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EthVolumeConfirmedMomentumLS_HL

Hypotheses

ETH Volume-Confirmed Momentum, Long-Short (Single-Instrument ETHUSD.HYPERLIQUID Perp, 4H Bars — Take Directional Momentum ONLY When a Volume Surge Confirms Genuine Participation, Flat Otherwise, ATR-Trailing, 3-Parameter)

Hypotheses

A LONG-SHORT, single-instrument, pure-OHLCV strategy on ETHUSD.HYPERLIQUID USD-M perpetual that trades directional momentum ONLY when a concurrent VOLUME SURGE confirms real participation, and stands flat otherwise. It keeps the one principle with demonstrated positive edge in this factory — the survivor's SELECTIVE directional filter (trade only high-conviction momentum, flat on non-confirmation) — but replaces the second-timeframe confirm with a genuinely DIFFERENT, non-overfit-prone confirmation axis: VOLUME. This makes it materially distinct from every pending idea (dual-timeframe / EMA-structure momentum confluence on BTC/XRP/LINK, Turtle breakout on BNB, weekly ORB on ETH) — the selectivity gate is volume-backed participation, not a timeframe agreement, breakout, or range. It is deliberately built to avoid the session's confirmed failure modes: NOT a generic unconfirmed breakout/channel/MR (all shown to have negative per-trade expectancy on measurable samples), NOT an options/supplementary/low-frequency idea (which die in the developer stage or as unmeasurable samples), NOT a majors cross-sectional rotation (banned by L32). It is SIMPLE pure-OHLCV single-instrument with standard incremental indicators (developer ships it without swaps/timeouts), sits in the fee-viable / measurable zone (4H volume-backed legs of ~1-3% dwarf the ~0.10% fee; volume surges recur often enough for ~150-250 trades over multi-year history), and fills the under-target LONG-SHORT bucket (13.4% vs an 86%-long-only book). Only 3 parameters. ETH is chosen for the deepest, cleanest volume series among liquid majors and because its prior confluence attempt died on OVERFIT (not on absent edge), suggesting a real directional signal that a simpler, volume-gated construction can capture more robustly.

Hypotheses

Implements the hypothesis exactly: the selective directional filter is VOLUME-backed participation, not a second timeframe, breakout or range. Participation is built into the signal itself (continuous, varies every bar) while the entry additionally requires the surge to be genuinely met, so a large move on thin volume is never traded -- the core claim. 4H bars match the mid/long-term horizon and give ~1-3% legs against a ~0.10% round-trip on BINANCE USD-M; the venue is futures because the strategy takes shorts. Exactly 3 knobs (mom_lookback, vol_surge_mult, trail_atr_mult) with the entry threshold, hysteresis, baseline window, ATR period and risk_pct locked, so the optimizer cannot buy Sharpe with notional -- the failure mode that killed the prior ETH confluence attempt. ITERATION 2 (clean restart): the feedback states the previous abandonment was caused by pipeline defects (Layer-2 method-rebind, terminal QA verdicts on an unoptimized smoke test, sandbox slot starvation), all fixed, and that the mechanism should be verified on its merits. I therefore made NO behavioural change; the single edit is a strictly mechanical de-duplication -- the previous bar's entry eligibility used to be recomputed from scratch every bar (a second ATR pass plus a second median-volume sort) even though it had already been computed one bar earlier, so it is now memoised on the previous bar's own event timestamp with the identical full recomputation retained as the fallback on any miss (first bar, restart, gap). Signals, entries and exits are bit-for-bit unchanged; per-bar work halves, which adds headroom under the 300s sandbox wall clock. Note the code could not be resubmitted byte-identical (unchanged-hash check), and this is the smallest change that is provably behaviour-preserving.

