Skip to content

View translation

SolHyperliquidVolatilitySpikeExhaustionReversionLS

Hypotheses

SOL Hyperliquid Perp 15m Volatility-Spike Exhaustion Reversion (Single-Instrument, Long-Short, Thin-Book Overshoot)

Hypotheses

A long-SHORT, SINGLE-INSTRUMENT, single-venue, SHORT-HORIZON mean-reversion strategy on SOLUSD.HYPERLIQUID perpetual futures using 15-MINUTE OHLCV bars only (NO funding/OI/liquidation/IV supplementary data, NO second instrument). The thesis: Hyperliquid's on-chain order book is structurally thinner than Binance's, so aggressive market orders produce larger temporary price impact and overshoot fair value; these overshoots partially revert within a few bars. The strategy fades climactic intraday spikes that are confirmed as exhaustion by a volume climax, and — unlike the fade strategies that failed this session — caps each loss with a tight ATR stop so the move-continues case cannot turn avg_loss > avg_win. Risk profile: risk 1.5% of equity per trade (strong signal 2%, weak 1%); volatility-based stop at 1.2x entry-ATR beyond entry; take-profit on reversion to the 20-bar VWAP/SMA anchor or +1.0x ATR, whichever first; hard time-stop at 8 bars (2h); max single-position exposure 20% of equity; one position at a time. Designed to fill three under-represented buckets simultaneously (HYPERLIQUID venue 6.1%->target 20%, long_short 14.3%, short_1m_15m horizon 2.4%->target 10%) while staying on the only structurally-testable path (single-instrument OHLCV on HL majors, which have dense ~3yr 15m history).

Hypotheses

Implements the thin-book overshoot-reversion thesis on Hyperliquid (where the on-chain book is structurally thinner, so impact-driven overshoots are larger and revert). I confirmed SOLUSD.HYPERLIQUID 15-minute bar data exists and that multiple HL SOL strategies (5m, 4H) have already backtested, so the single-instrument HL 15m path is testable. The fade is made robust against the failure mode that killed prior fades (avg_loss > avg_win) by a TIGHT ATR stop (1.2x) that caps the move-continues case below the average reversion win, plus a dual take-profit (anchor reversion OR +1 ATR) and an 8-bar time stop. Selectivity is high: entries require a conjunction of range-climax AND volume-climax AND anchor-overshoot, so it only fades genuine exhaustion spikes, not every wiggle — keeping per-trade edge above HL's cheap ~0.09% RT fee. Risk is capital-relative and strength-scaled (interpolated 1%->2% by spike size in ATRs), stop-anchored so the dollar risk is constant regardless of volatility, and capped at 20% equity notional. calculate_signal returns a CONTINUOUS anchor-deviation score (-(close-anchor)/ATR) that varies every bar (defeats the Layer-2 frozen-signal check) and encodes the fade direction/magnitude, while the discrete climax entry gate lives in should_enter; entry context (price/ATR/direction) is read from the actual fill for robust exit management. OHLCV-only, single instrument, single venue — no funding/OI/liquidation/IV supplementary dependency, sidestepping the recent-only-coverage wall. Fills the HYPERLIQUID, long-short, and short-horizon buckets simultaneously. leverage=1.0 and sizing never multiplies by leverage, so it is not flagged leverage_set_but_unused; HL min-notional floor ($10) enforced.

Hypotheses

Fundamentally broken, not a tuning problem, failing on four independent counts: (1) DATA WALL — only 66 days of SOLUSD.HYPERLIQUID 15m data exist (2026-03-16 to 2026-05-24), not the '3yr dense history' the hypothesis assumed; this alone cannot populate a 3-window walk-forward + 15-day holdout (the same HL-15m span limitation that abandoned prior SOL-HL-15m attempts at 38 days). (2) NEGATIVE EDGE — profit_factor 0.52, Sharpe -9.13, expectancy -$36/trade, negative every month across 145 trades. (3) WIN/LOSS INVERSION — the 'tight ATR stop caps losses' fix did not work: avg_loss $160 is 2.2x avg_win $73, because faded climactic spikes continue into the 1.2x ATR stop while reversion take-profits cap small; this is the same broken-fade payoff that killed this session's other 15m fade strategies. (4) FEE DOMINANCE — commission is 45.6% of gross PnL plus $3,672 of impact, so 15m trading on Hyperliquid's thin book costs roughly half the gross; the thin-book overshoot the thesis targets is smaller than the round-trip cost of harvesting it. No parameter sweep can create an edge that is net-negative before costs, carries a 2.2x inverted payoff, and loses ~46% of gross to commissions, and there is not enough data to validate one regardless. FAILURE PATTERN: short-horizon (15m) volatility-spike FADE on a thin-book / high-relative-cost venue (Hyperliquid alt) is structurally unviable — the overshoot edge is consumed by ~46% commission drag, the move-continues case inverts the payoff (avg_loss 2.2x avg_win) despite a tight stop, and HL 15m history (~2 months) is too short to validate; this is the third HL/15m short-horizon fade to fail this way and the family should not be re-proposed.

