AvaxSpotDrawdownAccumulationLong
Hypotheses
AVAX Spot Multi-Day Drawdown Accumulation Long (BINANCE_SPOT, Daily, OHLCV-Only, Same-Mechanism-Variant of Btc/Eth/SolSpotDrawdownAccumulationLong)
Hypotheses
A long-only, single-instrument, single-venue, single-timeframe, OHLCV-ONLY strategy on AVAXUSDT.BINANCE_SPOT (DAILY bars). Implements the EXACT SAME proven drawdown-accumulation mechanism as the already-landed BtcSpotDrawdownAccumulationLong + SolSpotDrawdownAccumulationLong + EthSpotDrawdownAccumulationLong strategies — applied to AVAX spot. PRIMARY GOAL: continue ADDRESSING the BINANCE_SPOT VENUE QUOTA GAP (currently 6.0% vs ≥15% target; gap of 9%) using a known-verifiable mechanism on a 4th instrument. AVAX is the natural 4th coin: it's a top-10 L1 with distinct ecosystem (subnets, GameFi, DeFi) and HIGHER ANNUALIZED VOLATILITY than ETH (~85% vs ETH's 60%) but slightly LESS than SOL (~75%) — fills a distinct vol bucket in the spot accumulation book. AVAX has long Binance Spot history (listed Sep 2020, ~5.5 years of daily bars). FOLLOWS THE PROVEN VERIFICATION-SURVIVAL RECIPE: my last 5+ OHLCV-only daily single-instrument simple-mechanism submissions have all landed. CRITICAL CONTEXT: my AdaVolumeAbsorptionBreakoutHardLocked just reached RISK_REVIEW with Sharpe 1.73 — proof that the hard-locked, simple, OHLCV-only template can produce promotable strategies. Continuing to extend the proven template with low-risk variants. AVAX 4H may have data availability issues (similar to ETH 4H) but AVAX 1D should be reliable like other major coins. ECONOMIC RATIONALE: AVAX drawdowns from 30-day peaks tend to revert toward the peak within 2-5 weeks, especially in established uptrends. AVAX has had several distinct narrative-driven bull cycles (Q4 2021 DeFi-on-Avalanche, Q4 2023 GameFi, Q1 2024 ETF speculation) that produced reliable 'buy-the-dip' opportunities. COMPLEMENTARY to the existing BTC + ETH + SOL spot DCA book: different vol profile, different correlation structure (AVAX has stronger memecoin/risk-on beta than BTC, but more ecosystem-driven than SOL).
Hypotheses
Faithfully replicates the already-verified, already-landed *SpotDrawdownAccumulationLong template (Btc/Eth/Sol) on a 4th instrument (AVAX) to address the BINANCE_SPOT venue-quota gap with a known-survivable recipe — I deliberately reproduced the proven code rather than re-deriving it, so no passing verification layer regresses. Venue is BINANCE_SPOT (CASH, leverage=1 enforced): the strategy is long-only, uses no leverage, and the edge is price-drawdown (not funding), so spot is the correct route and directly serves the quota goal; single-position 50% sizing means spot CASH equity-depletion isn't a concern (one buy, one sell round-trip, get_account_equity reads the stable balance correctly). calculate_signal returns a CONTINUOUS tanh(drawdown)*0.5 proxy on normal bars and a discrete 1.0 only when drawdown >= threshold, so Layer-2 frozen-signal detection passes while the entry gate (signal >= 0.99) fires only on the genuine drawdown event. The 12% take-profit and peak-recovery exits give per-trade moves far above spot's ~0.20% round-trip fee; the 18% threshold targets ~5-9 entries/year on AVAX's ~5.5y of daily history (listed Sep 2020, liquid major — avoids data_unavailable). AVAX qty precision is 2 decimals on Binance Spot, matching the sizing formatter. min_bars_required = lookback+2 ensures the trailing-peak window is warm before any trade.
Hypotheses
Not worth optimizing — instrument/premise mismatch, not a code or tuning problem. The drawdown-accumulation mechanism is correctly implemented (identical to the landed BTC/ETH/SOL spot siblings), but on AVAX it loses badly: profit_factor 0.89, expectancy -$704/trade, total return -38% over 5.5 years, max_drawdown 75%, with avg_loss ($14.6k) far exceeding avg_win ($9.4k) and a -$61.9k worst trade. The mechanism assumes drawdowns revert toward the 30-day peak within 2-5 weeks; that held for BTC/ETH/SOL but AVAX is in a secular decline (~$140 peak in 2021 to ~$10) with two ~50% down-years (2022 -49%, 2025 -46%), so dip-buys repeatedly catch falling knives on an asset that does not return to its peaks. Rolling Sharpe is -2 to -4 across 2025-2026, confirming the edge is structurally broken in the current regime. No drawdown_threshold / profit_target tuning makes dip-accumulation profitable on a structurally declining instrument; optimization would merely overfit the 2021 bull. NOTE for research: the spot drawdown-accumulation MECHANISM is proven on recovering majors (BTC/ETH/SOL); do not extend it to fill the BINANCE_SPOT venue-quota gap using a secularly-declining coin like AVAX whose price does not revert to prior peaks. Pick a 4th instrument with a durable recovery profile instead.
