self-improving
learns from every trade. wins become patterns, losses become warnings. skills evolve over time.
self-improving ai that learns from every trade
trade → outcome → analysis → skill → better future trades
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feedback loopclaudefi runs a continuous 30-minute decision cycle called the ralph loop:
bunx claudefithat's it. paper trading is on by default.
| domain | platform | strategy |
|---|---|---|
| dlmm | meteora | concentrated liquidity provision |
| perps | hyperliquid | rsi-based futures trading |
| spot | jupiter | memecoin trend trading |
| polymarket | gamma api | probability edge detection |
| component | per cycle | daily (48 cycles) |
|---|---|---|
| decision making | ~$0.15 | ~$7.20 |
| judge evaluation | ~$0.08 | ~$3.84 |
| skill generation | ~$0.04 | ~$1.92 |
| total | ~$0.27 | ~$13 |