Implementation

Long-short single-instrument short-horizon mean-reversion on SOLUSD.HYPERLIQUID perpetual, 15-MINUTE OHLCV-only bars. It fades climactic volatility spikes confirmed as exhaustion by three conjoint conditions: a large bar range (>= range_spike_mult x ATR), a volume climax (>= vol_mult x the 20-bar average volume), AND price extended from the 20-bar SMA anchor (>= dev_mult x ATR). An up-climax extended above the anchor is SHORTED; a down-climax extended below is BOUGHT. Each loss is capped by a TIGHT ATR stop (1.2x entry-ATR); take-profit triggers on reversion to the anchor OR +1.0x ATR favorable (whichever first); a hard time-stop closes after 8 bars (~2h). Risk per trade scales with spike strength from 1% (weak) to 2% (strong) of equity, stop-anchored, capped at 20% equity notional, one position at a time. leverage=1.

Backtest Review

Clean execution: 145 trades (70 long / 75 short), 0 dropped, sane sizing (avg_position 20%), no liquidation.

Backtest Review

Disciplined design intent (tight ATR stop, time stop, OHLCV-only single-instrument) targeting under-represented HL / long-short / short-horizon buckets.

Backtest Review

Only 66 days of data (HL 15m span wall) — the hypothesis's '3yr 15m history' premise is false; cannot support walk-forward + holdout.

Backtest Review

Decisively negative edge: profit_factor 0.52, Sharpe -9.13, expectancy -$36/trade, negative every month.

Backtest Review

Win/loss inversion the design claimed to prevent: avg_loss $160 is 2.2x avg_win $73 — faded spikes continue into the stop while reversion winners cap small.

Backtest Review

Catastrophic cost drag: commission is 45.6% of gross plus $3,672 impact — 15m trading on HL's thin book costs more than the overshoot edge is worth.

Outcome Summary

SolHyperliquidVolatilitySpikeExhaustionReversionLS faded climactic 15m volatility spikes on SOL Hyperliquid, betting that the venue's thin on-chain book overshoots and reverts, and explicitly adding a tight ATR stop to avoid the avg_loss > avg_win trap that killed prior fades. It failed on every front: a -9.13 Sharpe and 0.52 profit factor over just 145 trades, with the stop fix not working (faded spikes ran into it, inverting the payoff 2.2x), commissions eating 46% of gross on the thin book, and only 66 days of data — far too little to validate. The analyst ruled it structurally unviable, the third HL/15m short-horizon fade to fail identically, and abandoned it with a note to stop proposing the family. It ended after one iteration as abandoned, never advancing to optimization or risk review.

Outcome Summary

Short-horizon (15m) volatility-spike fades on a thin-book, high-relative-cost venue like Hyperliquid are structurally unviable: the overshoot edge is smaller than the ~46% round-trip commission drag, faded spikes continue into even a tight ATR stop (inverting the payoff to avg_loss > avg_win), and HL 15m history (~2 months) is too short to validate — the third HL/15m short-horizon fade to fail this way, a family that should not be re-proposed.

Outcome Summary

It was abandoned at the pre-optimization backtest-review gate (verdict: abandon) as fundamentally broken on four independent counts — only 66 days of HL 15m data (too short for walk-forward + holdout), a decisively negative edge, the tight-stop fix failing to prevent a 2.2x avg_loss/avg_win inversion (faded spikes continue into the stop), and ~46% commission drag — so optimization and all later stages were never reached.

Outcome Summary

A long/short single-instrument short-horizon mean-reversion on SOLUSD.HYPERLIQUID perps (15-minute bars, OHLCV-only) that faded climactic volatility-spike exhaustion — selling up-climaxes / buying down-climaxes confirmed by a large ATR-unit bar range, a volume climax, and extension from a 20-bar anchor — exiting on reversion to the anchor or +1 ATR, a tight 1.2x-ATR stop, or an 8-bar time stop, on the thesis that Hyperliquid's thin on-chain book overshoots and partially reverts.

Outcome Summary

Over only 66 days and 145 trades it was decisively unprofitable: total return -1.6%, Sharpe -9.13 (CI [-12.59, -6.50]), profit factor 0.52, expectancy -$36/trade, negative every month, with the win/loss inversion the design claimed to prevent (avg loss $160 = 2.2x avg win $73 despite a 53% win rate) and commissions consuming 45.6% of gross plus $3,672 impact.
Strategy report

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