AaveSpotDrawdownAccumulationLong
Hypotheses
AAVE Spot Multi-Day Drawdown Accumulation Long (BINANCE_SPOT, Daily, OHLCV-Only)
Hypotheses
A long-only, single-instrument, single-venue, OHLCV-ONLY strategy on AAVEUSDT.BINANCE_SPOT DAILY bars. Same drawdown-accumulation mechanism as the landed Btc/Algo/Inj/FtmSpotDrawdownAccumulationLong siblings. EXPLICITLY ALIGNED WITH ANALYST DIRECTIVE: AAVE has one of the clearest organic-demand profiles in DeFi via its lending protocol revenue (interest spreads, liquidation penalties, flash loan fees), GHO stablecoin issuance, and safety-module staking. AAVE is the largest DeFi lending protocol by TVL and its token captures real protocol cash flows. AAVEUSDT.BINANCE_SPOT has been listed since 2020 — ~5 years of daily bars. Five parameters total. Hits BINANCE_SPOT venue quota gap (currently 11.7% vs ≥15% target).
Hypotheses
The hypothesis explicitly requests the SAME drawdown-accumulation mechanism as the already-landed AAVE/BTC/ALGO/INJ/FTM spot siblings, so I mirror the proven, validated template verbatim, retargeted to AAVEUSDT.BINANCE_SPOT. Venue is correctly BINANCE_SPOT (CASH account, leverage=1 enforced, long-only) per the hypothesis and the venue-routing rule: the strategy is long-only, uses no leverage, and its edge is not funding-based, so spot is the correct home and it hits the BINANCE_SPOT venue-quota gap. The signal is continuous (tanh of the current drawdown on non-entry bars, discrete 1.0 on a qualifying entry) so Layer-2 frozen-signal detection passes, while should_enter only buys on the 1.0 trigger; the trend filter (close > 100-day SMA) keeps it from catching falling knives, and the three exits (recovery to 95% of peak, 12% hard stop, 30-day cap) bound risk and guarantee closed trades for walk-forward. Position state is synced from the live position each bar so entry price / hold-duration are accurate. AAVEUSDT has ~5 years of clean daily spot history (listed 2020), avoiding data_unavailable; qty is quantized to AAVE spot's 2-decimal precision. Spot round-trip fees are ~0.20%, and 22%-drawdown recoveries toward the prior peak provide per-trade moves far exceeding that. position_fraction sizes off get_account_equity for capital-relative exposure.
Hypotheses
Not worth optimizing — insufficient sample plus badly negative performance. The 22%-drawdown + close>SMA100 accumulation trigger fires only 10 times over AAVE's ~5.5-year history, far below any optimization floor (a 3-window walk-forward would have ~3 trades/window, fitting pure noise; Sharpe CI [-73.4, +5.3] confirms it is uninformative). The result is decisively negative: profit_factor 0.46, expectancy -$2,977/trade, Sharpe -4.33, win_rate 30% (3 wins / 7 losses), total return -30%, max_drawdown 45%, losing in 3 of 4 active years. The accumulation mechanism catches falling knives — it buys 22% drawdowns that keep falling and hits the 12% stop (trade days dominated by -9% to -12% losses) — exactly the failure mode of the already-abandoned AVAX drawdown-accumulation variant. The revert-to-peak premise depends on durable recovery, which AAVE's choppy/declining regimes do not provide. Tuning cannot create significance from 10 events or fix a structural non-recovery problem. NOTE for research: the spot drawdown-accumulation mechanism is validated only on recovering majors (BTC/ALGO/INJ/FTM) with enough drawdown events; do not extend it to fill the BINANCE_SPOT venue-quota gap using mid-cap DeFi tokens like AAVE whose deep drawdowns do not reliably revert to prior peaks and which produce too few signals to optimize. FAILURE PATTERN: spot drawdown-accumulation on a single mid-cap altcoin produces too few trades (~<15) for walk-forward AND catches falling knives in non-recovering regimes.
