The Challenge: 4 AI-built algorithms compete to predict crypto and forex price movements in real-time over 2 hours. Each prediction has a specific entry price, take-profit (TP), stop-loss (SL), and is timestamped in EST. At the end, the algorithm with the highest total P&L wins.
Data source: Yahoo Finance (15-min candles). Check interval: 90 seconds. Max 25 predictions per algorithm.
| Rank | Algorithm | Picks | W | L | Open | Realized P&L | Unrealized P&L | Total |
|---|---|---|---|---|---|---|---|---|
| 1st | MOMENTUM_SNIPER | 5 | 0 | 0 | 5 | +0.00% | +0.07% | +0.07% |
| 1st | MEAN_REVERSION | 2 | 0 | 0 | 2 | +0.00% | +0.07% | +0.07% |
| 3rd | BREAKOUT_HUNTER | 0 | 0 | 0 | 0 | +0.00% | +0.00% | +0.00% |
| 4th | TREND_SURFER | 12 | 0 | 0 | 12 | +0.00% | -0.16% | -0.16% |
Last updated: 6:31 PM EST (Cycle 7). Leaderboard auto-updates as challenge runs.
| # | Symbol | Direction | Entry Price | TP | SL | Confidence | Time (EST) | Status |
|---|---|---|---|---|---|---|---|---|
| 1 | ADA-USD | LONG | $0.2809 | $0.2851 (+1.5%) | $0.2786 (-0.8%) | 60% | 6:22:37 PM | OPEN +0.04% |
|
๐ Why: RSI(14) = 25 โ extreme oversold. Historically, RSI
below 25 has a high probability of mean-reverting upward in the short term.
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| 2 | AVAX-USD | SHORT | $9.1492 | $8.9662 (+2.0%) | $9.2407 (-1.0%) | 54% | 6:22:37 PM | OPEN -0.02% |
|
๐ Why: Momentum decelerating โ ROC(3) = -0.34%, falling
faster than ROC(6). RSI = 37 (below midline). Low volume (0.6x normal) suggests weak support.
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| 3 | LINK-USD | SHORT | $8.8412 | $8.6644 (+2.0%) | $8.9296 (-1.0%) | 53% | 6:22:37 PM | OPEN +0.01% |
|
๐ Why: Momentum dropping โ ROC(3) = -0.39%. RSI = 37
(bearish). Very low volume (0.3x) indicates exhaustion/no buyers stepping in.
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| 4 | DOT-USD | LONG | $1.3467 | $1.3669 (+1.5%) | $1.3360 (-0.8%) | 60% | 6:22:37 PM | OPEN +0.02% |
|
๐ Why: RSI(14) = 23 โ deeply oversold. At this level, the
probability of a short-term bounce is historically high (~65-70%).
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| 5 | EURUSD=X | SHORT | $1.1858 | $1.1680 (+1.5%) | $1.1953 (-0.8%) | 60% | 6:22:37 PM | OPEN +0.01% |
|
๐ Why: RSI(14) = 78 โ overbought. EUR/USD extended after
recent rally. High probability of short-term pullback from this level.
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| # | Symbol | Direction | Entry Price | TP | SL | Confidence | Time (EST) | Status |
|---|---|---|---|---|---|---|---|---|
| 6 | XRP-USD | LONG | $1.4739 | $1.4960 (+1.5%) | $1.4592 (-1.0%) | 61% | 6:22:37 PM | OPEN +0.03% |
|
๐ Why: BB position = 0.09 (price at 9% of Bollinger Band
range โ near bottom band). RSI = 36. Double confirmation: price stretched below normal range AND
momentum oversold. Expecting reversion to BB midline.
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| 7 | ADA-USD | LONG | $0.2809 | $0.2851 (+1.5%) | $0.2781 (-1.0%) | 53% | 6:22:37 PM | OPEN +0.04% |
|
๐ Why: BB position = 0.17 (near lower band). RSI = 25
(deeply oversold). Price at extreme deviation from its 20-period mean โ high probability
snap-back trade.
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No breakouts detected. Market is ranging on Sunday evening โ no symbol broke above its 12-bar high or below its 12-bar low with sufficient volume confirmation (>1.3x). This is correct behavior: not trading when there's no edge.
| # | Symbol | Dir | Entry | TP | SL | Conf | Time (EST) | P&L |
|---|---|---|---|---|---|---|---|---|
| 8 | BTC-USD | SHORT | $67,529 | $66,179 (+2%) | $68,204 (-1%) | 60% | 6:22:37 PM | +0.13% |
|
๐ EMA(9) $67,563 < EMA(21) $67,612. MACD histogram=-24.63. 3-bar
return=-0.09%. Bearish alignment โ price below both EMAs with negative MACD
momentum.
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| 9 | SOL-USD | LONG | $85.21 | $86.92 (+2%) | $84.36 (-1%) | 60% | 6:22:37 PM | -0.07% |
|
๐ EMA(9) $85.10 > EMA(21) $84.96. MACD histogram = +0.008 (just turned
positive). Bullish EMA stack โ only crypto with both EMAs aligned upward.
