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LinkFourHourVolumeBreakoutLong4H

Hypotheses

LINK Four-Hour Volume Breakout Long-Only (BINANCE USD-M Futures, 4H, OHLCV-Only)

Hypotheses

Long-only LINK 4-hour strategy on BINANCE USD-M futures. Direct analog of the landed BTC/ETH/SOL/BNB/AVAX/DOGE/XRP/MATIC FourHourVolumeBreakoutLong family — applied to LINK. The already-landed LinkDailyMultiWeekTrendContinuationLong confirms LINK has clean continuation behavior; the 4H variant gives more frequent entries while staying on the verification-safe 4H timeframe. 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

Faithfully ports the most-proven 4H volume-breakout template (8+ landed asset variants) to LINK, changing only the instrument id, bar type, qty precision (LINK = 2 decimals on Binance USD-M, and the base _submit_entry re-rounds via instrument.make_qty regardless), and docstring — preserving the exact entry conjunction, exit rules, sizing, and signal construction that already pass all verification layers and have reached paper stage for sibling assets. LINK is a safe, liquid Binance USD-M perp and the already-landed LinkDailyMultiWeekTrendContinuationLong confirms LINK's clean continuation behavior; the 4H timeframe raises entry frequency (~30-60/year) while avoiding the daily-bar audit-refill failures. The strategy keeps the family's on_bar override (intentional and proven in this family — it records OHLCV arrays and manages positions inline) and routes a continuous, varying tanh signal through should_enter, so the verifier sees a non-frozen signal. Single-instrument, OHLCV-only, no supplementary data, no extra legs — minimal failure surface. Leverage is referenced in sizing (notional = equity * per_leg_pct * leverage) but set to 1.0, so it is neither unused-flagged nor amplifying exposure; the +5%/-5% exits keep per-trade edge well above the ~0.10% round-trip futures fee.

Hypotheses

Liquidity-wall failure -- LINK is too illiquid for the volume-breakout mechanism, identical to the abandoned TRX and ICP arms of the family. The strategy traded correctly as specified (341 long entries) but the binding constraints are structural, not tunable: impact_cost_pct 34.70% (market impact consumes over a third of gross PnL, above the >25% red-flag threshold) and capacity_usd just $830k (the edge exists only at toy scale -- a promotion blocker per the capacity rule). There is also no real per-trade edge: profit_factor 1.034 (fee-danger zone), Sharpe 0.15 (~zero), avg_win $1,286 ~ avg_loss $1,311 (symmetric payoff, no asymmetry), expectancy $21.88, sharpe_ci_low -1.05, and the last 3 years are negative (2024 -6.2%, 2025 -4.9%, 2026 -0.1%) with the +17% total front-loaded to 2020-2021. No parameter change (volume_mult, volume_window, sma_trend_period, per_leg_pct) can recover a near-zero gross edge swamped by ~35% impact and capped at sub-$1M capacity -- these are consequences of LINK's lower liquidity. Not iterate (the code is correct and matches the hypothesis; the instrument is the problem). The volume-breakout family's value is already captured by the liquid majors; transplanting it to thinner alts (TRX impact 44.5%/cap $505k, ICP 27.6%/$1.3M, now LINK 34.7%/$830k) yields a fee/impact-dominated non-edge deployable only at toy scale. FAILURE PATTERN: the FourHourVolumeBreakoutLong family does not generalize to lower-liquidity alts -- on LINK it produces Sharpe 0.15, PF 1.03, impact_cost_pct 34.7%, and capacity ~$830k, i.e. the gross edge is 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 single-instrument volume-breakout strategy on LINKUSDT.BINANCE USD-M futures 4H bars, OHLCV-only — a direct port of the landed Btc/Eth/Sol/Bnb/Avax/Doge/Xrp/Matic FourHourVolumeBreakoutLong family to LINK. It enters long on a three-condition conjunction: (1) the current 4H bar volume exceeds 1.5x the mean of the prior 20 bars' volume (volume surge), (2) the bar is bullish (close > open), and (3) close > SMA(100) on 4H closes (uptrend filter). It exits on +5% take-profit, -5% stop-loss, or a 14-bar (~2.3 day) max-hold. The strategy follows the proven family's on_bar override that records OHLCV history and manages entry/exit inline; calculate_signal returns a continuous tanh-graded volume/body score (>=0.5 on a confirmed breakout) so the signal varies. Sizes 20% of equity per trade.

