Strategies
BTC Hyperliquid-vs-Binance Funding-Differential Carry (Cross-Venue, Delta-Neutral, Z-Scored)
Outcome: Abandoned
BtcCrossVenueFundingDiffCarryZScoredDeltaNeutral1H
Outcome Summary
BtcCrossVenueFundingDiffCarryZScoredDeltaNeutral1H tried to harvest the funding-rate differential between BTC perps on Hyperliquid and Binance as a delta-neutral, low-parameter carry, deliberately dodging the options, CASH-overfill, and directional-funding-fade failure modes. The plumbing worked — atomic two-leg entries, balanced 72 long / 72 short, funding credited on both venues, genuinely market-neutral (beta -0.0045) — but the realized edge was negative: 8 straight losing months, profit factor 0.99, and fees at 10.2% of gross, because the BTC differential is smaller than the two-venue round-trip cost. The flashy +81% headline was dismissed as a suspected harness artifact (a single +315% final-bar day, ~100% unrealized) and escalated for review rather than trusted. The reviewer abandoned it as structurally unprofitable on BTC, suggesting the research lead reframe the same mechanism onto a higher-funding-skew instrument where the differential could actually clear costs.
Hypothesis
Implementation
Delta-neutral cross-venue funding-differential carry on BTC perpetuals: long/short equal notional on BTCUSD.HYPERLIQUID vs BTCUSDT.BINANCE (both MARGIN perps). Each bar it computes D = funding_HL - funding_Binance from the supplementary funding series (nearest-timestamp lookup, 8h tolerance for Binance / hourly for HL), standardizes D into a rolling z-score over lookback_bars, and trades the statistical extreme: when z > entry_z (HL funds richer) it goes LONG Binance / SHORT HL; when z < -entry_z (HL funds cheaper) it goes SHORT Binance / LONG HL; it closes the pair when |z| < exit_z (convergence) or after max_hold_hours. Both BTC legs are equal-and-opposite, so net BTC delta is ~zero and the book harvests only the funding differential. Entry is atomic — both legs validated before either order — to avoid a naked primary leg, and exits close both legs in lockstep. Sizing is fixed equal-notional per leg (equity * position_frac), never scaled by signal or leverage (leverage=1.0). Only 2 core edge parameters: entry_z and exit_z.
Backtest Review
- Sharpe
- -0.49
- Total return
- -0.29%
- Max drawdown
- 3.56%
- Trades
- 144
- Win rate
- 47.9%
- Profit factor
- 0.99
Genuinely market-neutral construction (beta -0.0045, benchmark_meaningful=false correctly flags buy-hold as the wrong baseline); both legs MARGIN perps so it dodges the CASH-overfill engine defect
Atomic two-leg entry and funding-read plumbing work: 72/72 entries submitted, balanced 72 long / 72 short, funding credited on both venues
Only 2 core tunables (entry_z/exit_z) — low overfitting surface
Headline +81% total_return is an artifact: 8 consecutive negative months overturned only by a +315% final-bar day; end_unrealized_pct=1.015 means ~100% of the return is unrealized open-position MTM at backtest end, never realized
+315% single day on a delta-neutral pair is implausible — suspected leg-netting/cross-venue alignment artifact (mechanism not independently verified)
No realized edge after costs: profit_factor 0.99, Sharpe -0.49, Sortino -3.27, negative expectancy, commission 10.2% of gross — the BTC HL-vs-Binance differential is smaller than two-venue round-trip fees
impact_cost_pct 122% and capacity_usd only $66k — edge (if any) exists only at toy scale; position_frac 0.40 is oversized
8/9 months negative
majority positive
Outcome Summary
The BTC major-venue funding differential is too small to clear two-venue round-trip fees, so cross-venue funding carry is structurally unprofitable on BTC and not fixable by z-threshold tuning — but the mechanism and clean delta-neutral two-leg construction are sound, so a revise-hypothesis retry on a higher-funding-skew instrument (where the differential exceeds costs) is the path, not iteration.
The analyst abandoned it at the backtest-review gate, before optimization, because there is no realized edge after two-venue costs — the BTC funding differential is real but structurally smaller than the ~0.10% + ~0.09% round-trip, so it loses across every regime — and the only positive number is a suspected leg-netting/cross-venue alignment artifact escalated for harness review rather than trusted.
A market-neutral, delta-neutral cross-venue carry strategy that harvests the BTC funding-rate differential between Hyperliquid and Binance USD-M perps — z-scoring D = funding_HL − funding_BINANCE and holding an equal-notional opposite-side pair (short the richer-funding venue, long the cheaper) at statistical extremes — with only 2 core tunables (entry_z, exit_z) to resist overfitting.
Its realized record was a consistent bleed: Sharpe -0.49, Sortino -3.27, profit factor 0.99, avg_trade_return -$2.82 over 144 trades (72 balanced pairs), 8 straight negative months, fees 10.2% of gross; the +81% headline total return was an artifact — ~100% unrealized open-position MTM (end_unrealized_pct 1.015) driven by a single implausible +315% final-bar day on a zero-net-delta pair — and impact_cost_pct 122% with capacity_usd $66k confirm toy scale only.
Backtest and paper results are hypothetical. Trading involves risk of loss.