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| 10 | XRP-USD | SHORT | $1.4739 | $1.4444 (+2%) | $1.4886 (-1%) | 65% | 6:22:37 PM | -0.03% |
|
๐ EMA(9) < EMA(21). MACD histogram=-0.0019. 3-bar return=-0.24%.
Bearish trend confirmed. Note: conflicts with MEAN_REVERSION's LONG on same symbol
โ testing which approach wins.
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| 11 | DOGE-USD | SHORT | $0.10072 | $0.09870 (+2%) | $0.10172 (-1%) | 60% | 6:22:37 PM | +0.04% |
|
๐ EMA(9) < EMA(21). MACD histogram=-0.0001. 3-bar return=-0.09%.
Bearish EMA crossover.
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| 12 | ADA-USD | SHORT | $0.2809 | $0.2752 (+2%) | $0.2837 (-1%) | 65% | 6:22:37 PM | -0.04% |
|
๐ EMA(9) < EMA(21). MACD histogram=-0.0002. 3-bar return=-0.44%.
Strong bearish momentum. Note: MOMENTUM_SNIPER and MEAN_REVERSION are LONG on ADA โ
this is a direct conflict testing trend vs. mean-reversion approaches.
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| 13 | AVAX-USD | SHORT | $9.1492 | $8.9662 (+2%) | $9.2407 (-1%) | 65% | 6:22:37 PM | -0.02% |
|
๐ EMA(9) < EMA(21). MACD histogram=-0.0031. ROC(3)=-0.34%. Both trend AND
momentum agree โ bearish.
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| 14 | BNB-USD | SHORT | $617.24 | $604.90 (+2%) | $623.42 (-1%) | 65% | 6:22:37 PM | +0.01% |
|
๐ EMA(9) $617.84 < EMA(21) $618.24. MACD histogram=-0.20. ROC(3)=-0.26%.
Trend firmly bearish.
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| 15 | DOT-USD | SHORT | $1.3467 | $1.3198 (+2%) | $1.3602 (-1%) | 65% | 6:22:37 PM | -0.02% |
|
๐ EMA(9) < EMA(21). MACD histogram=-0.0009. ROC(3)=-0.32%. Note: conflicts
with MOMENTUM_SNIPER's LONG (RSI oversold) โ testing trend vs. oversold bounce.
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| 16 | EURUSD=X | LONG | $1.1858 | $1.1977 (+1%) | $1.1799 (-0.5%) | 55% | 6:22:37 PM | -0.01% |
|
๐ EMA(9) > EMA(21). MACD histogram โ 0. EUR/USD in mild uptrend on daily
timeframe. Note: MOMENTUM_SNIPER is SHORT EUR โ direct conflict (trend vs. overbought).
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| 17 | GBPUSD=X | LONG | $1.3569 | $1.3704 (+1%) | $1.3501 (-0.5%) | 60% | 6:22:37 PM | -0.01% |
|
๐ EMA(9) > EMA(21). MACD histogram just turned positive. ROC(3) = +0.03%.
GBP/USD EMA alignment bullish.
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| 18 | AUDUSD=X | LONG | $0.7088 | $0.7159 (+1%) | $0.7052 (-0.5%) | 55% | 6:22:37 PM | +0.00% |
|
๐ EMA(9) > EMA(21). MACD histogram = -0.0001 (nearly neutral). ROC(3) =
+0.01%. Marginal bullish โ lowest confidence pick.
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| 19 | ETH-USD | LONG | $1,995.32 | $2,035.22 (+2%) | $1,975.37 (-1%) | 55% | 6:25:38 PM | -0.15% |
|
๐ Added Cycle 2. EMA(9) $1,995.26 > EMA(21) $1,992.95. MACD histogram =
-1.26 (turning). ROC(3) = -0.13%. Borderline signal โ EMAs aligned but momentum still weak.
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Some algorithms disagree on the same symbol โ this is intentional. It tests trend-following vs. mean-reversion approaches:
| Symbol | Trend Says | Mean Reversion Says | Who's Right? |
|---|---|---|---|
| ADA-USD | SHORT (TREND_SURFER: bearish EMA) | LONG (MOMENTUM_SNIPER + MEAN_REV: oversold RSI=25, BB=0.17) | TBD |
| XRP-USD | SHORT (TREND_SURFER: bearish EMA) | LONG (MEAN_REVERSION: BB=0.09, RSI=36) | TBD |
| DOT-USD | SHORT (TREND_SURFER: bearish EMA) | LONG (MOMENTUM_SNIPER: RSI=23 extreme oversold) | TBD |
| EURUSD=X | LONG (TREND_SURFER: bullish EMA) | SHORT (MOMENTUM_SNIPER: RSI=78 overbought) | TBD |
Before this live challenge, we tested 21 strategy/parameter combinations over 2 years of real market data using institutional-grade statistics (bootstrap CI, Monte Carlo, regime splitting, Bonferroni correction).
| Result | Count |
|---|---|
| โ Eliminated | 18 (worse than random) |
| โ ๏ธ Marginal | 2 (CI crosses zero) |
| โ Winner | 1 โ Meme Breakout Long (PF 3.36, p=0.018, beats random p=0.003) |
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