TrxFourHourVolumeBreakoutLong4H
Hypotheses
TRX Four-Hour Volume Breakout Long-Only (BINANCE USD-M Futures, 4H, OHLCV-Only)
Hypotheses
Long-only TRX (Tron) 4-hour strategy on BINANCE USD-M futures. Direct analog of the landed BTC/ETH/SOL/BNB/AVAX/XRP/MATIC/NEAR/LTC/BCH FourHourVolumeBreakoutLong family — applied to TRX. Pivoting to 4H avoids the persistent daily-bar audit-refill issues that have killed 12+ daily hypotheses this session. Single-instrument, OHLCV-only, single-condition entry, factory-approved 4H timeframe.
Hypotheses
Faithful single-instrument analog of the landed FourHourVolumeBreakoutLong family (BTC/ETH/SOL/BNB/AVAX/XRP/MATIC/NEAR/LTC/BCH) re-pointed to TRXUSDT, exactly as the hypothesis specifies: same single-condition volume-surge + bullish-bar + trend-filter entry, same exit triple, same 4H timeframe that sidesteps the daily-bar audit-refill failures. Routed to BINANCE USD-M futures per the hypothesis; the strategy is strictly long-only (never submits a SELL to enter), so leverage stays 1.0 and the per-leg 20%-equity sizing needs no margin amplification (avoiding the leverage_set_but_unused gate). The volume mean excludes the current bar to remove self-comparison bias, and the signal stays continuous (tanh of the excess surge ratio) so it varies bar-to-bar for verification while the entry decision is cleanly gated in should_enter. TRX size precision is 0 (whole-TRX step on Binance USD-M); at ~$0.1-0.3 spot the 20%-of-100k notional yields a large, well-above-min-notional position. The 6%/3% TP/SL gives a 2:1 reward:risk well clear of the ~0.10% round-trip taker cost.
Hypotheses
Dead arm of the volume-breakout family -- TRX is too illiquid for the mechanism, and the failure is structural, not tunable. The strategy traded correctly as specified (305 long entries) but has essentially NO edge after costs: Sharpe 0.077, profit_factor 1.037, avg_trade_return ~0.09%/trade (below the fee-clearing threshold), with the Sharpe CI centered on zero (-0.97 to 1.01) and probabilistic_sharpe 0.561. The decisive blockers are liquidity-driven: impact_cost_pct 44.5% (market impact consumes nearly half the gross PnL) and capacity_usd just $505k (the edge exists only at toy scale). No parameter set (volume_mult, volume_window, sma_trend_period, exits) can recover a near-zero edge that is swamped by ~45% impact drag and capped at half a million dollars of capacity -- these are structural consequences of TRX's low liquidity. Not iterate (the code is correct and matches the hypothesis; the instrument, not the implementation, is the problem). The volume-breakout mechanism's value is already captured by the liquid majors (BTC/ETH/SOL/BNB/AVAX/XRP); transplanting it to thin alts like TRX produces a fee/impact-dominated non-edge. FAILURE PATTERN: the FourHourVolumeBreakoutLong family does not generalize to low-liquidity alts -- on TRX it yields Sharpe ~0, PF ~1.04, impact_cost_pct 44.5%, and capacity ~$0.5M, i.e. the gross edge (if any) is entirely consumed by market impact and the strategy is deployable only at toy scale. Liquidity, not signal, is the binding constraint; restrict this family to liquid majors.
Implementation
Long-only TRX (TRXUSDT) volume-breakout strategy on BINANCE USD-M futures, 4H bars, OHLCV-only. Enters long when the just-closed 4H bar (1) has volume >= volume_mult x the mean of the prior volume_window bars (current bar excluded), (2) is bullish (close > open), and (3) closes above its SMA(sma_trend_period) uptrend filter. The signal is a continuous tanh-graded volume-surge score that is only positive when all entry conditions hold; should_enter buys on a positive score when flat. Exits on a 6% take-profit, 3% stop-loss, or a 30-bar (5-day) time stop. Sizes each entry at 20% of equity notional, no leverage.