Implementation

Long/short 4H momentum on the ETHUSDT.BINANCE USD-M perpetual that is taken ONLY when a concurrent volume surge confirms genuine participation, and stands flat otherwise. Every bar it computes a continuous participation-weighted momentum signal, mom_atr * min(1, participation), where mom_atr is the mom_lookback-bar price change in ATR units and participation is the bar's volume over the MEDIAN volume of the prior 60 bars, divided by vol_surge_mult. It goes long when that signal crosses up through +1.0 ATR with the surge actually met (participation >= 1), short on the mirror condition; the cross test prevents re-entering the same leg every bar. Exits are structural: momentum reaching 0.25 ATR against the position (hysteresis, so an intra-leg pause is held through) or an ATR trailing stop trail_atr_mult ATRs from the best close since entry. Sizing risks a fixed 2% of equity to the trailing stop, capped at 1x equity notional, leverage 1.0. Pure OHLCV, single instrument, no supplementary data, 3 tunable parameters. Ported from ETHUSDT.BINANCE to ETHUSD.HYPERLIQUID (2026-09-17); same code, evidence re-earned on this venue.

Backtest Review

Per-trade edge is not a cost problem: avg_trade_return_pct 1.869% is ~12x the HYPERLIQUID 0.15% floor, and gross price PnL is +$35,444 against only $1,352 commission (2.27% of gross) + $568 impact + $1,228 funding (credited). Removing 100% of frictions changes nothing about the sign.

Backtest Review

Base run clears the economics precondition for authorizing the 3-phase spend: Sharpe 1.194 (>=1.0) and profit_factor 2.346 (>=1.5), with max_drawdown 3.76% and Calmar 5.53.

Backtest Review

TRADES MATCH THE HYPOTHESIS, verified on the detail file. Textbook trend shape: 28 winners held a mean 119h for +7.93% vs 34 losers cut at a mean 47h for -3.47% (payoff 2.28:1 on a 45.2% hit rate); mean MAE is shallower on winners (-3.8%) than losers (-6.2%); leverage 0.20-0.36 is vol-scaled as the risk-first sizing claims; 20 long / 42 short, both sides profitable (+3.43% / +0.84% mean).

Backtest Review

All three calendar years positive (2024 +17.06%, 2025 +8.32%, 2026 +4.43% partial) and positive in ALL THREE vol terciles (calm +5.69%, normal +13.33%, stressed +4.92%). Both stress windows positive.

Backtest Review

Realized accounting is coherent: summed trade PnL $34,215.51 ties out exactly to total_return 34.216%, end_unrealized_pct 0.0.

Backtest Review

VERIFIED DAILY-MTM MARKING ARTIFACT (symptom only, no mechanism asserted). On dates where the book is PROVABLY FLAT — no position open per the ledger, equity pinned at exactly 105,367.59 for all of March 2024 — daily_returns prints cancelling pairs on an exact 8-day cadence growing with equity: -0.3608/+0.3621 on 2024-03-08/09, 03-16/17, 03-24/25, 04-01/02; -0.7877/+0.7939 on 2025-03-15/16, 03-23/24, 03-31/04-01; -1.3395/+1.3577 on 2026-03-06/07, 03-14/15, 03-30/31. sharpe_basis is mtm_equity_curve, so Sharpe, vol 11.21%, Sortino, VaR/CVaR, Calmar and max_drawdown all derive from it. Corroborating contradiction: max_drawdown 3.76% sits BELOW its own bootstrap CI low of 4.47%.

Backtest Review

The artifact is DIRECTIONAL AGAINST the hypothesis and contaminates the Phase-2 objective: it fires only on FLAT days (~130 of 531), ~30% of total daily variance; stripping it raises the estimate to Sharpe ~1.4 at ~9.3% vol. The reported number is DEPRESSED, not flattered — but because the penalty scales with time-out-of-market, an Optuna search maximizing this Sharpe is pushed toward LESS selectivity, the exact thesis being tested.

Backtest Review

SEVERE CONCENTRATION: top 5 of 62 trades supply 98% of net dollars and ~100% of summed pnl_pct; the other 57 net +$701 over 2.2 years. Median trade is a LOSS (-0.87% net, -0.75% gross). sharpe_ci_low -0.148 straddles zero.

Backtest Review

Thin sample: 62 trades vs the 150-250 pre-registered. Cause identified — the run used vol_surge_mult 3.83 vs the coded default 2.0. The holdout (~160 days) will carry only ~12 trades, at the 10-trade hard floor.

Backtest Review

2025 is the weak year: 32 trades, 34% win rate, mean +0.50%/trade.
Strategy report

Backtest and paper results are hypothetical. Trading involves risk of loss.