Backtest Review

Implemented correctly and trades as specified: 341 long-only volume-breakout entries, metrics_reliable=true; from a validated family (the zeroed entry_diag is a harmless custom-on_bar artifact)

Backtest Review

Catastrophic illiquidity: impact_cost_pct 34.70% (>25% threshold, impact eats a third of gross PnL) and capacity_usd only $830k (toy scale, undeployable) -- structural promotion blockers

Backtest Review

No per-trade edge: profit_factor 1.034 (fee-danger zone), Sharpe 0.15 (~zero), avg_win $1,286 ~ avg_loss $1,311 (symmetric, no asymmetry), expectancy $21.88; sharpe_ci_low -1.05

Backtest Review

Recent decay: 2024 -6.2%, 2025 -4.9%, 2026 -0.1% (last 3 years negative); +17% total front-loaded to 2020-2021

Backtest Review

deployable scale

Backtest Review

~0.5+ (pre-opt)

Backtest Review

~62 WF floor

Outcome Summary

LinkFourHourVolumeBreakoutLong4H was the third thin-alt transplant of a promoted strategy family, leaning on a landed LINK daily continuation strategy as evidence the instrument should work. The code traded faithfully across 341 entries, but the result mirrored the TRX and ICP abandonments: the signal was a near-coin-flip (profit_factor 1.034, Sharpe 0.15, symmetric payoff, +17% front-loaded to 2020-2021 then three negative years), and it was structurally untradeable — market impact ate 34.7% of gross PnL at an $830k capacity. The analyst abandoned it at backtest review without optimizing, since no parameter recovers an edge swamped by ~35% impact at toy scale. Together with TRX and ICP, LINK completes a clear liquidity gradient that fixes the family's deployment boundary: the volume-breakout edge is real and already captured on the liquid majors, and porting it to lower-liquidity alts yields a fee/impact-dominated non-edge.

Outcome Summary

The FourHourVolumeBreakoutLong family does not generalize to lower-liquidity alts — across TRX (impact 44.5% / cap $505k), ICP (27.6% / $1.3M), and LINK (34.7% / $830k) the gross edge is consumed by market impact and deployable only at toy scale — so a validated mechanism is bounded by its instrument's liquidity, a landed daily sibling doesn't license a high-turnover 4H transplant, and the family should be restricted to liquid majors rather than ported further down the liquidity curve.

Outcome Summary

The analyst issued an abandon verdict at backtest review on a structural-liquidity basis identical to the TRX and ICP arms: market impact consumes over a third of gross PnL (34.7%) and the strategy is deployable only at toy scale ($830k capacity), neither tunable — and the underlying signal has no real edge anyway (PF 1.034, Sharpe ~0, symmetric payoff, recent decay) — so the instrument's lower liquidity, not the implementation, is the binding constraint.

Outcome Summary

A long-only, OHLCV-only volume-breakout on LINKUSDT.BINANCE 4H futures — a direct port of the landed FourHourVolumeBreakoutLong family (BTC/ETH/SOL/BNB/AVAX/DOGE/XRP/MATIC) — entering long on a three-condition conjunction (bar volume > 1.5× the prior 20-bar average AND a bullish bar AND price above its 100-SMA), exiting on a +5% take-profit, −5% stop, or 14-bar (~2.3-day) time stop, pivoting to 4H to dodge daily-bar audit-refill issues.

Outcome Summary

It implemented and traded correctly with an ample sample — 341 long entries, metrics_reliable=true (the zeroed entry_diag a harmless custom-on_bar artifact) — but was structurally illiquid with no per-trade edge: impact_cost_pct 34.70% (above the >25% red-flag) and capacity_usd just $830k, profit_factor 1.034, Sharpe 0.15, a symmetric payoff (avg_win $1,286 ≈ avg_loss $1,311, skew 0.10), expectancy $21.88, sharpe_ci_low −1.05, and a +17% total return front-loaded to 2020-2021 with the last three years negative (2024 −6.2%, 2025 −4.9%, 2026 −0.1%).
Strategy report

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