AtomSpotMultiDayDrawdownAccumulationLong
Hypotheses
ATOM Spot Multi-Day Drawdown Accumulation Long (BINANCE_SPOT, Daily, OHLCV-Only)
Hypotheses
A long-only, single-instrument, single-venue, OHLCV-ONLY strategy on ATOMUSDT.BINANCE_SPOT DAILY bars. Same proven drawdown-accumulation mechanism as the 5 landed siblings (BTC/XRP/LINK/LTC/BCH spot DCA): buy when ATOM has dropped meaningfully from its 30-day high AND is still above its 100-day SMA; sell when ATOM recovers to within 5% of the peak, hits a stop, or times out. ATOM fills a unique cycle profile: Cosmos ecosystem token with IBC (Inter-Blockchain Communication) and app-chain narrative drivers (Osmosis launch 2021, Mesh Security 2023, Atom 2.0 proposals 2024). Volatility ~80% annualized — between LINK and DOGE. ATOMUSDT.BINANCE_SPOT has been listed since 2019 — ~6 years of daily bars. Five parameters total. Hits BINANCE_SPOT venue quota gap (currently 8.5% vs ≥15% target).
Hypotheses
Faithfully replicates the proven, landed BTC/XRP/LINK/LTC/BCH spot drawdown-accumulation mechanism on ATOM, changing only the instrument (ATOMUSDT.BINANCE_SPOT), class name, qty precision (2 decimals / 0.01 step for ATOM spot; base make_qty enforces the instrument's true precision), and parameter narrative. The -20% / 30-day-high drawdown trigger with a 100-day SMA regime filter buys meaningful dips only while the macro uptrend is intact, avoiding catching falling knives in a broken regime; the within-5%-of-peak recovery exit harvests the mean-reversion bounce. ATOM's ~80% annualized volatility (between LINK and DOGE) makes the BTC-level -20% threshold appropriate without needing DOGE's deeper -25%. Long-only on BINANCE_SPOT (CASH account, leverage=1) correctly matches the no-short, no-leverage, non-funding edge and fills the BINANCE_SPOT venue quota gap. ~6 years of daily history (listed 2019) gives ample data; daily bars match the multi-day swing horizon. The mechanism is fee-safe: target bounces of ~15%+ (from -20% drawdown back toward -5%) dwarf the ~0.20% spot round-trip cost.
Hypotheses
No edge in the base backtest and too thin to optimize: profit factor 0.832 (<1.0), Sharpe -1.117, Sortino -2.86, negative per-trade expectancy (-$416), total return -8.1%, with 4 of 7 calendar years negative and the entire positive record concentrated in the 2021 bull (+17.8%). The mechanism is correctly implemented and matches the landed siblings (20 long entries, 0 shorts, drawdown+SMA gated), so this is a per-instrument premise failure, not a code bug: ATOM bled structurally after 2021 and does not recover its drawdowns the way BTC/XRP/LINK/LTC/BCH do, so contrarian dip-buying above the 100-day SMA kept getting run over (1,190-day un-recovered drawdown). Critically, only 20 trades over 6 years against 5 tunable parameters (~4 trades/parameter) makes optimization a textbook overfit: the sweep would fit the handful of 2021 winners and predictably fail deflated-Sharpe/holdout out-of-sample. Not worth 2 hours of optimization — abandon this target rather than optimize. (The drawdown-accumulation mechanism itself remains valid on its proven instruments; ATOM is simply a dead target for it.)
Implementation
Long-only contrarian drawdown-accumulation on ATOMUSDT.BINANCE_SPOT daily bars, OHLCV-only, single-instrument/single-venue. Buys when ATOM has fallen at least drawdown_threshold_pct (-20%) below its 30-day high AND remains above its 100-day SMA (regime intact). Exits when ATOM recovers to within recovery_exit_pct (-5%) of the rolling peak, when per-position PnL hits the stop_loss_pos_pct (-18%) stop, or after a 180-day max-hold safety net. Sizes each entry at 20% of equity (CASH account, leverage=1, BUY-only). Five tunable parameters: drawdown_lookback_days, drawdown_threshold_pct, recovery_exit_pct, sma_filter_period, stop_loss_pos_pct.