Backtest Review
Implemented correctly and trades as specified: 305 long-only volume-breakout entries, clean entry_diag (305 signaled = 305 submitted, 0 dropped), metrics_reliable=true; from a validated family
Backtest Review
No edge after costs: Sharpe 0.077, profit_factor 1.037, avg_trade_return ~0.09%/trade -- below the fee-clearing threshold; sharpe CI centered on 0 (-0.97 to 1.01), probabilistic_sharpe 0.561 (coin-flip)
Backtest Review
Catastrophic illiquidity: impact_cost_pct 44.5% (impact eats ~half the gross PnL), capacity_usd only $505k (toy scale) -- a structural promotion blocker
Backtest Review
Inconsistent and net-thin: positive 2020/2021/2024, negative 2022/2023/2025; total_return +11% carried by the 2021 bull, kurtosis 17.4
Backtest Review
deployable scale
Backtest Review
~0.5+ (pre-opt)
Outcome Summary
TrxFourHourVolumeBreakoutLong4H was a mechanical transplant of a strategy family that already works on the liquid majors, applied to TRX on the factory-approved 4H timeframe to sidestep daily-bar data issues. The code did exactly what was specified across 305 long trades, but the result was a double failure: the signal had essentially no edge after costs (Sharpe 0.077, PF 1.037, ~0.09%/trade, CI centered on zero), and even if it had, TRX is too thin to trade it — market impact ate 44.5% of gross PnL and capacity topped out at half a million dollars. The analyst abandoned it at backtest review without optimizing, since no parameter can recover an edge swamped by ~45% impact drag at toy scale. It stands as the session's clearest example that a validated mechanism is bounded by its instrument's liquidity — the volume-breakout edge is already captured by the majors, and porting it to low-liquidity alts produces a fee/impact-dominated non-edge.
Outcome Summary
The FourHourVolumeBreakoutLong family does not generalize to low-liquidity alts: on thin TRX it yields Sharpe ~0, PF ~1.04, impact_cost_pct 44.5%, and ~$0.5M capacity — the gross edge is entirely consumed by market impact — so this mechanism should be restricted to liquid majors, because liquidity (capacity + impact), not signal logic, is the binding constraint when porting a validated strategy to a new instrument.
Outcome Summary
The analyst issued an abandon verdict at backtest review on a structural-liquidity basis: market impact consumes nearly half the gross PnL (impact_cost_pct 44.5%) and the strategy is deployable only at toy scale ($505k capacity), neither of which any parameter set can fix — the code is correct and matches the hypothesis, so the instrument's low liquidity, not the implementation, is the problem.
Outcome Summary
A long-only TRX (TRXUSDT.BINANCE USD-M) 4H volume-breakout — a direct transplant of the validated FourHourVolumeBreakoutLong family (BTC/ETH/SOL/BNB/AVAX/XRP/…) — entering when a just-closed 4H bar's volume exceeds 1.5× the prior 20-bar average AND the bar is bullish AND price is above its 100-bar SMA, exiting on a 6% take-profit, 3% stop, or 30-bar time stop, chosen on 4H to dodge the session's daily-bar audit-refill issues.
Outcome Summary
It implemented and traded correctly — 305 long entries, clean entry diagnostics, metrics_reliable=true — but had essentially no edge after costs and was structurally illiquid: Sharpe 0.077, profit_factor 1.037, avg_trade_return ~0.09%/trade (below fee-clearing), Sharpe CI centered on zero (−0.97 to 1.01), probabilistic_sharpe 0.561, and the decisive blockers — impact_cost_pct 44.5% and capacity_usd just $505k. The +11% total return was carried by the 2021 bull, with 2022/2023/2025 negative (kurtosis 17.4).
Backtest and paper results are hypothetical. Trading involves risk of loss.