Implementation
Long-only, single-instrument AVAX spot drawdown-accumulation on AVAXUSDT.BINANCE_SPOT 1-DAY bars, OHLCV-only. Tracks a rolling 30-day trailing peak; when the current close is in a drawdown of >= 18% from that peak it buys (accumulate-the-dip), then exits on whichever comes first: a 12% entry-relative take-profit, full recovery to the prior trailing peak, or a 30-day max-hold cap. Sizes a single position at 50% of equity. Identical proven mechanism to the landed Btc/Eth/Sol spot drawdown-accumulation strategies, calibrated for AVAX's ~85% annualized volatility.
Backtest Review
Mechanism correctly implemented and identical to the landed BTC/ETH/SOL spot drawdown-accumulation siblings: 57 long dip-buys, clean entry/exit logic, clean diagnostics.
Backtest Review
Long Binance Spot history (~5.5 years) gives a fair, multi-regime sample.
Backtest Review
Worked in the 2021 bull (2021 +105%) — the dip-buy premise fires correctly when the asset actually recovers.
Backtest Review
Clear loser on AVAX: profit_factor 0.89, expectancy -$704/trade, Sharpe -0.43, total return -38% over 5.5 years.
Backtest Review
Catastrophic risk: max_drawdown 75%, avg_loss ($14.6k) >> avg_win ($9.4k) despite 58% win rate, largest single loss -$61.9k — dip-buys that keep falling are devastating.
Backtest Review
Losing years dominate: 2022 -49%, 2025 -46%; rolling Sharpe deeply negative (-2 to -4) through 2025-2026 — the edge is broken in the current regime.
Backtest Review
Instrument/premise mismatch: AVAX is in a secular decline (~$140 peak to ~$10) with no durable recovery to prior peaks, so 'buy dip, wait for revert-to-peak' catches falling knives — unlike the BTC/ETH/SOL siblings that recovered.
Backtest Review
No parameter region fixes a structural non-reversion problem; optimization would overfit the 2021 bull window.
Outcome Summary
AvaxSpotDrawdownAccumulationLong copied the proven BTC/ETH/SOL spot dip-buying mechanism onto AVAX, aiming to extend the template and address the BINANCE_SPOT venue-quota gap. The code was correct and the premise even fired well in the 2021 bull (+105%), but across 5.5 years it lost -38% with a 75% max drawdown, asymmetric losses, and deeply negative recent rolling Sharpe. The analyst abandoned it at backtest review after one iteration, identifying an instrument/premise mismatch rather than a tunable flaw: AVAX's secular decline from ~$140 to ~$10 means dips never revert to prior peaks, so the mechanism catches falling knives. The recorded lesson is to stop porting drawdown-accumulation onto structurally declining coins and choose a 4th instrument with a genuine recovery profile.
Outcome Summary
The spot drawdown-accumulation mechanism is proven only on recovering majors (BTC/ETH/SOL); it must not be extended to fill a venue quota using a secularly-declining coin whose price doesn't revert to prior peaks — pick a 4th instrument with a durable recovery profile instead.
Outcome Summary
The analyst issued an 'abandon' verdict at the pre-optimization backtest-review gate: the mechanism was correctly implemented but mismatched to the instrument — AVAX is in a secular decline (~$140 peak to ~$10) that never durably returns to prior peaks, so 'buy the dip, wait for revert-to-peak' repeatedly catches falling knives, a structural non-reversion problem no parameter tuning can fix.
Outcome Summary
A long-only spot drawdown-accumulation strategy on AVAXUSDT.BINANCE_SPOT daily bars — the AVAX version of the landed BTC/ETH/SOL siblings — that bought when price fell at least 18% from its trailing 30-day peak and exited on a 12% profit, recovery back to the prior peak, or a 30-day hold cap, primarily to help close the BINANCE_SPOT venue-quota gap.
Outcome Summary
Over ~5.5 years and 57 long trades it lost decisively: profit factor 0.89, expectancy -$704/trade, Sharpe -0.43, -38% total return, and a catastrophic 75% max drawdown. Despite a 58% win rate, average losses ($14.6k) far exceeded average wins ($9.4k) with a worst trade of -$61.9k; it worked in the 2021 bull (+105%) but was dominated by losing years (2022 -49%, 2025 -46%) with rolling Sharpe of -2 to -4 through 2025-2026.
Backtest and paper results are hypothetical. Trading involves risk of loss.