.7%) with profit factor 1.11, but Sharpe was only 0.27 with a CI low of -1.74, a 50.8% max drawdown (CI high 74%), and an 11-trade losing streak. The entire edge was 2024 (+131.9%), itself carried by ~2 pump days (kurtosis 132, skew 9.29), after which it decayed badly (2025 -5.6%, 2026 -31.1%). Market impact consumed 43.7% of gross against just $523K capacity.
Backtest and paper results are hypothetical. Trading involves risk of loss.