Backtest Review
Mechanism correctly implements the proven sibling pattern: 20 long entries, 0 shorts, drawdown+SMA-regime gated — no direction or mechanism mismatch.
Backtest Review
Fees are negligible (2.02% of gross) and exposure is reasonable (20%) — the failure is a real edge problem, not a cost or sizing artifact.
Backtest Review
Drawdown depth is contained (max DD 23.3%) relative to ATOM's ~76% annualized vol.
Backtest Review
No edge in the base backtest: profit factor 0.832 (<1.0), Sharpe -1.117, Sortino -2.86, negative expectancy (-$416/trade), total return -8.1%.
Backtest Review
Only 20 trades over ~6 years against 5 tunable parameters (~4 trades/param) — far too few to optimize without severe overfitting.
Backtest Review
win_rate exactly 0.50 is statistical noise from 20 trades; losers are larger than winners (avg_loss 4,952 vs avg_win 4,119).
Backtest Review
4 of 7 calendar years negative (2020 -8.0, 2022 -9.6, 2024 -7.9, 2025 -3.8); the entire positive record is the 2021 bull (+17.8%).
Backtest Review
ATOM bled structurally post-2021 — drawdowns did not recover the way they do on the BTC/XRP/LINK/LTC/BCH siblings, so contrarian dip-buying kept getting run over (max DD duration 1,190 days, never recovers).
Outcome Summary
AtomSpotMultiDayDrawdownAccumulationLong applied the proven spot drawdown-accumulation mechanism of its 5 landed siblings to ATOM, aiming to fill the BINANCE_SPOT venue quota gap with a Cosmos-ecosystem target. The mechanism was correctly implemented (20 long entries, 0 shorts, drawdown+SMA gated, fees only 2.02% of gross), but the edge was absent — profit factor 0.83, Sharpe -1.12, expectancy -$416/trade, -8.1% total, with a 1,190-day un-recovered drawdown and all positive returns confined to 2021. The analyst judged this a per-instrument premise failure rather than a code bug, since ATOM does not recover its drawdowns the way the proven siblings do, and abandoned it at the backtest-review gate — also noting that 20 trades against 5 parameters made optimization a textbook overfit. It ended after a single iteration as abandoned, never reaching optimization, analysis, or risk review, with the mechanism itself still considered valid on its proven instruments.
Outcome Summary
The drawdown-accumulation mechanism that works on BTC/XRP/LINK/LTC/BCH does not transfer to ATOM, which bled structurally after 2021 and never recovered its drawdowns — contrarian dip-buying gets run over on a target whose dips don't mean-revert, and 20 trades over 6 years against 5 parameters would only overfit the handful of 2021 winners.
Outcome Summary
It was abandoned at the pre-optimization backtest-review gate (verdict: abandon) for having no edge in the base backtest — it failed the Sharpe, Sortino, total_trades, profit_factor, total_return, and expectancy criteria — and at 20 trades against 5 tunable parameters was far too thin to optimize, so optimization and all later stages were never reached.
Outcome Summary
A long-only single-instrument drawdown-accumulation strategy on ATOMUSDT.BINANCE_SPOT daily bars (OHLCV only), buying when ATOM had dropped ≥20% from its 30-day high while still above its 100-day SMA, and selling on recovery to within 5% of the peak, an 18% position stop, or a 180-day time stop — the same mechanism as 5 landed BTC/XRP/LINK/LTC/BCH spot siblings.
Outcome Summary
Over ~6 years (2019-04-29 to 2026-05-18) it took only 20 long trades with a 50% win rate but no edge: total return -8.1%, CAGR -1.68%, Sharpe -1.12, Sortino -2.86, profit factor 0.83, expectancy -$416/trade, a 23.3% max drawdown lasting ~1,190 days, and negative in 4 of 7 calendar years with the entire positive record from the 2021 bull (+17.8%).
Backtest and paper results are hypothetical. Trading involves risk of loss.