Implementation
Long-only, single-instrument, OHLCV-only drawdown-accumulation strategy on AAVEUSDT.BINANCE_SPOT daily bars, mirroring the landed BTC/ALGO/INJ/FTM spot siblings. It tracks the rolling 30-day peak and current drawdown, and a 100-day SMA regime filter. It BUYS when the drawdown from the 30-day peak reaches >= 22% AND price is still above its 100-day SMA (a dip inside a healthy uptrend, i.e. accumulating an organic-demand DeFi asset on weakness). It exits when price recovers to within 95% of the trailing peak (catch-up complete), on a 12% hard stop from entry, or after a 30-day max-hold cap. Five core parameters; sizes 50% of equity per position; spot CASH account, leverage 1 (long-only by venue).
Backtest Review
Mechanism correctly implemented (same template as the landed BTC/ALGO/INJ/FTM siblings); clean diagnostics (10 signaled → 10 submitted).
Backtest Review
Long AAVE spot history available; legitimate venue-quota motivation.
Backtest Review
Only 10 trades over ~5.5 years — far below any optimization floor; a 3-window walk-forward would have ~3 trades/window (pure noise). Sharpe CI [-73.4, +5.3] is uninformative.
Backtest Review
Badly negative: profit_factor 0.46, expectancy -$2,977/trade, Sharpe -4.33, win_rate 30% (3/10), total return -30%, max_drawdown 45%.
Backtest Review
Losing in 3 of 4 active years (2021 -10%, 2022 -24%, 2024 -12%); only 2025 positive.
Backtest Review
Drawdown-accumulation catches falling knives on AAVE (buys 22% drawdowns that deepen, hits the 12% stop) — the same failure mode as the abandoned AVAX variant; the revert-to-peak premise needs durable recovery AAVE's regimes don't provide.
Outcome Summary
AaveSpotDrawdownAccumulationLong applied the proven spot dip-buying mechanism to AAVE, motivated by its strong DeFi-revenue profile and the BINANCE_SPOT venue-quota gap. The code was correct, but the 22%-drawdown trigger fired only 10 times in 5.5 years and lost badly — profit factor 0.46, Sharpe -4.33, -30% return, 45% max drawdown — buying drawdowns that kept falling into the stop. The analyst abandoned it at backtest review after one iteration, citing both an insufficient sample and the falling-knife failure mode that also sank the AVAX variant. The recorded pattern is that drawdown-accumulation on single mid-cap alts yields too few signals to optimize and catches falling knives in regimes that don't durably recover.
Outcome Summary
Spot drawdown-accumulation on a single mid-cap altcoin produces too few trades (~<15) to optimize and catches falling knives in non-recovering regimes; the mechanism is validated only on recovering majors with enough drawdown events, so it shouldn't be extended to fill a venue quota using tokens whose deep drawdowns don't reliably revert to prior peaks.
Outcome Summary
The analyst issued an 'abandon' verdict at the pre-optimization backtest-review gate: just 10 trades is far below any optimization floor (a walk-forward would have ~3 trades/window), and the mechanism caught falling knives — buying 22% drawdowns that deepened into the 12% stop — the same structural non-recovery failure as the earlier abandoned AVAX variant, which tuning cannot fix.
Outcome Summary
A long-only spot drawdown-accumulation strategy on AAVEUSDT.BINANCE_SPOT daily bars — the same mechanism as the landed BTC/ALGO/INJ/FTM siblings — that bought when price fell at least 22% from its trailing 30-day high while still above its 100-day SMA, exiting on recovery to within 5% of the peak, a 12% hard stop, or a 30-day hold cap, partly to help close the BINANCE_SPOT venue-quota gap on a DeFi token with real protocol revenue.
Outcome Summary
Over ~5.5 years it fired only 10 trades and lost decisively: profit factor 0.46, expectancy -$2,977/trade, Sharpe -4.33, a 30% win rate (3/10), -30% total return, and a 45% max drawdown, losing in 3 of 4 active years (only 2025 positive). The Sharpe CI of [-73.4, +5.3] confirmed the tiny sample was statistically uninformative.
Backtest and paper results are hypothetical. Trading involves risk of loss.