๐งฌ Self-Evolution Engine
AI rewrites its own models ยท genetic algorithm ยท autonomous signal discovery ยท self-healing infrastructure
๐งฌ Generation 30 ยท Epoch 42/100
Current Accuracy
87.68%
Live Sharpe
2.296
Generation
#30
Signals Discovered
2,847
Self-Heals Today
7
๐ Accuracy Evolution Across Generations
๐น Sharpe Ratio Evolution
๐งฌ Genetic Algorithm Population โ Generation 3012 candidates ยท tournament selection
| Rank | Model ID | Architecture | Layers | Attention Heads | Fitness | Accuracy | Status |
|---|---|---|---|---|---|---|---|
| #1 | Model-012 | TCN | 11 | 16 | 0.867 | 92.3% | ELIMINATED |
| #2 | Model-009 | Mamba | 14 | 8 | 0.852 | 91.9% | MUTATING |
| #3 | Model-001 | LSTM | 12 | 16 | 0.794 | 90.2% | ELITE |
| #4 | Model-006 | GRU | 8 | 4 | 0.758 | 89.2% | SELECTED |
| #5 | Model-011 | GRU | 9 | 8 | 0.726 | 88.3% | ELIMINATED |
| #6 | Model-010 | LSTM | 14 | 8 | 0.702 | 87.7% | MUTATING |
| #7 | Model-003 | Transformer | 11 | 4 | 0.698 | 87.6% | ELITE |
| #8 | Model-007 | Transformer | 11 | 4 | 0.683 | 87.1% | SELECTED |
| #9 | Model-005 | Transformer | 8 | 8 | 0.673 | 86.8% | SELECTED |
| #10 | Model-008 | Mamba | 10 | 8 | 0.585 | 84.4% | MUTATING |
| #11 | Model-004 | Transformer | 7 | 16 | 0.562 | 83.7% | SELECTED |
| #12 | Model-002 | Transformer | 12 | 16 | 0.557 | 83.6% | ELITE |
๐ญ Autonomously Discovered Signals2,847 total
FII-IV Convergence
NEWDEPLOYED
SIG-2847Conf: 88%Backtest: +18.4% CAGR@ 14:22
Satellite-Earnings Correlation
NEWTESTING
SIG-2846Conf: 82%Backtest: +14.2% CAGR@ 13:45
Dark Pool + VWAP Divergence
VARIANTDEPLOYED
SIG-2845Conf: 91%Backtest: +21.7% CAGR@ 12:18
Options Skew + FII Flow
NEWTESTING
SIG-2844Conf: 79%Backtest: +12.8% CAGR@ 11:05
Funding Rate + Sentiment
VARIANTDEPLOYED
SIG-2843Conf: 85%Backtest: +16.5% CAGR@ 09:38
๐ง Self-Healing Logauto-correcting
โ WARNModel Drift
16:24:12GRU-Volatility accuracy dropped 3.2% from baseline
โ Auto-retrain triggered โ epoch 42/100
โ WARNData Gap
16:18:45NSE feed latency spike: 48ms (threshold 10ms)
โ Switched to BSE backup feed โ seamless
๐จ CRITAnomaly Detected
16:12:31BANKNIFTY order flow pattern: 4.2ฯ deviation
โ Position halved โ circuit breaker armed
โน INFOMemory Optimization
15:58:02Feature cache hit rate dropped to 71%
โ Cache rebuilt โ hit rate restored to 94%
โน INFOModel Refresh
15:44:19XGBoost daily retrain complete โ accuracy +1.4%
โ Hot-swapped to new weights โ zero downtime
โ WARNCorrelation Alert
15:32:07BTC/NASDAQ corr reached 0.89 โ cluster risk
โ INFY position reduced 40% โ auto-rebalanced
โน INFOSchema Evolution
15:18:55New alt data source: credit card spend data added
โ 3 new features ingested โ model refit queued